case study questions questions

100 Best Case Study Questions for Your Next Customer Spotlight

Published: November 29, 2022

Case studies and testimonials are helpful to have in your arsenal. But to build an effective library, you need to ask the right case study questions. You also need to know how to write a case study .

Case studies are customers' stories that your sales team can use to share relevant content with prospects . Not only that, but case studies help you earn a prospect's trust, show them what life would be like as your customer, and validate that your product or service works for your clients.

Before you start building your library of case studies, check out our list of 100 case study questions to ask your clients. With this helpful guide, you'll have the know-how to build your narrative using the " Problem-Agitate-Solve " Method.

What makes a good case study questionnaire?

The ultimate list of case study questions, how to ask your customer for a case study, creating an effective case study.

Certain key elements make up a good case study questionnaire.

A questionnaire should never feel like an interrogation. Instead, aim to structure your case study questions like a conversation. Some of the essential things that your questionnaire should cover include:

• The problem faced by the client before choosing your organization.
• Why they chose your company.
• How your product solved the problem clients faced.
• The measurable results of the service provided.
• Data and metrics that prove the success of your service or product, if possible.

You can adapt these considerations based on how your customers use your product and the specific answers or quotes that you want to receive.

What makes a good case study question?

A good case study question delivers a powerful message to leads in the decision stage of your prospective buyer's journey.

Since your client has agreed to participate in a case study, they're likely enthusiastic about the service you provide. Thus, a good case study question hands the reins over to the client and opens a conversation.

Try asking open-ended questions to encourage your client to talk about the excellent service or product you provide.

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Categories for the Best Case Study Questions

• Case study questions about the customer's business
• Case study questions about the environment before the purchase
• Case study questions about the decision process
• Case study questions about the customer's business case
• Case study questions about the buying team and internal advocates
• Case study questions about customer success
• Case study questions about product feedback
• Case study questions about willingness to make referrals
• Case study question to prompt quote-worthy feedback
• Case study questions about the customers' future goals

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• Product-Specific Case Study Template
• General Case Study Template

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Case Study Interview Questions About the Customer's Business

Knowing the customer's business is an excellent way of setting the tone for a case study.

Use these questions to get some background information about the company and its business goals. This information can be used to introduce the business at the beginning of the case study — plus, future prospects might resonate with their stories and become leads for you.

• Would you give me a quick overview of [company]? This is an opportunity for the client to describe their business in their own words. You'll get useful background information and it's an easy prompt to get the client talking.
• Can you describe your role? This will give you a better idea of the responsibilities they are subject to.
• How do your role and team fit into the company and its goals? Knowing how the team functions to achieve company goals will help you formulate how your solution involves all stakeholders.
• How long has your company been in business? Getting this information will help the reader gauge if pain points are specific to a startup or new company vs. a veteran company.
• How many employees do you have? Another great descriptor for readers to have. They can compare the featured company size with their own.
• Is your company revenue available? If so, what is it? This will give your readers background information on the featured company's gross sales.
• Who is your target customer? Knowing who the target audience is will help you provide a better overview of their market for your case study readers.
• How does our product help your team or company achieve its objectives? This is one of the most important questions because it is the basis of the case study. Get specifics on how your product provided a solution for your client. You want to be able to say "X company implemented our solution and achieved Y. "
• How are our companies aligned (mission, strategy, culture, etc.)? If any attributes of your company's mission or culture appealed to the client, call it out.

How many people are on your team? What are their roles? This will help describe key players within the organization and their impact on the implementation of your solution.

Case Study Interview Questions About the Environment Before the Purchase

A good case study is designed to build trust. Ask clients to describe the tools and processes they used before your product or service. These kinds of case study questions will highlight the business' need they had to fulfill and appeal to future clients.

• What was your team's process prior to using our product? This will give the reader a baseline to compare the results for your company's product.
• Were there any costs associated with the process prior to using our product? Was it more expensive? Was it worth the cost? How did the product affect the client's bottom line? This will be a useful metric to disclose if your company saved the client money or was more cost-efficient.
• What were the major pain points of your process prior to using our product? Describe these obstacles in detail. You want the reader to get as much information on the problem as possible as it sets up the reasoning for why your company's solution was implemented.
• Did our product replace a similar tool or is this the first time your team is using a product like this? Were they using a similar product? If so, having this information may give readers a reason to choose your brand over the competition.
• What other challenges were you and your team experiencing prior to using our product? The more details you can give readers regarding the client's struggles, the better. You want to paint a full picture of the challenges the client faced and how your company resolved them.
• Were there any concerns about how your customers would be impacted by using our product? Getting answers to this question will illustrate to readers the client's concerns about switching to your service. Your readers may have similar concerns and reading how your client worked through this process will be helpful.
• Why didn't you buy our product or a similar product earlier? Have the client describe any hesitations they had using your product. Their concerns may be relatable to potential leads.
• Were there any "dealbreakers" involved in your decision to become a customer? Describing how your company was able to provide a solution that worked within those parameters demonstrates how accommodating your brand is and how you put the customer first. It's also great to illustrate any unique challenges the client had. This better explains their situation to the reader.
• Did you have to make any changes you weren't anticipating once you became a customer? Readers of your case study can learn how switching to your product came with some unexpected changes (good or bad) and how they navigated them. If you helped your client with troubleshooting, ask them to explain that here.

How has your perception of the product changed since you've become a customer? Get the interviewee to describe how your product changed how they do business. This includes how your product accomplished what they previously thought was impossible.

Case Study Interview Questions About the Decision Process

Readers of the case study will be interested in which factors influenced the decision-making process for the client. If they can relate to that process, there's a bigger chance they'll buy your product.

The answers to these questions will help potential customers through their decision-making process.

• How did you hear about our product? If the client chose to work with you based on a recommendation or another positive case study, include that. It will demonstrate that you are a trusted brand with an established reputation for delivering results.
• How long had you been looking for a solution to this problem? This will add to the reader's understanding of how these particular challenges impacted the company before choosing your product.
• Were you comparing alternative solutions? Which ones? This will demonstrate to readers that the client explored other options before choosing your company.
• Would you describe a few of the reasons you decided to buy our product? Ask the interviewee to describe why they chose your product over the competition and any benefits your company offered that made you stand out.
• What were the criteria you used when deciding to buy our product? This will give readers more background insight into the factors that impacted their decision-making process.
• Were there any high-level initiatives or goals that prompted the decision to buy? For example, was this decision motivated by a company-wide vision? Prompt your clients to discuss what lead to the decision to work with you and how you're the obvious choice.
• What was the buying process like? Did you notice anything exceptional or any points of friction? This is an opportunity for the client to comment on how seamless and easy you make the buying process. Get them to describe what went well from start to finish.
• How would you have changed the buying process, if at all? This is an opportunity for you to fine-tune your process to accommodate future buyers.
• Who on your team was involved in the buying process? This will give readers more background on the key players involved from executives to project managers. With this information, readers can see who they may potentially need to involve in the decision-making process on their teams.

Case Study Interview Questions About the Customer's Business Case

Your case study questions should ask about your product or solution's impact on the customer's employees, teams, metrics, and goals. These questions allow the client to praise the value of your service and tell others exactly what benefits they derived from it.

When readers review your product or service's impact on the client, it enforces the belief that the case study is credible.

• How long have you been using our product? This will help readers gauge how long it took to see results and your overall satisfaction with the product or service.
• How many different people at your company use our product? This will help readers gauge how they can adapt the product to their teams if similar in size.
• Are there multiple departments or teams using our product? This will demonstrate how great of an impact your product has made across departments.
• How do you and your team currently use the product? What types of goals or tasks are you using the product to accomplish? Get specifics on how the product actively helps the client achieve their goals.
• If other teams or departments are using our product, do you know how they're using it? With this information, leads can picture how they can use your product across their teams and how it may improve their workflow and metrics.
• What was the most obvious advantage you felt our product offered during the sales process? The interviewee should explain the benefits they've gained from using your product or service. This is important for convincing other leads you are better than the competition.
• Were there any other advantages you discovered after using the product more regularly? Your interviewee may have experienced some additional benefits from using your product. Have them describe in detail what these advantages are and how they've helped the company improve.
• Are there any metrics or KPIs you track with our product? What are they? The more numbers and data the client can provide, the better.
• Were you tracking any metrics prior to using our product? What were they? This will allow readers to get a clear, before-and-after comparison of using your product.
• How has our product impacted your core metrics? This is an opportunity for your clients to drive home how your product assisted them in hitting their metrics and goals.

Case Study Interview Questions About the Buying Team and Internal Advocates

See if there are any individuals at the customer's company who are advocates for your product.

• Are there any additional team members you consider to be advocates for our product? For example, does anyone stick out as a "power user" or product expert on your team? You may want to interview and include these power users in your case study as well. Consider asking them for tips on using your service or product.
• Is there anyone else on your team you think we should talk to? Again, the more people can share their experience using your product, the better.
• Are there any team members who you think might not be the biggest fans of our product or who might need more training? Providing extra support to those struggling with your product may improve their user experience and turn into an opportunity to not only learn about their obstacles but turn them into a product fan
• Would you share some details about how your team implemented our product? Get as much information as possible about the rollout. Hopefully, they'll gush about how seamless the process was.
• Who from your company was involved in implementing our product? This will give readers more insight into who needs to be involved for a successful rollout of their own.
• Were there any internal risks or additional costs involved with implementing our product? If so, how did you address them? This will give insight into the client's process and rollout and this case study question will likely provide tips on what potential leads should be on the lookout for.
• Is there a training process in place for your team's use of our product? If so, what does it look like? If your company provided support and training to the client, have them describe that experience.
• About how long does it take a new team member to get up to speed with our product? This will help leads determine how much time it will take to onboard an employee to your using your product. If a new user can quickly get started seamlessly, it bodes well for you.
• What was your main concern about rolling this product out to your company? Describing their challenges in detail will provide readers with useful insight.

Case Study Interview Questions About Customer Success

Has the customer found success with your product? Ask these questions to learn more.

• By using our product can you measure any reduced costs? If it has, you'll want to emphasize those savings in your case study.
• By using our product can you measure any improvements in productivity or time savings? Any metrics or specific stories your interviewee can provide will help demonstrate the value of your product.
• By using our product can you measure any increases in revenue or growth? Again, say it with numbers and data whenever possible.
• Are you likely to recommend our product to a friend or colleague? Recommendations from existing customers are some of the best marketing you can get.
• How has our product impacted your success? Your team's success? Getting the interviewee to describe how your product played an integral role in solving their challenges will show leads that they can also have success using your product.
• In the beginning, you had XYZ concerns; how do you feel about them now? Let them explain how working with your company eliminated those concerns.
• I noticed your team is currently doing XYZ with our product. Tell me more about how that helps your business. Illustrate to your readers how current customers are using your product to solve additional challenges. It will convey how versatile your product is.
• Have you thought about using our product for a new use case with your team or at your company? The more examples of use cases the client can provide, the better.
• How do you measure the value our product provides? Have the interviewee illustrate what metrics they use to gauge the product's success and how. Data is helpful, but you should go beyond the numbers. Maybe your product improved company morale and how teams work together.

Case Study Interview Questions About Product Feedback

Ask the customer if they'd recommend your product to others. A strong recommendation will help potential clients be more open to purchasing your product.

• How do other companies in this industry solve the problems you had before you purchased our product? This will give you insight into how other companies may be functioning without your product and how you can assist them.
• Have you ever talked about our product to any of your clients or peers? What did you say? This can provide you with more leads and a chance to get a referral.
• Why would you recommend our product to a friend or client? Be sure they pinpoint which features they would highlight in a recommendation.
• Can you think of any use cases your customers might have for our product? Similar industries may have similar issues that need solutions. Your interviewee may be able to provide a use case you haven't come up with.
• What is your advice for other teams or companies who are tackling problems similar to those you had before you purchased our product? This is another opportunity for your client to talk up your product or service.
• Do you know someone in X industry who has similar problems to the ones you had prior to using our product? The client can make an introduction so you can interview them about their experience as well.
• I noticed you work with Company Y. Do you know if they are having any pain points with these processes? This will help you learn how your product has impacted your client's customers and gain insight into what can be improved.
• Does your company participate in any partner or referral programs? Having a strong referral program will help you increase leads and improve customer retention.
• Can I send you a referral kit as a thank-you for making a referral and give you the tools to refer someone to us? This is a great strategy to request a referral while rewarding your existing customers.
• Are you interested in working with us to produce additional marketing content? The more opportunities you can showcase happy customers, the better.

Case Study Interview Questions About Willingness to Make Referrals

• How likely are you to recommend our product to a friend or client? Ideally, they would definitely refer your product to someone they know.
• Can you think of any use cases your customers might have for our product? Again, your interviewee is a great source for more leads. Similar industries may have similar issues that need solutions. They may be able to provide a use case you haven't come up with.
• I noticed you work with Company Y; do you know if they are having any pain points with these processes? This will help you learn how your product has impacted your client's customers and gain insight into what can be improved.

Case Study Interview Questions to Prompt Quote-Worthy Feedback

Enhance your case study with quotable soundbites from the customer. By asking these questions, prospects have more insight into other clients and their success with your product — which helps build trust.

• How would you describe your process in one sentence prior to using our product? Ideally, this sentence would quickly and descriptively sum up the most prominent pain point or challenge with the previous process.
• What is your advice to others who might be considering our product? Readers can learn from your customer's experience.
• What would your team's workflow or process be like without our product? This will drive home the value your product provides and how essential it is to their business.
• Do you think the investment in our product was worthwhile? Why? Have your customer make the case for the value you provide.
• What would you say if we told you our product would soon be unavailable? What would this mean to you? Again, this illustrates how integral your product is to their business.
• How would you describe our product if you were explaining it to a friend? Your customers can often distill the value of your product to their friends better than you can.
• What do you love about your job? Your company? This gives the reader more background on your customer and their industry.
• What was the worst part of your process before you started using our product? Ideally, they'd reiterate how your product helped solve this challenge.
• What do you love about our product? Another great way to get the customer's opinion about what makes your product worth it.
• Why do you do business with us? Hopefully, your interviewee will share how wonderful your business relationship is.

Case Study Interview Questions About the Customers' Future Goals

Ask the customer about their goals, challenges, and plans for the future. This will provide insight into how a business can grow with your product.

• What are the biggest challenges on the horizon for your industry? Chances are potential leads within the same industry will have similar challenges.
• What are your goals for the next three months? Knowing their short-term goals will enable your company to get some quick wins for the client.
• How would you like to use our product to meet those challenges and goals? This will help potential leads understand that your product can help their business as they scale and grow.
• Is there anything we can do to help you and your team meet your goals? If you haven't covered it already, this will allow your interviewee to express how you can better assist them.
• Do you think you will buy more, less, or about the same amount of our product next year? This can help you gauge how your product is used and why.
• What are the growth plans for your company this year? Your team? This will help you gain insight into how your product can help them achieve future goals.
• How can we help you meet your long-term goals? Getting specifics on the needs of your clients will help you create a unique solution designed for their needs.
• What is the long-term impact of using our product? Get their feedback on how your product has created a lasting impact.
• Are there any initiatives that you personally would like to achieve that our product or team can help with? Again, you want to continue to provide products that help your customers excel.
• What will you need from us in the future? This will help you anticipate the customer's business needs.
• Is there anything we can do to improve our product or process for working together in the future? The more feedback you can get about what is and isn't working, the better.

Before you can start putting together your case study, you need to ask your customer's permission.

If you have a customer who's seen success with your product, reach out to them. Use this template to get started:

Thank you & quick request

Hi [customer name],

Thanks again for your business — working with you to [solve X, launch Y, take advantage of Z opportunity] has been extremely rewarding, and I'm looking forward to more collaboration in the future.

[Name of your company] is building a library of case studies to include on our site. We're looking for successful companies using [product] to solve interesting challenges, and your team immediately came to mind. Are you open to [customer company name] being featured?

It should be a lightweight process — [I, a product marketer] will ask you roughly [10, 15, 20] questions via email or phone about your experience and results. This case study will include a blurb about your company and a link to your homepage (which hopefully will make your SEO team happy!)

In any case, thank you again for the chance to work with you, and I hope you have a great week.

[Your name]

If one of your customers has recently passed along some praise (to you, their account manager, your boss; on an online forum; to another potential customer; etc.), then send them a version of this email:

Hey [customer name],

Thanks for the great feedback — I'm really glad to hear [product] is working well for you and that [customer company name] is getting the results you're looking for.

My team is actually in the process of building out our library of case studies, and I'd love to include your story. Happy to provide more details if you're potentially interested.

Either way, thank you again, and I look forward to getting more updates on your progress.

You can also find potential case study customers by usage or product data. For instance, maybe you see a company you sold to 10 months ago just bought eight more seats or upgraded to a new tier. Clearly, they're happy with the solution. Try this template:

I saw you just [invested in our X product; added Y more users; achieved Z product milestone]. Congratulations! I'd love to share your story using [product] with the world -- I think it's a great example of how our product + a dedicated team and a good strategy can achieve awesome results.

Are you open to being featured? If so, I'll send along more details.

Case Study Benefits

• Case studies are a form of customer advocacy.
• Case studies provide a joint-promotion opportunity.
• Case studies are easily sharable.
• Case studies build rapport with your customers.
• Case studies are less opinionated than customer reviews.

1. Case studies are a form of customer advocacy.

If you haven't noticed, customers aren't always quick to trust a brand's advertisements and sales strategies.

With every other brand claiming to be the best in the business, it's hard to sort exaggeration from reality.

This is the most important reason why case studies are effective. They are testimonials from your customers of your service. If someone is considering your business, a case study is a much more convincing piece of marketing or sales material than traditional advertising.

2. Case studies provide a joint-promotion opportunity.

Your business isn't the only one that benefits from a case study. Customers participating in case studies benefit, too.

Think about it. Case studies are free advertisements for your customers, not to mention the SEO factor, too. While they're not promoting their products or services, they're still getting the word out about their business. And, the case study highlights how successful their business is — showing interested leads that they're on the up and up.

3. Case studies are easily sharable.

No matter your role on the sales team, case studies are great to have on hand. You can easily share them with leads, prospects, and clients.

Whether you embed them on your website or save them as a PDF, you can simply send a link to share your case study with others. They can share that link with their peers and colleagues, and so on.

Case studies can also be useful during a sales pitch. In sales, timing is everything. If a customer is explaining a problem that was solved and discussed in your case study, you can quickly find the document and share it with them.

4. Case studies build rapport with your customers.

While case studies are very useful, they do require some back and forth with your customers to obtain the exact feedback you're looking for.

Even though time is involved, the good news is this builds rapport with your most loyal customers. You get to know them on a personal level, and they'll become more than just your most valuable clients.

And, the better the rapport you have with them, the more likely they'll be to recommend your business, products, or services to others.

5. Case studies are less opinionated than customer reviews.

Data is the difference between a case study and a review. Customer reviews are typically based on the customer's opinion of your brand. While they might write a glowing review, it's completely subjective and there's rarely empirical evidence supporting their claim.

Case studies, on the other hand, are more data-driven. While they'll still talk about how great your brand is, they support this claim with quantitative data that's relevant to the reader. It's hard to argue with data.

An effective case study must be genuine and credible. Your case study should explain why certain customers are the right fit for your business and how your company can help meet their specific needs. That way, someone in a similar situation can use your case study as a testimonial for why they should choose your business.

Use the case study questions above to create an ideal customer case study questionnaire. By asking your customers the right questions, you can obtain valuable feedback that can be shared with potential leads and convert them into loyal customers.

Editor’s Note: This article was originally published in June 2021 and has been updated for comprehensiveness.

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47 case interview examples (from McKinsey, BCG, Bain, etc.)

One of the best ways to prepare for   case interviews  at firms like McKinsey, BCG, or Bain, is by studying case interview examples. 

There are a lot of free sample cases out there, but it's really hard to know where to start. So in this article, we have listed all the best free case examples available, in one place.

The below list of resources includes interactive case interview samples provided by consulting firms, video case interview demonstrations, case books, and materials developed by the team here at IGotAnOffer. Let's continue to the list.

• McKinsey examples
• BCG examples
• Bain examples
• Deloitte examples
• Other firms' examples
• Case books from consulting clubs
• Case interview preparation

Click here to practise 1-on-1 with MBB ex-interviewers

1. mckinsey case interview examples.

• Beautify case interview (McKinsey website)
• Diconsa case interview (McKinsey website)
• Electro-light case interview (McKinsey website)
• GlobaPharm case interview (McKinsey website)
• National Education case interview (McKinsey website)
• Talbot Trucks case interview (McKinsey website)
• Shops Corporation case interview (McKinsey website)
• Conservation Forever case interview (McKinsey website)
• McKinsey case interview guide (by IGotAnOffer)
• McKinsey live case interview extract (by IGotAnOffer) - See below

2. BCG case interview examples

• Foods Inc and GenCo case samples  (BCG website)
• Chateau Boomerang written case interview  (BCG website)
• BCG case interview guide (by IGotAnOffer)
• Written cases guide (by IGotAnOffer)
• BCG live case interview with notes (by IGotAnOffer)
• BCG mock case interview with ex-BCG associate director - Public sector case (by IGotAnOffer)
• BCG mock case interview: Revenue problem case (by IGotAnOffer) - See below

3. Bain case interview examples

• CoffeeCo practice case (Bain website)
• FashionCo practice case (Bain website)
• Associate Consultant mock interview video (Bain website)
• Consultant mock interview video (Bain website)
• Written case interview tips (Bain website)
• Bain case interview guide   (by IGotAnOffer)
• Digital transformation case with ex-Bain consultant
• Bain case mock interview with ex-Bain manager (below)

4. Deloitte case interview examples

• Engagement Strategy practice case (Deloitte website)
• Recreation Unlimited practice case (Deloitte website)
• Strategic Vision practice case (Deloitte website)
• Retail Strategy practice case  (Deloitte website)
• Finance Strategy practice case  (Deloitte website)
• Talent Management practice case (Deloitte website)
• Enterprise Resource Management practice case (Deloitte website)
• Footloose written case  (by Deloitte)
• Deloitte case interview guide (by IGotAnOffer)

5. Accenture case interview examples

• Case interview workbook (by Accenture)
• Accenture case interview guide (by IGotAnOffer)

6. OC&C case interview examples

• Leisure Club case example (by OC&C)
• Imported Spirits case example (by OC&C)

7. Oliver Wyman case interview examples

• Wumbleworld case sample (Oliver Wyman website)
• Aqualine case sample (Oliver Wyman website)
• Oliver Wyman case interview guide (by IGotAnOffer)

8. A.T. Kearney case interview examples

• Promotion planning case question (A.T. Kearney website)
• Consulting case book and examples (by A.T. Kearney)
• AT Kearney case interview guide (by IGotAnOffer)

9. Strategy& / PWC case interview examples

• Presentation overview with sample questions (by Strategy& / PWC)
• Strategy& / PWC case interview guide (by IGotAnOffer)

10. L.E.K. Consulting case interview examples

• Case interview example video walkthrough   (L.E.K. website)
• Market sizing case example video walkthrough  (L.E.K. website)

11. Roland Berger case interview examples

• Transit oriented development case webinar part 1  (Roland Berger website)
• Transit oriented development case webinar part 2   (Roland Berger website)
• 3D printed hip implants case webinar part 1   (Roland Berger website)
• 3D printed hip implants case webinar part 2   (Roland Berger website)
• Roland Berger case interview guide   (by IGotAnOffer)

12. Capital One case interview examples

• Case interview example video walkthrough  (Capital One website)
• Capital One case interview guide (by IGotAnOffer)

12. EY Parthenon case interview examples

• Candidate-led case example with feedback (by IGotAnOffer)

14. Consulting clubs case interview examples

• Berkeley case book (2006)
• Columbia case book (2006)
• Darden case book (2012)
• Darden case book (2018)
• Duke case book (2010)
• Duke case book (2014)
• ESADE case book (2011)
• Goizueta case book (2006)
• Illinois case book (2015)
• LBS case book (2006)
• MIT case book (2001)
• Notre Dame case book (2017)
• Ross case book (2010)
• Wharton case book (2010)

Practice with experts

Using case interview examples is a key part of your interview preparation, but it isn’t enough.

At some point you’ll want to practise with friends or family who can give some useful feedback. However, if you really want the best possible preparation for your case interview, you'll also want to work with ex-consultants who have experience running interviews at McKinsey, Bain, BCG, etc.

If you know anyone who fits that description, fantastic! But for most of us, it's tough to find the right connections to make this happen. And it might also be difficult to practice multiple hours with that person unless you know them really well.

Here's the good news. We've already made the connections for you. We’ve created a coaching service where you can do mock case interviews 1-on-1 with ex-interviewers from MBB firms . Start scheduling sessions today!

Related articles:

Hacking the Case Interview

We’ve compiled 50 case interview examples and organized them by industry, function, and consulting firm to give you the best, free case interview practice. Use these case interview examples for practice as you prepare for your consulting interviews.

If you’re looking for a step-by-step shortcut to learn case interviews quickly, enroll in our case interview course . These insider strategies from a former Bain interviewer helped 30,000+ land consulting offers while saving hundreds of hours of prep time.

Case Interview Examples Organized by Industry

Below, we’ve linked all of the case interview examples we could find from consulting firm websites and YouTube videos and organized them by industry. This will be helpful for your case interview practice if there is a specific consulting industry role that you are interviewing for that you need more practice in.

Aerospace, Defense, & Government Case Interview Examples

• Agency V (Deloitte)
• The Agency (Deloitte)
• Federal Finance Agency (Deloitte)
• Federal Civil Cargo Protection Bureau (Deloitte)

Consumer Products & Retail Case Interview Examples

• Electro-light (McKinsey)
• Beautify (McKinsey)
• Shops Corporation (McKinsey)
• Climate Case (BCG)
• Foods Inc. (BCG) *scroll to bottom of page
• Chateau Boomerang (BCG) *written case interview
• PrintCo (Bain)
• Coffee Co. (Bain)
• Fashion Co. (Bain)
• Recreation Unlimited (Deloitte)
• Footlose (Deloitte)
• National Grocery and Drug Store (Kearney)
• Whisky Co. (OC&C)
• Dry Cleaners (Accenture) *scroll to page 15
• UK Grocery Retail (Strategy&) *scroll to page 24
• Ice Cream Co. (Capital One)

Healthcare & Life Sciences Case Interview Examples

• GlobaPharm (McKinsey)
• GenCo (BCG) *scroll to middle of page
• PrevenT (BCG)
• MedX (Deloitte)
• Medical Consumables (LEK)
• Medicine Company (HackingTheCaseInterview)
• Pharma Company (Indian Institute of Management)

Manufacturing & Production Case Interview Examples

• Aqualine (Oliver Wyman)
• 3D Printed Hip Implants (Roland Berger)
• Talbot Trucks (McKinsey)
• Playworks (Yale School of Management)

Social & Non-Profit Case Interview Examples

• Diconsa (McKinsey)
• National Education (McKinsey)
• Conservation Forever (McKinsey)
• Federal Health Agency (Deloitte)
• Robinson Philanthropy (Bridgespan)
• Home Nurses for New Families (Bridgespan)
• Reach for the Stars (Bridgespan)
• Venture Philanthropy (Bridgespan)

Technology, Media, & Telecom Case Interview Examples

• NextGen Tech (Bain)
• Smart Phone Introduction (Simon-Kucher)
• MicroTechnos (HackingTheCaseInterview)

Transportation Case Interview Examples

• Low Cost Carrier Airline (BCG)
• Transit Oriented Development (Roland Berger)
• Northeast Airlines (HackingTheCaseInterview)
• A+ Airline Co. (Yale School of Management)
• Ryder (HackingTheCaseInterview)

Travel & Entertainment Case Interview Examples

• Wumbleworld (Oliver Wyman)
• Theater Co. (LEK)
• Hotel and Casino Co. (OC&C)

Case Interview Examples Organized by Function

Below, we’ve taken the same cases listed in the “Case Interview Examples Organized by Industry” section and organized them by function instead. This will be helpful for your case interview practice if there is a specific type of case interview that you need more practice with.

Profitability Case Interview Examples

To learn how to solve profitability case interviews, check out our video below:

Market Entry Case Interview Examples

Merger & acquisition case interview examples.

Growth Strategy Case Interview Examples

Pricing case interview examples.

New Product Launch Case Interview Examples

Market sizing case interview examples.

To learn how to solve market sizing case interviews, check out our video below:

Operations Case Interview Examples

Other case interview examples.

These are cases that don’t quite fit into any of the above categories. These cases are the more unusual, atypical, and nontraditional cases out there.

Case Interview Examples Organized by Consulting Firm

Below, we’ve taken the same cases listed previously and organized them by company instead. This will be helpful for your case interview practice if there is a specific company that you are interviewing with.

McKinsey Case Interview Examples

BCG Case Interview Examples

Bain Case Interview Examples

Deloitte Case Interview Examples

Lek case interview examples, kearney case interview examples, oliver wyman case interview examples, roland berger case interview examples, oc&c case interview  examples, bridgespan case interview examples, strategy& case interview examples, accenture case interview examples, simon kutcher case interview examples, capital one case interview examples, case interview examples from mba casebooks.

For more case interview examples, check out our article on 23 MBA consulting casebooks with 700+ free practice cases . There additional cases created by MBA consulting clubs that make for great case interview practice. For your convenience, we’ve listed some of the best MBA consulting casebooks below:

• Australian Graduate School of Management (2002)
• Booth (2005)
• Columbia (2007)
• Darden (2019)
• ESADE (2011)
• Fuqua (2018)
• Goizueta (2006)
• Haas (2019)
• Harvard Business School (2012)
• Illinois (2015)
• INSEAD (2011)
• Johnson (2003)
• Kellogg (2012)
• London Business School (2013)
• McCombs (2018)
• Notre Dame (2017)
• Queens (2019)
• Ross (2010)
• Sloan (2015)
• Stern (2018)
• Tuck (2009)
• Wharton (2017)
• Yale (2013)

Consulting casebooks are documents that MBA consulting clubs put together to help their members prepare for consulting case interviews. Consulting casebooks provide some case interview strategies and tips, but they mostly contain case interview practice cases.

While consulting casebooks contain tons of practice cases, there is quite a bit of variety in the sources and formats of these cases.

Some practice cases are taken from actual consulting interviews given by consulting firms. These are the best types of cases to practice with because they closely simulate the length and difficulty of an actual case interview. Other practice cases may be written by the consulting club’s officers. These cases are less realistic, but can still offer great practice.

The formats of the practice cases in consulting casebooks also vary significantly.

Some practice cases are written in a question and answer format. This type of format makes it easy to practice the case by yourself, without a case partner. Other practices cases are written in a dialogue format. These cases are better for practicing with a case interview partner.

MBA consulting casebooks can be a great resource because they are free and provide tons of practice cases to hone your case interview skills. However, there are several caveats that you should be aware of.

• Similarity to real case interviews : Some cases in MBA consulting casebooks are not representative of actual case interviews because they are written by consulting club officers instead of interviewers from consulting firms
• Quality of sample answers : While consulting casebooks provide sample solutions, these answers are often not the best or highest quality answers
• Ease of use : Consulting casebooks are all written in different formats and by different people. Therefore, it can be challenging to find cases that you can consistently use to practice cases by yourself or with a partner

Therefore, we recommend that you first use the case interview examples listed in this article and wait until you’ve exhausted all of them before using MBA consulting casebooks.

Case Interview Examples from HackingTheCaseInterview

Below, we've pulled together several of our very own case interview examples. You can use these case interview examples for your case interview practice.

1. Tech retailer profitability case interview

2. Airline profitability case interview

3. Ride sharing app market entry

4. Increasing Drug Adoption

How to Use Case Interview Examples to Practice Case Interviews

To get the most out of these case interview examples and maximize your time spent on case interview practice, follow these three steps.

1. Understand the case interview structure beforehand

If case interviews are something new to you, we recommend watching the following video to learn the basics of case interviews in under 30 minutes.

Know that there are seven major steps of a case interview.

• Understanding the case background : Take note while the interviewer gives you the case background information. Afterwards, provide a concise synthesis to confirm your understanding of the situation and objective
• Asking clarifying questions : Ask questions to better understand the case background and objective
• Structuring a framework : Lay out a framework of what areas you want to look into in order to answer or solve the case
• Kicking off the case : Propose an area of your framework that you would like to dive deeper into 
• Solving quantitative problems : Solve a variety of different quantitative problems, such as market sizing questions and profitability questions. You may also be given charts and graphs to analyze or interpret
• Answering qualitative questions : You may be asked to brainstorm ideas or be asked to give your business opinion on a particular issue or topic
• Delivering a recommendation : Summarize the key takeaways from the case to deliver a firm and concise recommendation

2. Learn how to practice case interviews by yourself 

There are 6 steps to practice case interviews by yourself. The goal of these steps is to simulate a real case interview as closely as you can so that you practice the same skills and techniques that you are going to use in a real case interview.

• Synthesize the case background information out loud : Start the practice case interview by reading the case background information. Then, just as you would do in a live case interview, summarize the case background information out loud
• Ask clarifying questions out loud : Just as you would do in a live case interview, ask clarifying questions out loud. Although you do not have a case partner that can answer your questions, it is important to practice identifying the critical questions that need to be asked to fully understand the case
• Structure a framework and present it out loud : Pretend that you are in an actual interview in which you’ll only have a few minutes to put together a comprehensive and coherent framework. Replicate the stress that you will feel in an interview when you are practicing case interviews on your own by giving yourself time pressure.

When you have finished creating your framework, turn your paper around to face an imaginary interviewer and walk through the framework out loud. You will need to get good at presenting your framework concisely and in an easy to understand way.

• Propose an area to start the case : Propose an area of your framework to start the case. Make sure to say out loud the reasons why you want to start with that particular area
• Answer each case question out loud : If the question is a quantitative problem, create a structure and walk the interviewer through how you would solve the problem. When doing math, do your calculations out loud and explain the steps that you are taking.

If the question is qualitative, structure your thinking and then brainstorm your ideas out loud. Walk the interviewer through your ideas and opinions.

• Deliver a recommendation out loud : Just as you would do in a real case interview, ask for a brief moment to collect your thoughts and review your notes. Once you have decided on a recommendation, present your recommendation to the interviewer.

3. Follow best practices while practicing case interviews :    

You’ll most likely be watching, reading, or working through these case interview examples by yourself. To get the most practice and learnings out of each case interview example, follow these tips: 

• Don’t have notes or a calculator out when you are practicing since you won’t have these in your actual interview
• Don’t take breaks in the middle of a mock case interview
• Don’t read the case answer until you completely finish answering each question
• Talk through everything out loud as if there were an interviewer in the room
• Occasionally record yourself to understand what you look like and sound like when you speak

4. Identify improvement areas to work on

When the case is completed, review your framework and answers and compare them to the model answers that the case provides. Reflect on how you could have made your framework or answers stronger.

Also, take the time to reflect on what parts of the case you could have done better. Could your case synthesis be more concise? Was your framework mutually exclusive and collectively exhaustive? Could your math calculations be done more smoothly? Was your recommendation structured enough?

This is the most important part of practicing case interviews by yourself. Since you have no partner to provide you feedback, you will need to be introspective and identify your own improvement areas.

At the end of each practice case interview, you should have a list of new things that you have learned and a list of improvement areas to work on in future practice cases. You’ll continue to work on your improvement areas in future practice cases either by yourself or with a partner.

5. Eventually find a case partner to practice with

You can only do so many practice case interviews by yourself before your learning will start to plateau. Eventually, you should be practicing case interviews with a case partner.

Practicing with a case partner is the best way to simulate a real case interview. There are many aspects of case interviews that you won’t be able to improve on unless you practice live with a partner:

• Driving the direction of the case
• Asking for more information
• Collaborating to get the right approach or structure
• Answering follow-up questions

If you are practicing with a case partner, decide who is going to be giving the case and who is going to be receiving the case.

If you are giving the case, read the entire case information carefully. It may be helpful to read through everything twice so that you are familiar with all of the information and can answer any question that your partner asks you to clarify.

As the person giving the case, you need to be the case expert.

You should become familiar with the overall direction of the case. In other words, you should know what the major questions of the case are and what the major areas of investigation are. This will help you run the mock case interview more smoothly.  

Depending on whether you want the case interview to be interviewer-led or candidate-led, you will need to decide how much you want to steer the direction of the case.

If your partner gets stuck and is taking a long time, you may need to step in and provide suggestions or hints. If your partner is proceeding down a wrong direction, you will need to direct them towards the right direction.

Where to Find More Case Interview Examples

To find more case interview examples, you can use a variety of different case interview prep books, online courses, and coaching. We'll cover each of these different categories of resources for more case interview practice in more detail.

Case Interview Prep Books

Case interview prep books are great resources to use because they are fairly inexpensive, only costing $20 to $30. They contain a tremendous amount of information that you can read, digest, and re-read at your own pace.

Based on our comprehensive review of the 12 popular case interview prep books , we ranked nearly all of the case prep books in the market.

The three case interview prep books we recommend using are:

• Hacking the Case Interview : In this book, learn exactly what to do and what to say in every step of the case interview. This is the perfect book for beginners that are looking to learn the basics of case interviews quickly.
• The Ultimate Case Interview Workbook : In this book, hone your case interview skills through 65+ problems tailored towards each type of question asked in case interviews and 15 full-length practice cases. This book is great for intermediates looking to get quality practice.
• Case Interview Secrets : This book provides great explanations of essential case interview concepts and fundamentals. The stories and anecdotes that the author provides are entertaining and help paint a clear picture of what to expect in a case interview, what interviewers are looking for, and how to solve a case interview.

Case Interview Courses

Case interview courses are more expensive to use than case interview prep books, but offer more efficient and effective learning. You’ll learn much more quickly from watching someone teach you the material, provide examples, and then walk through practice problems than from reading a book by yourself.

Courses typically cost anywhere between $200 to $400.

If you are looking for a single resource to learn the best case interview strategies in the most efficient way possible, enroll in our comprehensive case interview course .

Through 70+ concise video lessons and 20 full-length practice cases based on real interviews from top-tier consulting firms, you’ll learn step-by-step how to crush your case interview.

We’ve had students pass their consulting first round interview with just a week of preparation, but know that your success depends on the amount of effort you put in and your starting capabilities.

Case Interview Coaching

With case interview coaching, you’ll pay anywhere between $100 to $300 for a 40- to 60-minute mock case interview session with a case coach. Typically, case coaches are former consultants or interviewers that have worked at top-tier consulting firms.

Although very expensive, case interview coaching can provide you with high quality feedback that can significantly improve your case interview performance. By working with a case coach, you will be practicing high quality cases with an expert. You’ll get detailed feedback that ordinary case interview partners are not able to provide.

Know that you do not need to purchase case interview coaching to receive a consulting job offer. The vast majority of candidates that receive offers from top firms did not purchase case interview coaching. By purchasing case interview coaching, you are essentially purchasing convenience and learning efficiency.

Case interview coaching is best for those that have already learned as much as they can about case interviews on their own and feel that they have reached a plateau in their learning. For case interview beginners and intermediates, it may be a better use of their money to first purchase a case interview course or case interview prep book before purchasing expensive coaching sessions.

If you do decide to eventually use a case interview coach, consider using our case coaching service .

There is a wide range of quality among coaches, so ensure that you are working with someone that is invested in your development and success. If possible, ask for reviews from previous candidates that your coach has worked with.

Summary of the Best Consulting Interview Resources

Here are the resources we recommend to land your dream consulting job:

For help landing consulting interviews

• Resume Review & Editing : Transform your resume into one that will get you multiple consulting interviews

For help passing case interviews

• Comprehensive Case Interview Course (our #1 recommendation): The only resource you need. Whether you have no business background, rusty math skills, or are short on time, this step-by-step course will transform you into a top 1% caser that lands multiple consulting offers.
• Case Interview Coaching : Personalized, one-on-one coaching with a former Bain interviewer.
• Hacking the Case Interview Book   (available on Amazon): Perfect for beginners that are short on time. Transform yourself from a stressed-out case interview newbie to a confident intermediate in under a week. Some readers finish this book in a day and can already tackle tough cases.
• The Ultimate Case Interview Workbook (available on Amazon): Perfect for intermediates struggling with frameworks, case math, or generating business insights. No need to find a case partner – these drills, practice problems, and full-length cases can all be done by yourself.

For help passing consulting behavioral & fit interviews

• Behavioral & Fit Interview Course : Be prepared for 98% of behavioral and fit questions in just a few hours. We'll teach you exactly how to draft answers that will impress your interviewer.

Land Multiple Consulting Offers

Complete, step-by-step case interview course. 30,000+ happy customers.

Case Study Questions

Crafting an impactful case study library: the ultimate guide.

Case studies and testimonials are powerful tools for convincing potential clients of the value of your product or service. To create a truly effective library of case studies, it's crucial to ask the right questions and know how to write a compelling narrative. Follow our guide and learn how to use the "Problem-Agitate-Solve" method to create a winning case study.

The Significance of a Well-Designed Case Study Questionnaire

In order to produce a successful case study, having a well-structured questionnaire is essential. The questionnaire should gather all necessary information without feeling like an interrogation. It should flow like a conversation, covering key elements such as the client's problem, why they chose your company, and the measurable results of your product or service. It's important to tailor your questions based on how your customers use your product and the specific information you want to highlight.

The Ultimate List of Case Study Questions

If you're unsure of what questions to ask your clients for a case study, refer to our list of 100 carefully curated questions. These questions are designed to deliver a powerful message to leads in the decision stage of the buyer's journey. By asking open-ended questions, you can encourage your clients to discuss the excellent service or product you provide.

Approaching Your Customer for a Case Study

The thought of asking a client to participate in a case study may be daunting, but with the right approach, you can build trust and make them feel valued. Start by asking them to describe their processes and tools before using your product, highlighting the need your product fulfills and appealing to potential future clients. You can also inquire about any concerns or hesitations they had about switching to your product, showcasing how your company prioritizes customer satisfaction.

Crafting an Effective Case Study

When writing a case study, it's important to provide thorough information about the client's experience before and after using your product. Utilize details to paint a clear picture of the challenges they faced, how your company's solution helped, and any unexpected changes that came with switching to your product. This not only showcases the success of your product or service, but also makes it relatable for potential leads.

Utilizing Case Studies for Successful Sales

When assisting clients with troubleshooting, ask for their feedback on the product. How has their perception of the product changed since becoming a customer? Understanding how the product has positively impacted their business is crucial for creating a strong case study.

Interview Questions About the Decision-Making Process

Readers of the case study are interested in the factors that influenced the client's decision-making process. This information can help potential customers in their own decision-making process, increasing the chances of them choosing your product. Some relevant questions to ask include:

• How did you first hear about our product? This demonstrates your brand's reliability and reputation.
• How long were you searching for a solution to this problem? This adds context to the challenges the client faced before choosing your product.
• Were you considering other solutions? If so, which ones? This shows that the client thoroughly researched and compared options before choosing your company.
• What ultimately convinced you to purchase our product? What sets us apart from our competitors? Encourage the interviewee to discuss the benefits of your product and why they chose it over others.
• What were the key criteria in your decision to buy our product? This provides insight into the factors that influenced their decision-making process.
• Were there any specific goals or initiatives that led to the decision to purchase our product? This helps readers understand the bigger picture behind the decision to work with your company.
• Can you describe the buying process? Were there any notable positives or challenges? This allows the client to comment on the ease and efficiency of the buying process and highlight any positive aspects.

How Can You Improve the Buying Process for Your Customers?

When looking for ways to improve your buying process, having feedback from your customers is crucial. This allows you to tailor the process for future clients and enhance their experience.

Important questions to ask include:

• Who in your team was involved in the buying process? This provides insights into the key players, from executives to project managers.

Interviewing Customer Case Studies: How It Benefits Your Business

Understanding the impact of your product on your customer's business is essential in showcasing its value and benefits. Here are some questions to ask in a case study interview:

• How long has your company been using our product? This gives an idea of how long it took to see results and overall satisfaction with the product.
• How many individuals in your company use our product? This helps readers understand how the product can be adapted to their teams, especially if they are of a similar size.
• Are there multiple departments or teams using our product? This showcases the broad impact of your product across various departments.
• How do you currently use the product? What specific goals or tasks does it help you accomplish? Encourage the interviewee to provide details on how the product actively assists them in achieving their goals.
• If other departments or teams are using our product, do you know how they utilize it? This allows potential customers to visualize how the product can benefit their own teams and improve their metrics and workflow.

Why Every Business Needs a Case Study Library

As a salesperson, it's important to not just promote your product, but also show potential buyers its impact. This is where case studies play a crucial role in providing evidence of your product's success. In fact, according to a HubSpot survey, 77% of B2B prospects consider winning case studies important in their decision to buy.

The Power of Case Studies and Testimonials in Closing Deals

When it comes to building trust and closing deals, case studies and testimonials are valuable tools. But how can you create an effective case study? One approach is the "Problem-Agitate-Solve" method, which involves showcasing a customer's problem, agitating its impact, and demonstrating how your product solved it.

Tips for Building an Effective Case Study Library

Before diving into the "Problem-Agitate-Solve" method, it's important to have a solid foundation for your case study library. Here are some tips:

• Create a well-crafted questionnaire that covers company information, product impact, metrics, customer quotes, and before and after comparisons.

Top Questions to Ask in a Case Study Interview

An effective case study interview is key to gathering valuable information from your customers. Here are some key questions to ask:

• What benefits did you experience during the sales process?
• Were there any additional advantages you discovered after using the product regularly?
• How has our product impacted your core metrics?

Building Trust and Demonstrating Product Success Through Case Studies

By incorporating your customer's business goals and challenges into your case study, you not only showcase the benefits of your product, but also earn trust from potential customers. Testimonials and data-driven case studies are powerful tools in demonstrating the effectiveness of your product.

Tips for Conducting a Successful Case Study Interview

To ensure a successful case study interview, here are some helpful tips:

• Identify internal advocates for your product and seek advice from power users.
• Interview multiple team members for additional insights.
• Address any concerns or challenges during the rollout of your product.

Utilizing Business Goals and Challenges in Case Studies: A Powerful Tool for Success

In addition to showcasing your product's effectiveness, incorporating your customer's business goals and challenges into case studies can be a powerful way to demonstrate the benefits of your product and attract potential customers.

The Importance and Rewards of Asking About Referrals in Case Study Interviews

During a case study interview, it is essential to inquire about the customer's willingness to recommend your product to others. This positive recommendation can result in increased leads and customer acquisition. Furthermore, asking about how other companies in their industry address similar challenges can provide valuable insights and potential referrals. By gathering feedback on referrals and seeking advice for other businesses facing similar issues, you can enhance your case studies and generate more leads for future success.

Start Building Your Case Study Portfolio Today!

By implementing these strategies and incorporating the "Problem-Agitate-Solve" approach, you can create a robust case study library that will help you close more deals and establish trust with potential customers. So don't wait any longer – begin collecting your success stories and crafting your case studies today!

Harnessing the Power of Client Referrals for Business Growth

As a business, it is essential to capitalize on any opportunity to showcase the value of your products or services. One effective approach is to leverage client referrals to speak about their positive experiences with your brand. Not only does this enhance your credibility, but it also provides valuable insights into the impact of your product on your clients' customers and how it can be improved.

Referrals within Your Industry

If you have a client in a specific industry, it presents a perfect chance to reach out for a referral. By asking if they know of any other businesses facing similar challenges to those they had before using your product, you can arrange an interview to gather their feedback. This not only adds credibility to your product but also strengthens trust with potential clients.

Exploring Referral and Partner Programs

An excellent way to boost leads and improve customer retention is by having a well-established referral program. Consider asking your clients if they are currently participating in any referral programs and if they would be interested in receiving a referral kit as a thank-you for recommending your business. This not only incentivizes referrals but also shows your appreciation for their support.

Key Questions for an Effective Case Study Interview

When conducting a case study with a client, asking the right questions is crucial in gathering valuable feedback for your marketing materials. Here are some examples of questions that can elicit compelling responses:

• What challenges did you face before implementing our product? This question highlights the most significant pain point or issue your client experienced before using your product.
• What advice would you give to other businesses considering our product? By sharing their experience, readers can learn from your client's success.
• How has your team's workflow been affected by using our product? This showcases the value of your product and its impact on their business.
• Do you believe the investment in our product was worth it? Why? Allow your client to make the case for your product's value.
• What would happen if our product was no longer available? This demonstrates the necessity and impact of your product on their business.
• How would you describe our product to a friend? Your clients can often articulate the value of your product to their peers better than you can.
• What do you love about your job and company? This gives readers more insight into your client and their industry.
• What was the most challenging aspect before using our product? Ideally, this will highlight how your product helped solve this challenge.
• What do you appreciate most about our product? This question allows your client to share their opinion on the key features that make your product worthwhile.
• What motivates you to continue doing business with us? This question provides insight into why your client chooses to work with your company, showcasing the trust and satisfaction they have in your product.

The Importance of Client Relationships

Fostering a positive relationship with your clients is crucial for the success of your business. By building trust and understanding their goals and plans, you can gain valuable insights on how your product can help their business grow.

Securing Permission for a Case Study

Before creating a case study, it is essential to obtain permission from your client. Use this template to request their participation:

Expressing Gratitude and Requesting Collaboration

Hello [customer name],

I would like to take a moment to thank you for your business and express my excitement for our continued partnership. It has been a pleasure to work with you on [solving X, launching Y, taking advantage of Z opportunity], and I am eager to showcase our collaboration.

At [name of your company], we are compiling a library of case studies highlighting successful companies who have utilized our product to overcome challenges. Your company immediately came to mind as a great candidate for a case study. Would [customer company name] be open to being featured in our case study?

The process would involve a brief 10-20 question interview, either through email or phone, about your experience and results. Your company will also be featured in the case study with a link to your homepage, providing potential SEO benefits.

Thank you again for choosing to work with us, and I hope you have a fantastic week.

Best regards,

[Your name]

If a customer has shared positive feedback with you through various channels, you can reach out with this email:

Showing Appreciation for Feedback

I would like to personally thank you for the fantastic feedback you shared regarding [product]. It is always a pleasure to hear that our product is meeting your expectations and producing desired results for your business.

If you are interested, we would love to feature [customer company name] in our case study as a successful example of a business using our product. Let me know if you would be open to this, and we can discuss the details further.

Thank you again for your valuable support and partnership. We look forward to working with you in the future.

The Effectiveness of Case Studies for Your Business

As we continue to expand our library of case studies, we are eager to include your story. Whether or not you choose to participate, we appreciate your contribution and look forward to hearing more about your progress. - [Your name]

The Power of Customer Testimonials

One of the most significant advantages of case studies is that they serve as testimonials from satisfied customers. When someone is considering your business, a case study is a much more persuasive form of marketing compared to traditional advertisements.

The Benefits of Participating in Case Studies

Customers who participate in case studies also reap the rewards of this marketing strategy. Not only do they receive free publicity and improved SEO, but they also showcase the success of their business, attracting new leads and potential clients.

Easily Shareable Marketing Material

Case studies are an excellent tool for sales teams as they can be easily shared with leads, prospects, and clients. Whether through a website or PDF, a simple link can be circulated and utilized during sales pitches, making it a valuable asset.

Building a Strong Relationship with Your Customers

While case studies require some back-and-forth communication with your customers to obtain specific feedback, it also helps build a strong rapport between you and your most loyal clients. This personal connection can lead to positive word-of-mouth recommendations for your business and services.

The Impact of Data in Case Studies

Unlike customer reviews, which are solely based on opinions, case studies rely on data and facts. They not only showcase the success of your brand but also support it with relevant and measurable data, making it difficult to dispute.

A well-executed case study should be authentic and trustworthy. It should provide valuable insights and concrete evidence of the effectiveness of your product or service.

Create Effective Customer Case Studies to Attract Potential Clients

Learn how your business can meet the unique needs of your customers by showcasing success stories. Use our helpful case study questionnaire to create the perfect customer case study.

Utilize Our Free Case Study Templates

Show off your company's accomplishments with our complimentary case study templates. Our robust sales software is strategically crafted to boost productivity, foster strong customer relationships, and empower your expanding sales team.

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What are the most common case study interview questions at McKinsey, BCG and Bain?

If you’re preparing to interview at a top management consulting firm like McKinsey, BCG or Bain (MBB), you might be wondering what kind of questions you can expect to receive in your case interviews .

In this article we take a look at the most common types of case questions asked by interviewers at the world’s top-3 consulting firms. We also consider how you can develop the skill of structuring answers to case questions.

The 10 most common case interview questions

To identify the most common case interview questions posed by interviewers at McKinsey, BCG and Bain, we surveyed CaseCoach users who interviewed at one of the firms for a generalist role in 2023. We found that 90% of the 260+ case interviews reported by respondents fell into one of 10 question types:

The respondents in our study all interviewed for generalist consulting positions at McKinsey, BCG and Bain. It’s no coincidence that the case interview questions that they were asked align to the typical challenges and opportunities faced by CEOs.

However, it’s important to bear in mind that this is not an exhaustive list. If you’re interviewing for a practice-focused role on the firms’ expert career track you may be given cases that focus on your area of specialization, rather than the topics in our list.

Your target firm and location may also have a bearing on the type of cases you are given. This is because MBB offices tend to use the work they have done for clients to develop their case questions for candidates.

Knowing the frameworks that correspond to these questions is critical

As a management consulting candidate, it’s vital that you have an understanding of the issues behind the most common case questions and know the frameworks for tackling them inside out.

In our Interview Prep Course, we provide detailed examples of how to structure these questions at the beginning of a case interview. We also explain how different circumstances should influence your approach.

You can learn more about structuring frameworks for specific types of cases in our articles on mastering profitability questions , answering revenue growth questions and nailing market sizing question s.

You can also find examples of the following types of cases in our Case Library :

• Profit improvement
• Market entry
• Mergers and acquisitions
• Response to a competitive threat

If you’re not a CaseCoach subscriber, you can gain access to these examples by signing up for a free account.

You must be able to create custom approaches to answering case study interview questions

When it comes to answering a case question effectively, applying a framework in a ‘cookie-cutter’ fashion simply won’t allow you to give the best possible answer or impress your interviewer with your structuring skills.

In fact, respondents in our survey reported that many of the cases they received could be assigned to several case types and could not be solved by applying an off-the-shelf framework. A profitability question may have a focus on market growth or launching a product, for example. To structure a response to this kind of question, candidates need to combine several frameworks and use them as building blocks for creating their answer.

Even common questions require a custom approach: a profitability question that relates to a chain of restaurants, for example, will naturally require a different approach to a question on the same topic in the manufacturing industry.

Interviewers want to understand how your mind works and to see you think on your feet. Increasingly, they are using non-traditional cases (such as those set in the public sector) to test this. Ten percent of the respondents in our survey couldn’t assign the questions they had faced to a particular case type, suggesting that they were given an unusual problem to solve.

As a candidate, you’ll need to demonstrate that you are capable of proposing a custom structure to any case question, rather than simply relying on a framework.

What does a good custom structure look like?

An effective structure should focus on the right question and then break it down into an exhaustive set of independent drivers. The structure should also provide an approach to solving the case and supply helpful insights. In other words, it should pass ‘the AIM test’:

• Answer-focused: a strong case structure will be focused on the right question and will provide an approach to solving the case.
• Insightful: the structure should be tailored to the specific situation posed by the case question and should provide helpful insights.
• MECE: this stands for ‘mutually exclusive and collectively exhaustive’. A good MECE structure will break the question down into an exhaustive set of independent drivers that neither overlap nor omit anything important.

You should use the AIM test as a guide for structuring your answers to case questions. If your structure meets all the criteria, it should provide a strong foundation upon which to solve the case. You can learn more in our article on case structuring and how to do it effectively .

Structuring skills take time and practice to develop

Building the muscle required to structure answers to a wide range of case questions, combine frameworks and develop your own approach to solving non-traditional cases takes a great deal of preparation.

First, you need to build an inventory of frameworks that you can use as building blocks to develop custom structures. You can do this by watching the structuring lectures in our Interview Prep Course , which covers topics such as the AIM test, business and academic frameworks, and using logical approaches to craft bespoke structures for unusual cases.

You then need to gain exposure to a variety of cases. You can choose from the 100+ questions in our Case Library and then schedule a practice session with a partner from our diverse community of top candidates in our Practice Room .

Structuring is one of the case interview skills you can practice alone in addition to practicing with a partner. Our Interview Prep Course includes 60+ structuring drills – which provide multiple solutions to each problem – to help you do this.

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What Is a Case Study?

What is a case study interview, how to prep for a case study interview, case study interview example questions, during the case study interview.

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Table of Contents

A case study interview isn’t your average interview. While most interviews ask you to give examples of how you use your skills on the job, in a case study interview, you’ll use those skills in front of the interviewer to solve a real-life problem.

It’s like auditioning for the school play. But instead of showing you can sing and dance, you’re using a case interview to show how you provide innovative solutions to pressing business problems. Not sure how to get ready for this kind of interview? We’ve got you covered. This guide explains how to prep for a case study interview.

Case studies are used across a variety of industries — everything from business to medicine. They are an in-depth examination, analysis, and critique of a real-world scenario the company experienced. People discuss the situation and explore what they learned while forming new solutions to try when they face a similar situation in the future and hope to improve their performance.

For example, doctors and nurses use case studies to improve how they diagnose and treat patients. Using real patient information, the medical team analyzes the case to see what the team may have missed and why they missed it. Learning from these errors helps the team better prepare for similar cases in the future to improve patient care.

While many industries use case studies to iterate and improve their performance, not every company uses case study interviews. This type of interview is very common at consulting companies (no matter what kind of consulting it is). But it’s not unusual for companies outside of consulting to use case interviews for marketing or operations roles.

In a case study interview, you’re given a real-world situation the company has faced and are tasked with analyzing it and suggesting a course of action.

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Skills you’ll build: Prioritizing, planning, data analysis, error spotting, communication, strategic thinking

Businesses use case study interviews to assess your abilities in real-time. While you’ll probably draw on a variety of skills, most case study interviews assess:

• Strategic thinking
• Analytical skills
• Common sense

The advantage of a case study interview is that the interviewer can evaluate your ability in each of these areas and see how you’ll actually use them on the job.

What Is a Fit Interview?

Some people use “case study interview” and “fit interview” interchangeably. While a fit interview and a case study interview both ask behavioral interview questions , they are not the same thing.

A case study interview assesses your ability to do the job. It primarily evaluates how you approach business problems and use your skills to solve them. A fit interview is about company culture fit. The interviewer asks questions that assess how well you’ll fit into the company, like asking you questions about what motivates you or how you lead .

Fit and case interviews are important parts of the evaluation process. Getting the job done is just as critical as getting along with coworkers and supporting the company’s mission. Depending on where you interview, you may have one fit interview and one case study interview, or the fit interview may be a smaller part of the case study interview.

What You’ll Learn in a Case Study Interview

A case study interview allows the hiring manager to see your skills in action and how you approach business challenges. But it also teaches you a lot about the company (even if you’re doing most of the talking).

In a sense, you’re behaving as an employee during a case study interview. This gives you a peek behind the curtain, allowing you to see the company’s inner workings, like how they approach business problems and what they expect from you and your performance.

For example, you may offer a novel approach to solving a problem during a case interview. How does the interviewer react to it? Are they impressed? Surprised? Is there a scowl or frown on their face? Their reaction gives you insights into how the company will likely receive your solutions.

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Depending on the specific company, you may have the case study interview questions in advance, but you may not. Whether you do or don’t, here’s how to prepare for a case study interview.

Conduct Deep Research

Good interview prep for any interview means researching the company. That includes things like learning more about the company’s mission and the challenges the industry faces. But when you’re preparing for a case study interview, your research needs to go deeper. 

When you answer a case study question, your answer has to be specific to the company’s clients or business objectives. For example, if you’re interviewing for a role in strategy consulting , your answer shouldn’t focus on aspects of human resources consulting (unless it’s particularly relevant).

Your research needs to include the kinds of clients the company works with and what types of problems the company solves. For example, the company may only consult for Fortune 100 companies that need accounting advice. Keep these facts in mind as you prepare for the interview.

Case Study Interview Formats

There are four types of case study interview formats:

• Candidate-led: The interviewer asks you a specific question (or gives you a prompt), and you walk the interviewer through a detailed answer.
• Employer-led: The interviewer leads you through a series of specific (and predetermined) prompts and questions, no matter your answers.
• Presentation: You’re given a problem in advance to create and present a detailed case study.
• Video: Similar to a presentation case study interview, you’ll create a video presentation of the case study.

Most companies will tell you in advance which style of case study interview you should prepare for. But if they don’t, reach out to your recruiter or check the company’s website. Many include the essential details you need to prepare for the case study interview.

Seek Out Company-Specific Tips

Speaking of companies and their websites, not only do many companies that use case study interviews tell you the format, they often include helpful tips and tricks to help candidates prepare. This includes what to expect, what the company is looking for skill-wise, and what kinds of responses they want. They may even have a few practice questions and videos you can use to help you prep.

Unlike other common interview questions , it’s not as easy to prepare an answer to case study interview questions. Even though you know it’s a case study interview, you don’t necessarily know the specifics of the case or what problems you’ll be asked to solve.

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That said, it’s likely your case study interview questions will cover one or several of these concepts:

• Entering new markets
• Increasing profits
• Cutting costs
• Turnarounds
• Mergers and acquisitions
• Pricing strategy
• Developing new products
• Industry analysis
• Competitive response

While there are many ways to answer case study interview questions, a few basic prep tips can help you get ready for every question.

In addition to what you usually bring to a job interview , make sure you bring a notepad and pen or pencil to a case study interview. Taking notes will help you better understand the questions and formulate your answers. It also gives you a place to calculate numbers and figures if you need to. Not every case study interview allows calculators, so you’ll need to be ready to do your calculations manually.

Ask Specific Questions

As you’re working through the case study, you can and should ask any clarifying questions you need. The interviewer wants to hear specific, detailed answers that solve the problem. So, whenever you’re unclear, ask a follow-up question to not only get what you need but to give the interviewer what they need. 

That said, your question(s) should be very specific. You need to verify exactly what the interview is asking so you can create an appropriate answer. Say the interviewer gives you a broad question: The client’s revenue is falling. How do you help them increase it? You can follow up with a very specific question or two to make sure you understand what the interviewer is asking:

You’re asking how I would help the client raise revenue, correct? Are you also asking how I would help them increase their profit and cut costs?

>>Related: 5 Top Questions to Ask in an Interview (and Why You Should Ask Them)

Talk Them Through It

A big part of the case study interview is seeing you in action. However, in this case, “see” really means “how you think.” Since the interviewer can’t hear your inner monologue, you’ll need to practice thinking out loud.

While the interviewer wants to hear your solution, they also want to hear how you got there. That means talking through your entire thought process. Instead of saying, “I’d do X,” you have to explain how you arrived at your decision while you’re getting there.

Because not everyone thinks out loud, it may feel unnatural to you, and you likely won’t be expected to do it on the job. But it’s crucial to practice this skill — and it is a skill — because the interviewer is expecting you to do it in a case study interview.

Want to give a case study a shot? Try out a Forage consulting virtual simulation program and gain the skills you’ll need to ace a case study interview.

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Table of Contents

Let’s face it, consulting interviews can be intimidating, especially with their complex case questions. These questions are designed to assess your problem-solving skills, analytical ability, and strategic thinking, crucial competencies for success in the consulting world. Recognizing the types of case interview questions and mastering them can significantly elevate your chances of landing your dream job in prestigious firms like McKinsey, BCG, or Bain.

This article serves as a comprehensive guide to mastering case interview questions, providing insights into the most common consulting case interview questions and detailed case interview examples from top consulting firms. From McKinsey case interview questions to unique challenges posed by firms like Deloitte and Accenture, we've got you covered. We will also share tips on how to ace your case interview and how to prepare for different types of case interview questions effectively.

By the end of this article, you'll have a well-rounded understanding of what to expect and how to showcase your problem-solving prowess when it matters most. Let’s begin!

List of Case Interview Questions, Practice Cases, and Examples

In preparing for your consulting interviews, it's crucial to familiarize yourself with the most common types of case interview questions. On this list, we will provide sample questions from the top consulting firms.

McKinsey Case Interview Examples

To excel in McKinsey case interviews , it's crucial to practice with specific examples that mirror the real challenges you might face. Here are some detailed scenarios from McKinsey to guide your preparation:

1. Beautify Case

Sample Question #1 : Beautify is excited to support its current staff of beauty consultants on the journey to becoming virtual social media-beauty advisors. Consultants would still lead the way in terms of direct consumer engagement and would be expected to maintain and grow a group of clients. They would sell products through their own pages on beautify.com, make appearances at major retail outlets, and be active on all social media platforms.

What possible factors should Beautify consider when shifting this group of employees toward a new set of responsibilities?

Sample Question #2 : One of the key areas that Beautify wants to understand is the reaction of current and potential new customers to the virtual social media-beauty advisors.

Imagine you are a current Beautify customer and you mostly shop at your local department store because you enjoy the high-touch service offered by in-store consultants. What features would make you consider switching to a mostly virtual sales experience?

See more questions here .

2. Diconsa Case

Sample Question #1 : What should the team investigate to determine whether the Diconsa network could and should be leveraged to provide a range of basic financial services to Mexico’s rural population?

Sample Question #2: The team has estimated that it currently costs a family 50 pesos per month in transportation and food to make the journey to collect benefit payments. The team also estimates that if benefits were available for collection at local Diconsa stores, the cost would be reduced by 30 percent.

Twenty percent of Mexico’s population is rural, and of that number, half currently receive state benefits.

You can assume that Mexico has a population of 100 million.

You can also assume that families in Mexico have an average four members, and that this does not vary by region.

If every family could collect state benefits at their local Diconsa stores, how much in total per year would be saved across all Mexican rural families receiving state benefits?

3. Electro-Light Case

Sample Question #1: What key factors should SuperSoda consider when deciding whether or not to launch Electro-Light?

Sample Question #2: SuperSoda executives believe that the company's position as a top-three beverage company gives it strategic impetus toward achieving the desired market share. However, they ask the team to outline what would be needed to achieve the target 12.5 percent share of the electrolyte-drinks market. What would SuperSoda need to do to gain the required market share for Electro-Light following its launch?

4. National Education System Transformation

Sample Question #1: What issues would you want to investigate in diagnosing the current state of the Loravian school system?

Sample Question #2: One of the clients at Loravian’s educational department mentions neighbor country “C” as an example, because it’s outperforming all of Loravia's economic peers and neighbors in the international assessment. She believes that the more concentrated school structure in this country is a big reason for better outcomes in the international assessment. She suggests that having larger, less fragmented schools allows for more effective teacher selection and training, leading to improved education outcomes for students. Finally, she shares that 15 percent of Loravia's population is currently attending school.

What would be the reduction in the total number of schools in Loravia if it were to achieve the same average school size as neighbor country C?

5. Talbot Trucks Case

Sample Question #1: What information would you want to collect to understand the attractiveness for Talbot Trucks in producing and selling eTrucks in Europe?

Sample Question #2: After running focus groups with Talbot Trucks’ customers, the team concluded that the total cost of an eTruck needs to be the same as a diesel truck to be considered attractive to customers. Currently, a Talbot Trucks diesel truck costs €100,000.

Assuming that the figures above do not change, what is the maximum price Talbot Trucks can charge for its eTruck so that the total cost of ownership is equal to that of a diesel truck?

6. Shops Corporation Case

Sample Question #1: What types of factors would you want to explore to understand how Shops Corporation might improve its diversity within senior leadership?

7. Conservation Forever Case

Sample Question #1: What factors could the team consider when choosing one of the three specific geographies on which to focus the conservation efforts?

Sample Question #2: The director of CF likes these initial projections, but is not convinced that the assumptions are realistic. They tell the team, “According to your model, there are three levers we need to focus on to generate revenue from ecotourism in Peru: number of visitors, length of stay, and spending amount. What are your best ideas for how to maximize each lever? And how about some ideas outside of the constraints of this model?”

Your team is meeting in ten minutes to generate ideas in preparation for a workshop with leaders from several coastal communities, and you are jotting down some notes.

What ideas do you have to generate revenue linked to ecotourism?

McKinsey offers case interview examples that cover various industries and problem-solving scenarios, helping you prepare for any interview question. Engaging with these cases will not only boost your confidence but also enhance your ability to approach complex business problems with innovative solutions.

BCG Case Interview Examples

At BCG , the case interview process is designed to simulate the real-world problems that client teams face, allowing you to demonstrate your problem-solving abilities and specialized skills relevant to the role. Embracing the challenge with enthusiasm will not only make the experience rewarding but also provide a true taste of consulting life at BCG. Here are some of their case interview examples:

Here are a few examples of common case questions:

• Should a company enter a new market?
• Should a company pursue a new product line?
• How can a company improve its profitability?
• How can a company reduce costs?
• How can a company improve its customer satisfaction?

Read: How to Prepare for Boston Consulting Group Management Consulting Case Interviews?

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Bain Case Interview Examples

During your preparation for Bain case interviews, it's essential to delve into specific examples that reflect the real challenges you may encounter. Here's are five examples of practice cases and mock interview tips provided by Bain to guide your preparation:

• Coffee Shop Co. Practice Case
• FashionCo. Practice Case
• Associate Consultant Mock Interview
• Consultant Mock Interview
• Written Case Interview Tips

Read : Bain Case Interviews: A Comprehensive Preparation Guide

Deloitte Case Interview Examples

Deloitte provides a rich array of materials and interactive case studies designed to prepare you for the rigors of their case interviews. These examples reflect real client engagements, offering insights into the complex problems you may face and the analytical, creative, and strategic thinking required to solve them.

Deloitte Case Examples

Footloose Case Study sample questions:

• How big is the work boot market (expressed in euros)? Does Duraflex get more of its revenue from work boots or casual boots?
• Explain why Badger is outperforming Duraflex in the work boot market.
• What changes would you recommend to Duraflex’s work boot strategy? Why? Would you recommend they introduce a sub- branded boot line?

Engagement Strategy: Federal Agency V sample questions:

• To begin an engagement strategy, how might you establish a baseline to measure employee engagement against?
• What characteristics would you look for in external organizations to use as potential benchmarks?
• What are the various populations of the workforce and how would you engage them?
• How will you use Deloitte’s relationship with, and institutional knowledge, of Agency V to develop your deliverables?

Recreation Unlimited sample questions :

• What are potential reasons for Recreation Unlimited's poor eCommerce performance relative to competitors?
• In order to win digital customers, Recreation Unlimited wants to find ways to improve and differentiate their digital customer experience. What are some potential ways to improve the customer experience and how does improving customer experience create value for the customer and value for the business?
• As part of the digital strategy that Recreation Unlimited is considering, they are debating whether to improve the website experience or increase digital marketing. Since they are not sure they will have the budget for both, they want you to help them decide. How would you approach this question?

Strategic Vision: Federal Benefits Provider sample questions :

• What steps should the Deloitte team take to develop a 10-year strategic roadmap for the Agency?
• What are the components or metrics of a business case that should be considered to justify the development of a 10-year strategic roadmap?
• In building the 10-year strategic road map, the Deloitte team realizes there are several key challenges that pose impediments to implementing the Agency’s vision. What is the cost of each challenge to the Agency?
• Leaders in the various departments remain skeptical that the 10-year vision can positively impact their unique operations, while employees are largely unaware of the 10-year vision initiative. How might Deloitte develop an impactful change management strategy to institutionalize the goals of the 10-year vision and ensure buy-in across the Agency’s diverse workforce?

Talent Management: Federal Civil Cargo Protection Bureau sample questions:

• What data would you want to have to be able to move forward?
• What immediate steps would you take to review screening processes and training procedures?
• How would you incorporate things like job descriptions and competencies in your review in order to build a new human capital strategy?
• How will you engage and develop leadership given the Chief Administrator is new to the role and has a different background?

Click here to practice a consulting case interview.

Read : Best 30 Free Resources to Get into Management Consulting

Accenture Case Interview Examples

Accenture's case interviews serve as the final hurdle to becoming a consultant at the firm. These interviews are uniquely structured to assess a candidate's ability to solve complex business problems. The format includes both interviewer-led and candidate-led cases, providing a comprehensive evaluation of your problem-solving capabilities.

Learn more about Accenture’s Case Interview Workbook here .

OC&C Case Interview Examples

OC&C , a globally recognized but relatively smaller strategy consulting firm, is known for its rigorous case interviews that reflect real-life client challenges. These interviews are designed to assess a wide range of skills, from analytical thinking to business acumen, tailored to the firm's focus on private equity clients and seven key industries.

1. Leisure Clubs Case sample questions:

• What factors might you analyze to determine what is going to happen to demand for leisure clubs?
• What is likely to happen to demand for leisure clubs?
• What is the critical issue for our client?

2. Important Whisky in an Emerging Market Case sample questions:

• What information would you require to help explain the slowing down of growth?
• What is driving profitability down?
• What are the potential strategic options?

Oliver Wyman Case Interview Examples

Oliver Wyman's case interviews are designed to uncover how you approach unstructured challenges and evaluate data to build comprehensive solutions. The firm encourages candidates to think critically and creatively, using logical components to break down complex problems.

See how Oliver Wyman can help you with interview preparation by explaining conversational and case interviews, as well as sharing interview tips and explaining what the role of the case interview is.

A.T. Kearney Case Interview Examples

A.T. Kearney's interview process is notably rigorous, tailored to assess a wide range of abilities from analytical thinking to strategic problem-solving. Take a look at A.T. Kearney’s case example and case book to help you how to prepare effectively:

• Promotional Planning Case example
• Consulting Case Book and Tips for Interviewing

Strategy& / PWC Case Interview Examples

Strategy& / PWC focuses on executive-level strategic issues, such as capability identification, market positioning, and operational efficiency. This branch's case interviews are designed to simulate real business challenges, helping to prepare candidates for the demands of strategic consulting roles. Here's a closer look at the types of questions you might encounter:

Sample Question 1: Market sizing

• Estimate the size (by value) of the UK grocery retail market

Sample Question 2: Market sizing

• Estimate the size (by value) of the UK retail cooking sauces market

Sample Question 3: Interpreting information and drawing conclusions

• Look at the chart on the following slide
• Interpret the meaning of the chart
• How are things changing? Who's winning and who's losing?
• Given your knowledge of the UK grocery market, why might this be?

Learn more about case interview preparation by reading through Strategy& / PWC’s presentation .

L.E.K. Consulting Case Interview Examples

The case interview process at L.E.K. Consulting is rigorous – designed to evaluate a candidate's ability to solve complex business problems. The interviews are structured across multiple rounds, each focusing on different aspects of your analytical and strategic thinking abilities. Here's what you need to know to prepare effectively:

• Interview Preparation
• Market Sizing Case Example Video Walkthrough

Roland Berger Case Interview Examples

The case interviews at Roland Berger are designed to evaluate your ability to display key personality traits, with a notable preference for candidates who have international experience, as this is explicitly stated by the firm. Roland Berger has provided two case webinars on their website. Each example provides a case scenario, problem, and tips on how to answer the questions.

• 3D Printed Hip Implants Case / 3D Printed Hip Implants Case 2 sample questions:
• Based upon the explanation process: Which are the most important costs to consider?
• Is additive manufacturing of the hip implant – based upon the given information – lucrative?
• Which measures could increase the economic feasibility of the product?
• Transit Oriented Development Case / Transit Oriented Development Case 2 sample questions:
• How would you split the 416 stations between little, medium, and large revenue potential?
• How can the public transport operator of Munich increase its revenue through focusing on its existing rail stations?

Capital One Case Interview Examples

The structure of a Capital One case interview typically involves three key sections: outlining the business situation and framework, tackling quantitative questions, and formulating a recommendation based on your calculations. Expect scenarios that might not strictly adhere to the MECE principle (Mutually Exclusive, Collectively Exhaustive), which is often a staple in consulting case interviews. This approach reflects the real-world ambiguity you might face in business situations, requiring a flexible and adaptive problem-solving strategy. Here's a video walkthrough on everything there is need to know about Capital One case interview:

• Strategy Analyst - Case Study Guide

EY Parthenon Case Interview Examples

EY-Parthenon case interviews are designed to mimic real-life challenges, providing a glimpse into the practical work of a consultant. The interviews are candidate-led, similar to styles seen at BCG or Bain, and focus on several key areas including analytical thinking, structured problem-solving, and effective communication. The EY-Parthenon behavioral interview questions are comparable to those you would encounter in interviews for other top-tier management consulting firms. Be prepared to answer the following questions:

EY-Parthenon Case Interview Behavioral/FIT Questions

• Tell me about yourself.
• Why are you interested in consulting, and why specifically EY-Parthenon?
• Describe a time when you worked on a team project. What was your role, and how did you contribute to the team’s success?
• Can you provide an example of a challenging problem you faced at work and how you solved it?
• How do you handle tight deadlines and pressure? Can you give an example?
• Tell me about a time when you had to influence someone to achieve a goal.
• How do you prioritize tasks when you have multiple projects to manage?
• Describe a situation where you had to deal with a difficult team member. How did you handle it?
• What is your greatest professional achievement so far?
• Give an example of a time when you had to learn something new quickly.
• Why do you think you would be a good fit for EY-Parthenon’s culture?
• Tell me about a time you failed or made a mistake. How did you handle it?
• Can you provide an example of a project where you demonstrated leadership?
• How do you handle feedback and criticism?
• Are there any questions that you have for me?
• Your answer for this question must be a resounding “YES”. The more you have questions for them, the better because that shows that you’ve researched the company. You may ask about a particular previous project they did or something in particular to their operations.

Online Case Interview Examples from Consulting Clubs

Mastering the case interview is essential in consulting, and consulting clubs are key in this preparation. NYU, Duke, and Kellogg Consulting Club, for instance, provide free various interview cases, both individual and group, that mimic real consulting challenges.

• NYU Stern MCA 2020-2021 Casebook
• Columbia Business School 2021 Casebook
• The Duke MBA Consulting Club Casebook 2021-2022
• UCLA Case Book 2019 – 2020
• Darden School Of Business 2021-2022 Casebook
• Kellogg Consulting Club 2020 Casebook
• Cornell MBA Johnson Consulting Club Casebook 2020-2021
• Notre Dame Casebook 2022
• FMS Consulting Casebook 2021-22
• INSEAD Consulting Club Casebook 2021
• IIMC Consulting Casebook 2021-22
• IIM Lucknow Casebook 2022
• Harvard Business School Management Consulting Club Case Interview Examples
• Berkeley Haas School of Business Consulting Club Interview Preparation Guide and Case Interview Examples 2019

How to Ace Your Case Interview

To excel in your case interview, it's crucial to demonstrate a blend of problem-solving skills, analytical ability, strategic and logical thinking, and comfort with ambiguity. These elements are essential as they reflect real client projects that you might handle at firms like Deloitte Consulting LLP.

Step-by-Step Approach to Case Interviews

• Understand the Issue : Start by clarifying the case question. Ensure you fully grasp the problem before proceeding.
• Develop a Framework : Articulate a framework and initial hypothesis to explore. This helps in structuring your response and guides your analysis.
• Analytical Execution : Engage in logical storytelling. Walk the interviewer through your thought process and explain your assumptions. Take notes and structure your analysis clearly.
• Recommendation and Next Steps : Conclude with a strong recommendation based on your findings. Outline the next steps and expected results or impacts.

Read : Mastering Consulting Cases: A Step-by-Step Approach

Tips on How to Prepare For Your Case Interview

To excel in your case interview preparation, it's essential to engage in extensive practice with a variety of case types. Successful candidates often practice with dozens of case interview scenarios, treating the preparation process with the same rigor as studying for finals or the GMAT. Here are key steps to enhance your preparation:

• Diverse Practice Cases : Ensure the practice cases you use cover a broad spectrum of problems, including profitability, market sizing, and business expansion scenarios. This variety prepares you for any curveballs and helps develop flexibility in applying different frameworks.
• Quality of Practice Materials : Select high-quality practice cases from trusted sources. The content and structure of these cases should closely mimic the types of cases presented in actual interviews at top consulting firms.
• Framework Mastery : Rather than memorizing frameworks, focus on understanding and adapting them to fit different case scenarios. This approach helps in crafting tailored solutions during your actual interview.
• Time Management : Practice managing your time effectively during mock interviews. Top consulting firms like Bain appreciate candidates who can efficiently organize and analyze information under time constraints.
• Engage with Realistic Simulations : Participate in mock interviews and case sessions that simulate the actual interview environment. This practice helps you refine your problem-solving approach and improve your communication skills under pressure.
• Continuous Learning and Adaptation : Stay informed about new trends and changes in the consulting interview landscape. Engage with resources that provide updates and insights into evolving interview formats.

Personalized Coaching : Consider working with an experienced coach who can provide personalized feedback and guidance. Coaching can significantly enhance your performance by focusing on areas that need improvement.

Practice with Experts from Leland

Through an extensive exploration of the various aspects of case interviews across prestigious consulting firms like McKinsey, BCG, Bain, Deloitte, Accenture, and others, it's evident that thorough preparation and an adaptable mindset are critical for success.

Leland offers comprehensive case study interview preparation tailored to help you excel in consulting case interviews. Our experienced consultants provide personalized coaching, realistic case simulations, and strategic feedback to enhance your problem-solving skills and boost your confidence. With our expert guidance, you'll be well-prepared to tackle any case interview challenge and make a lasting impression.

What questions should you consider asking during a case study interview?

• In your case study interview, it's crucial to ask insightful questions to understand the context fully. Consider asking about how the interviewee discovered your company, the timeline of their engagement, their initial experiences with your company, the challenges they aimed to address, and whether they considered any competitors or alternative solutions.

What strategies can enhance your performance in a case interview?

• To excel in a case interview, start by taking a moment to organize your thoughts before responding. Structure your response logically, guiding the interviewer through your thought process and clarifying any assumptions you make. Maintain composure and treat the interview as a professional conversation, which can help alleviate pressure.

How can you excel in a case study interview?

• To perform well in a case study interview, make sure to take detailed notes throughout. Even if you are not familiar with the industry, focus on demonstrating your analytical skills and how you approach problem-solving. Communicate clearly and ensure you have a thorough understanding of the problem you're asked to analyze.

What types of questions are typically asked in case interviews?

• Case interviews generally include questions from nine key categories, such as framework or issue tree questions, market-sizing and guesstimate questions, valuation inquiries, brain teasers, chart interpretation, value proposition analysis, informational queries, and mathematical problems.

Preparing for consulting recruiting and/or case interviews? Here are some additional resources to help:

• Top 3 Tactics to Ace Your Case Interview
• A Comprehensive Guide to McKinsey & Co., Bain & Co., and Boston Consulting Group
• From No Offers to Multiple Offers - How to Take Your Casing to the Next Level
• Soft Skills for Consulting: Why They Matter and How to Develop Them
• Five Tips to Break Into Management Consulting

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2024 Guide: 23 Data Science Case Study Interview Questions (with Solutions)

Case studies are often the most challenging aspect of data science interview processes. They are crafted to resemble a company’s existing or previous projects, assessing a candidate’s ability to tackle prompts, convey their insights, and navigate obstacles.

To excel in data science case study interviews, practice is crucial. It will enable you to develop strategies for approaching case studies, asking the right questions to your interviewer, and providing responses that showcase your skills while adhering to time constraints.

The best way of doing this is by using a framework for answering case studies. For example, you could use the product metrics framework and the A/B testing framework to answer most case studies that come up in data science interviews.

There are four main types of data science case studies:

• Product Case Studies - This type of case study tackles a specific product or feature offering, often tied to the interviewing company. Interviewers are generally looking for a sense of business sense geared towards product metrics.
• Data Analytics Case Study Questions - Data analytics case studies ask you to propose possible metrics in order to investigate an analytics problem. Additionally, you must write a SQL query to pull your proposed metrics, and then perform analysis using the data you queried, just as you would do in the role.
• Modeling and Machine Learning Case Studies - Modeling case studies are more varied and focus on assessing your intuition for building models around business problems.
• Business Case Questions - Similar to product questions, business cases tackle issues or opportunities specific to the organization that is interviewing you. Often, candidates must assess the best option for a certain business plan being proposed, and formulate a process for solving the specific problem.

How Case Study Interviews Are Conducted

Oftentimes as an interviewee, you want to know the setting and format in which to expect the above questions to be asked. Unfortunately, this is company-specific: Some prefer real-time settings, where candidates actively work through a prompt after receiving it, while others offer some period of days (say, a week) before settling in for a presentation of your findings.

It is therefore important to have a system for answering these questions that will accommodate all possible formats, such that you are prepared for any set of circumstances (we provide such a framework below).

Why Are Case Study Questions Asked?

Case studies assess your thought process in answering data science questions. Specifically, interviewers want to see that you have the ability to think on your feet, and to work through real-world problems that likely do not have a right or wrong answer. Real-world case studies that are affecting businesses are not binary; there is no black-and-white, yes-or-no answer. This is why it is important that you can demonstrate decisiveness in your investigations, as well as show your capacity to consider impacts and topics from a variety of angles. Once you are in the role, you will be dealing directly with the ambiguity at the heart of decision-making.

Perhaps most importantly, case interviews assess your ability to effectively communicate your conclusions. On the job, data scientists exchange information across teams and divisions, so a significant part of the interviewer’s focus will be on how you process and explain your answer.

Quick tip: Because case questions in data science interviews tend to be product- and company-focused, it is extremely beneficial to research current projects and developments across different divisions , as these initiatives might end up as the case study topic.

How to Answer Data Science Case Study Questions (The Framework)

There are four main steps to tackling case questions in Data Science interviews, regardless of the type: clarify, make assumptions, gather context, and provide data points and analysis.

Step 1: Clarify

Clarifying is used to gather more information . More often than not, these case studies are designed to be confusing and vague. There will be unorganized data intentionally supplemented with extraneous or omitted information, so it is the candidate’s responsibility to dig deeper, filter out bad information, and fill gaps. Interviewers will be observing how an applicant asks questions and reach their solution.

For example, with a product question, you might take into consideration:

• What is the product?
• How does the product work?
• How does the product align with the business itself?

Step 2: Make Assumptions

When you have made sure that you have evaluated and understand the dataset, start investigating and discarding possible hypotheses. Developing insights on the product at this stage complements your ability to glean information from the dataset, and the exploration of your ideas is paramount to forming a successful hypothesis. You should be communicating your hypotheses with the interviewer, such that they can provide clarifying remarks on how the business views the product, and to help you discard unworkable lines of inquiry. If we continue to think about a product question, some important questions to evaluate and draw conclusions from include:

• Who uses the product? Why?
• What are the goals of the product?
• How does the product interact with other services or goods the company offers?

The goal of this is to reduce the scope of the problem at hand, and ask the interviewer questions upfront that allow you to tackle the meat of the problem instead of focusing on less consequential edge cases.

Step 3: Propose a Solution

Now that a hypothesis is formed that has incorporated the dataset and an understanding of the business-related context, it is time to apply that knowledge in forming a solution. Remember, the hypothesis is simply a refined version of the problem that uses the data on hand as its basis to being solved. The solution you create can target this narrow problem, and you can have full faith that it is addressing the core of the case study question.

Keep in mind that there isn’t a single expected solution, and as such, there is a certain freedom here to determine the exact path for investigation.

Step 4: Provide Data Points and Analysis

Finally, providing data points and analysis in support of your solution involves choosing and prioritizing a main metric. As with all prior factors, this step must be tied back to the hypothesis and the main goal of the problem. From that foundation, it is important to trace through and analyze different examples– from the main metric–in order to validate the hypothesis.

Quick tip: Every case question tends to have multiple solutions. Therefore, you should absolutely consider and communicate any potential trade-offs of your chosen method. Be sure you are communicating the pros and cons of your approach.

Note: In some special cases, solutions will also be assessed on the ability to convey information in layman’s terms. Regardless of the structure, applicants should always be prepared to solve through the framework outlined above in order to answer the prompt.

The Role of Effective Communication

There have been multiple articles and discussions conducted by interviewers behind the Data Science Case Study portion, and they all boil down success in case studies to one main factor: effective communication.

All the analysis in the world will not help if interviewees cannot verbally work through and highlight their thought process within the case study. Again, interviewers are keyed at this stage of the hiring process to look for well-developed “soft-skills” and problem-solving capabilities. Demonstrating those traits is key to succeeding in this round.

To this end, the best advice possible would be to practice actively going through example case studies, such as those available in the Interview Query questions bank . Exploring different topics with a friend in an interview-like setting with cold recall (no Googling in between!) will be uncomfortable and awkward, but it will also help reveal weaknesses in fleshing out the investigation.

Don’t worry if the first few times are terrible! Developing a rhythm will help with gaining self-confidence as you become better at assessing and learning through these sessions.

Finding the right data science talent for case studies? OutSearch.ai ’s AI-driven platform streamlines this by pinpointing candidates who excel in real-world scenarios. Discover how they can help you match with top problem-solvers.

Product Case Study Questions

With product data science case questions , the interviewer wants to get an idea of your product sense intuition. Specifically, these questions assess your ability to identify which metrics should be proposed in order to understand a product.

1. How would you measure the success of private stories on Instagram, where only certain close friends can see the story?

Start by answering: What is the goal of the private story feature on Instagram? You can’t evaluate “success” without knowing what the initial objective of the product was, to begin with.

One specific goal of this feature would be to drive engagement. A private story could potentially increase interactions between users, and grow awareness of the feature.

Now, what types of metrics might you propose to assess user engagement? For a high-level overview, we could look at:

• Average stories per user per day
• Average Close Friends stories per user per day

However, we would also want to further bucket our users to see the effect that Close Friends stories have on user engagement. By bucketing users by age, date joined, or another metric, we could see how engagement is affected within certain populations, giving us insight on success that could be lost if looking at the overall population.

2. How would you measure the success of acquiring new users through a 30-day free trial at Netflix?

More context: Netflix is offering a promotion where users can enroll in a 30-day free trial. After 30 days, customers will automatically be charged based on their selected package. How would you measure acquisition success, and what metrics would you propose to measure the success of the free trial?

One way we can frame the concept specifically to this problem is to think about controllable inputs, external drivers, and then the observable output . Start with the major goals of Netflix:

• Acquiring new users to their subscription plan.
• Decreasing churn and increasing retention.

Looking at acquisition output metrics specifically, there are several top-level stats that we can look at, including:

• Conversion rate percentage
• Cost per free trial acquisition
• Daily conversion rate

With these conversion metrics, we would also want to bucket users by cohort. This would help us see the percentage of free users who were acquired, as well as retention by cohort.

3. How would you measure the success of Facebook Groups?

Start by considering the key function of Facebook Groups . You could say that Groups are a way for users to connect with other users through a shared interest or real-life relationship. Therefore, the user’s goal is to experience a sense of community, which will also drive our business goal of increasing user engagement.

What general engagement metrics can we associate with this value? An objective metric like Groups monthly active users would help us see if Facebook Groups user base is increasing or decreasing. Plus, we could monitor metrics like posting, commenting, and sharing rates.

There are other products that Groups impact, however, specifically the Newsfeed. We need to consider Newsfeed quality and examine if updates from Groups clog up the content pipeline and if users prioritize those updates over other Newsfeed items. This evaluation will give us a better sense of if Groups actually contribute to higher engagement levels.

4. How would you analyze the effectiveness of a new LinkedIn chat feature that shows a “green dot” for active users?

Note: Given engineering constraints, the new feature is impossible to A/B test before release. When you approach case study questions, remember always to clarify any vague terms. In this case, “effectiveness” is very vague. To help you define that term, you would want first to consider what the goal is of adding a green dot to LinkedIn chat.

5. How would you diagnose why weekly active users are up 5%, but email notification open rates are down 2%?

What assumptions can you make about the relationship between weekly active users and email open rates? With a case question like this, you would want to first answer that line of inquiry before proceeding.

Hint: Open rate can decrease when its numerator decreases (fewer people open emails) or its denominator increases (more emails are sent overall). Taking these two factors into account, what are some hypotheses we can make about our decrease in the open rate compared to our increase in weekly active users?

6. Let’s say you’re working on Facebook Groups. A product manager decides to add threading to comments on group posts. We see comments per user increase by 10% but posts go down 2%. Why would that be?

To approach this question, consider the impact of threading on user behavior and engagement. Analyze how threading changes the way users interact with posts and comments. Identify relevant metrics such as the number of comments per post, new post frequency, user engagement, and duplicate posts to test your hypotheses about these behavioral changes.

Data Analytics Case Study Questions

Data analytics case studies ask you to dive into analytics problems. Typically these questions ask you to examine metrics trade-offs or investigate changes in metrics. In addition to proposing metrics, you also have to write SQL queries to generate the metrics, which is why they are sometimes referred to as SQL case study questions .

7. Using the provided data, generate some specific recommendations on how DoorDash can improve.

In this DoorDash analytics case study take-home question you are provided with the following dataset:

• Customer order time
• Restaurant order time
• Driver arrives at restaurant time
• Order delivered time
• Customer ID
• Amount of discount
• Amount of tip

With a dataset like this, there are numerous recommendations you can make. A good place to start is by thinking about the DoorDash marketplace, which includes drivers, riders and merchants. How could you analyze the data to increase revenue, driver/user retention and engagement in that marketplace?

8. After implementing a notification change, the total number of unsubscribes increases. Write a SQL query to show how unsubscribes are affecting login rates over time.

This is a Twitter data science interview question , and let’s say you implemented this new feature using an A/B test. You are provided with two tables: events (which includes login, nologin and unsubscribe ) and variants (which includes control or variant ).

We are tasked with comparing multiple different variables at play here. There is the new notification system, along with its effect of creating more unsubscribes. We can also see how login rates compare for unsubscribes for each bucket of the A/B test.

Given that we want to measure two different changes, we know we have to use GROUP BY for the two variables: date and bucket variant. What comes next?

9. Write a query to disprove the hypothesis: Data scientists who switch jobs more often end up getting promoted faster.

More context: You are provided with a table of user experiences representing each person’s past work experiences and timelines.

This question requires a bit of creative problem-solving to understand how we can prove or disprove the hypothesis. The hypothesis is that a data scientist that ends up switching jobs more often gets promoted faster.

Therefore, in analyzing this dataset, we can prove this hypothesis by separating the data scientists into specific segments on how often they jump in their careers.

For example, if we looked at the number of job switches for data scientists that have been in their field for five years, we could prove the hypothesis that the number of data science managers increased as the number of career jumps also rose.

• Never switched jobs: 10% are managers
• Switched jobs once: 20% are managers
• Switched jobs twice: 30% are managers
• Switched jobs three times: 40% are managers

10. Write a SQL query to investigate the hypothesis: Click-through rate is dependent on search result rating.

More context: You are given a table with search results on Facebook, which includes query (search term), position (the search position), and rating (human rating from 1 to 5). Each row represents a single search and includes a column has_clicked that represents whether a user clicked or not.

This question requires us to formulaically do two things: create a metric that can analyze a problem that we face and then actually compute that metric.

Think about the data we want to display to prove or disprove the hypothesis. Our output metric is CTR (clickthrough rate). If CTR is high when search result ratings are high and CTR is low when the search result ratings are low, then our hypothesis is proven. However, if the opposite is true, CTR is low when the search result ratings are high, or there is no proven correlation between the two, then our hypothesis is not proven.

With that structure in mind, we can then look at the results split into different search rating buckets. If we measure the CTR for queries that all have results rated at 1 and then measure CTR for queries that have results rated at lower than 2, etc., we can measure to see if the increase in rating is correlated with an increase in CTR.

11. How would you help a supermarket chain determine which product categories should be prioritized in their inventory restructuring efforts?

You’re working as a Data Scientist in a local grocery chain’s data science team. The business team has decided to allocate store floor space by product category (e.g., electronics, sports and travel, food and beverages). Help the team understand which product categories to prioritize as well as answering questions such as how customer demographics affect sales, and how each city’s sales per product category differs.

Check out our Data Analytics Learning Path .

12. Write a SQL query to select the 2nd highest salary in the engineering department.

Note: If more than one person shares the highest salary, the query should select the next highest salary.

When asked for the “2nd highest” value, focus on getting a singular value. Filter the data to include only relevant entries (e.g., engineering salaries), order the results, and use LIMIT and OFFSET to isolate the value. First, limit to the top two distinct salaries and select the second, or use OFFSET to skip the highest and get the second highest.

Modeling and Machine Learning Case Questions

Machine learning case questions assess your ability to build models to solve business problems. These questions can range from applying machine learning to solve a specific case scenario to assessing the validity of a hypothetical existing model . The modeling case study requires a candidate to evaluate and explain any certain part of the model building process.

13. Describe how you would build a model to predict Uber ETAs after a rider requests a ride.

Common machine learning case study problems like this are designed to explain how you would build a model. Many times this can be scoped down to specific parts of the model building process. Examining the example above, we could break it up into:

How would you evaluate the predictions of an Uber ETA model?

What features would you use to predict the Uber ETA for ride requests?

Our recommended framework breaks down a modeling and machine learning case study to individual steps in order to tackle each one thoroughly. In each full modeling case study, you will want to go over:

• Data processing
• Feature Selection
• Model Selection
• Cross Validation
• Evaluation Metrics
• Testing and Roll Out

14. How would you build a model that sends bank customers a text message when fraudulent transactions are detected?

Additionally, the customer can approve or deny the transaction via text response.

Let’s start out by understanding what kind of model would need to be built. We know that since we are working with fraud, there has to be a case where either a fraudulent transaction is or is not present .

Hint: This problem is a binary classification problem. Given the problem scenario, what considerations do we have to think about when first building this model? What would the bank fraud data look like?

15. How would you design the inputs and outputs for a model that detects potential bombs at a border crossing?

Additional questions. How would you test the model and measure its accuracy? Remember the equation for precision:

Because we can not have high TrueNegatives, recall should be high when assessing the model.

16. Which model would you choose to predict Airbnb booking prices: Linear regression or random forest regression?

Start by answering this question: What are the main differences between linear regression and random forest?

Random forest regression is based on the ensemble machine learning technique of bagging . The two key concepts of random forests are:

• Random sampling of training observations when building trees.
• Random subsets of features for splitting nodes.

Random forest regressions also discretize continuous variables, since they are based on decision trees and can split categorical and continuous variables.

Linear regression, on the other hand, is the standard regression technique in which relationships are modeled using a linear predictor function, the most common example represented as y = Ax + B.

Let’s see how each model is applicable to Airbnb’s bookings. One thing we need to do in the interview is to understand more context around the problem of predicting bookings. To do so, we need to understand which features are present in our dataset.

We can assume the dataset will have features like:

• Location features.
• Seasonality.
• Number of bedrooms and bathrooms.
• Private room, shared, entire home, etc.
• External demand (conferences, festivals, sporting events).

Which model would be the best fit for this feature set?

17. Using a binary classification model that pre-approves candidates for a loan, how would you give each rejected application a rejection reason?

More context: You do not have access to the feature weights. Start by thinking about the problem like this: How would the problem change if we had ten, one thousand, or ten thousand applicants that had gone through the loan qualification program?

Pretend that we have three people: Alice, Bob, and Candace that have all applied for a loan. Simplifying the financial lending loan model, let us assume the only features are the total number of credit cards , the dollar amount of current debt , and credit age . Here is a scenario:

Alice: 10 credit cards, 5 years of credit age, $\$20K$ in debt

Bob: 10 credit cards, 5 years of credit age, $\$15K$ in debt

Candace: 10 credit cards, 5 years of credit age, $\$10K$ in debt

If Candace is approved, we can logically point to the fact that Candace’s $\$10K$ in debt swung the model to approve her for a loan. How did we reason this out?

If the sample size analyzed was instead thousands of people who had the same number of credit cards and credit age with varying levels of debt, we could figure out the model’s average loan acceptance rate for each numerical amount of current debt. Then we could plot these on a graph to model the y-value (average loan acceptance) versus the x-value (dollar amount of current debt). These graphs are called partial dependence plots.

Business Case Questions

In data science interviews, business case study questions task you with addressing problems as they relate to the business. You might be asked about topics like estimation and calculation, as well as applying problem-solving to a larger case. One tip: Be sure to read up on the company’s products and ventures before your interview to expose yourself to possible topics.

18. How would you estimate the average lifetime value of customers at a business that has existed for just over one year?

More context: You know that the product costs $\$100$ per month, averages 10% in monthly churn, and the average customer stays for 3.5 months.

Remember that lifetime value is defined by the prediction of the net revenue attributed to the entire future relationship with all customers averaged. Therefore, $\$100$ * 3.5 = $\$350$… But is it that simple?

Because this company is so new, our average customer length (3.5 months) is biased from the short possible length of time that anyone could have been a customer (one year maximum). How would you then model out LTV knowing the churn rate and product cost?

19. How would you go about removing duplicate product names (e.g. iPhone X vs. Apple iPhone 10) in a massive database?

See the full solution for this Amazon business case question on YouTube:

20. What metrics would you monitor to know if a 50% discount promotion is a good idea for a ride-sharing company?

This question has no correct answer and is rather designed to test your reasoning and communication skills related to product/business cases. First, start by stating your assumptions. What are the goals of this promotion? It is likely that the goal of the discount is to grow revenue and increase retention. A few other assumptions you might make include:

• The promotion will be applied uniformly across all users.
• The 50% discount can only be used for a single ride.

How would we be able to evaluate this pricing strategy? An A/B test between the control group (no discount) and test group (discount) would allow us to evaluate Long-term revenue vs average cost of the promotion. Using these two metrics how could we measure if the promotion is a good idea?

21. A bank wants to create a new partner card, e.g. Whole Foods Chase credit card). How would you determine what the next partner card should be?

More context: Say you have access to all customer spending data. With this question, there are several approaches you can take. As your first step, think about the business reason for credit card partnerships: they help increase acquisition and customer retention.

One of the simplest solutions would be to sum all transactions grouped by merchants. This would identify the merchants who see the highest spending amounts. However, the one issue might be that some merchants have a high-spend value but low volume. How could we counteract this potential pitfall? Is the volume of transactions even an important factor in our credit card business? The more questions you ask, the more may spring to mind.

22. How would you assess the value of keeping a TV show on a streaming platform like Netflix?

Say that Netflix is working on a deal to renew the streaming rights for a show like The Office , which has been on Netflix for one year. Your job is to value the benefit of keeping the show on Netflix.

Start by trying to understand the reasons why Netflix would want to renew the show. Netflix mainly has three goals for what their content should help achieve:

• Acquisition: To increase the number of subscribers.
• Retention: To increase the retention of active subscribers and keep them on as paying members.
• Revenue: To increase overall revenue.

One solution to value the benefit would be to estimate a lower and upper bound to understand the percentage of users that would be affected by The Office being removed. You could then run these percentages against your known acquisition and retention rates.

23. How would you determine which products are to be put on sale?

Let’s say you work at Amazon. It’s nearing Black Friday, and you are tasked with determining which products should be put on sale. You have access to historical pricing and purchasing data from items that have been on sale before. How would you determine what products should go on sale to best maximize profit during Black Friday?

To start with this question, aggregate data from previous years for products that have been on sale during Black Friday or similar events. You can then compare elements such as historical sales volume, inventory levels, and profit margins.

Learn More About Feature Changes

This course is designed teach you everything you need to know about feature changes:

More Data Science Interview Resources

Case studies are one of the most common types of data science interview questions . Practice with the data science course from Interview Query, which includes product and machine learning modules.

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26+ Best Case Study Questions for Customer Interviews

Updated July 2024 : Case studies are a critical element of most SaaS marketing strategies. But what case study questions do you ask in the customer interview to ensure you elicit the details AND emotion you need for an authentic and compelling story?

In research we conducted this year, SaaS marketers ranked case studies the #1 most effective marketing tactic to increase sales—ahead of general website content, SEO, blog posts, social media and other marketing tactics.

But gathering the insights, data and customer quotes that make a case study resonate takes some finesse. This is why it’s so important to develop a set of relevant case study questions for interviews with customers.

Get 26 case study questions, PLUS 19 bonus questions for use case, adoption and switcher stories. Download the cheat sheet now .

What case study interview questions should you ask?

In this post, we share the 26 powerful case study questions we use when conducting a case study interview.

We also included favorite case study interview questions and hot tips from customer marketing and advocacy practitioners in our industry:

• Natalie Gullatt , Customer Lifecycle and Growth Manager, Artera 
• Cecilia Wainio , Customer Growth, Jitterbit
• Helen Feber , Founder, Referential
• Luis González , Head of Global Customer Advocacy, Alteryx
• Deirdre Puleo , former Content Strategist, Wix 
• Kaily Baskett , Director of Revenue Growth, SlapFive
• Jeff Ernst , CEO, SlapFive
• Gabriela Contreras , Independent Marketing Consultant
• Erin O’Quinn , Senior Manager, Customer Marketing, VMware by Broadcom
• Cassie Stevenson , Global Customer Advocacy Lead, Qumulo
• Cindy Aitken ,  Director, Customer Marketing, Collibra
• Diana Yanez-Pastor , Independent Customer Advocacy Marketing Consultant

With these insight-eliciting case study questions in your back pocket, you’ll be able to uncover nuggets of gold that will help you create a customer story that really resonates with your prospects and leads.

Also learn how to conduct a good case study interview

In this post, we also cover tips for conducting a great case study interview, as well as some common interview mistakes to avoid.

Before the case study interview

Find a convenient time for the interview, prepare your case study questions in advance, should you send the case study questions to your customer ahead of time, make your customer comfortable, 26 case study questions for interviews with customers, bonus case study interview questions, an email interview won’t cut it, take notes and record the interview, watch out for these 4 common interview mistakes.

Get a cheat sheet with 26 case study questions, PLUS 19 bonus questions for use case, adoption and switcher stories. Download the cheat sheet now .

Keep in mind that there are 3 important phases to any case study:

• Before: What were the customer’s pain points, challenges, priorities and aspirations before they found you?
• During: Why did the customer choose your solution? How did the implementation go? How are they using your solution?
• After: What can the customer do now that they couldn’t do before? What impact has your solution had on their business?

The best case studies draw readers in by walking them through these phases by using customer quotes and details that bring the story to life and make it more compelling.

Your customers are busy—and they’re doing you a big favor by participating in the case study—so be as flexible as possible when you’re scheduling the case study interview. And while you’ll likely want to talk to them for hours, be respectful of their time and ask for 30 minutes.

You’ll probably have just 30 or 40 minutes to capture your customer’s story so be thoroughly prepared before you even schedule the case study interview.

Hot tip: How to prepare for an interview

Here are three things you should do before each interview: 1. Ask the CSM or account manager about the account. 2. Review the account details in the CRM or customer management tool. 3. Customize your interview questions to ensure they align with the story you’d like to tell, your company’s goals and the customer’s success.

This is hotly debated amongst customer marketing and advocacy professionals. 

Some people worry that sending the case study interview questions in advance will result in less candid and natural responses. 

Others argue that it’s important to provide the case study questions for interviews with customers ahead of time so they have time to think about their responses and dig for metrics.

So, we did a quick poll and here’s the consensus:

I think we can all agree that we want our customers to be at ease during the interview. At the very least, that means sending the metrics-related questions ahead of time. 

Want to scale your case study production? Partner with Uplift .

Before the interview starts, it’s important to make the customer feel comfortable and explain the process—what to expect during the interview and after. Make sure the customer understands that they have complete control over what’s included in the final draft.

“Thank you so much for agreeing to tell us your story. Once we write the story, we’ll send it to you to review. We won’t publish anything you’re not 100% happy with. Are you okay if I record the call?”

Introductions and warm-up

1. Can you briefly tell me about yourself and your role? 

2. What is most meaningful to you about the work you do? 

Case study question #2 makes the story more personal and the answer often aligns with the company’s strategic initiatives.

3. What are you most proud of with this implementation/solution?

Case study question #3 helps put the interviewee into a positive mindset and you can sometimes get great intel that enables more detailed discussion—and this can lead to a more attention-grabbing story.

4. What keeps you up at night as it relates to your job?

Case study question #4 is one of my favorites because leaders who want to drive transformation will obsess over it. They don’t “turn off” ideating at 5pm. They think about it while they’re driving, doing chores… and trying to fall asleep. So for me, this question allows me to get to the core of their thinking—and you’ll often get the most human answer.

5. What was going on at your company that sent you looking for a solution like [company name]? 

5a. Follow-up: Why was this such a big problem for you and your company? 5b. Follow-up: What was the consequence of doing nothing?

Case study question #5 is a non-threatening way to ask what wasn’t working, and helps bring context to the conversation.

Case study question #5b usually uncovers a longer-term or more critical potential problem and helps get to the root of the ‘so what’ of challenges.

6. Before you landed on [our solution], how did you try to solve the problem?

6a. Follow-up: Why didn’t those solutions work?

7. What criteria did the new solution need to meet?

8. What were the top 3 things you wanted to achieve with the new solution? 

9. What are the 3 biggest reasons you chose [our solution] over competitors and the option of doing nothing? 

9a. Follow-up: Did anything else impress you at this early stage?

Emily Amos, CEO & Founder, Uplift Content

Hot tip: Get better answers

Use rapid framing to elicit prioritized responses. Don’t ask: Why did you purchase this solution? Instead ask: What are the top 3 reasons you purchased this solution from us, instead of another vendor?

10. When you first started working with [company name], how did you come up with the implementation plan?

11. What was the implementation process like? 

12. What challenges did you hit along the way and how did [company name] help you through it?

Case study question #12 is great for building trust. It’s also the #1 most frequently asked question on customer reference calls by a wide margin.

13. What changes did you notice early on? How did things progress?

14. Can you tell me about how you’re using [our solution] and how it’s helped you? 

15. Was there anything that surprised you or stood out to you about [our solution]?

16. How has [our solution] made your job easier? 

16a. Follow-up: What about your department or other departments? The company as a whole?

17. What has your personal experience been like working with the [solution/team]?

18. If you couldn’t use our solution ever again, what would that be like? 

Case study question #18 can lead to some great sound bites.

Hot tip: Create distance

Say to your customer: “Assume I know nothing.” This encourages the customer to provide more context, which is where the golden nuggets really come out. 

19. What would you consider to be the biggest success of your relationship with [company name]?

20. What can you do now that you couldn’t do before? 

Case study question #20 is great for eliciting before/after context.

21. Where have you seen the biggest increase/impact?

21a. Follow-up: Can you quantify those results? For example…

Case study question #21a helps you encourage the interviewee by mentioning specific metrics or outcomes. 

22. What have these results meant for your business? 

22a. Follow-up: Were you expecting to see the type of results you experienced?

Case study question #22 gives the interviewee an opportunity to explain how the results are personal and meaningful.

23. How has [company name] evolved with you? How has it managed to remain your ideal solution both then and now?

23a. Follow-up: Can you think of an example of how working with [company name] has changed your thought process, strategy or the way you do business?

Case study question #23 can open up unique avenues of questioning and capture the dynamic nature of the relationship between you and your customer.

24. What unexpected benefit did you find or what did you learn along the way that you’ll take with you through your career?

Case study question #24 is great because it gets the customer excited about what they do.

25. If another company asked you if you would recommend working with us, what would you say and why? 

Case study question #25 is helpful because it gets the interviewee to provide quotes that summarize the company’s value props succinctly.

26. Is there anything you wish I’d asked?

Case study question #26 can give you some of your best quotes.

Do you want your case studies to have a particular focus? Do you want to tell a:

• Use case story?
• Adoption story?
• Competitive steal story?

Do you want to create:

• Customer-led blog posts providing advice or best practices?
• Customer-led blog posts providing thought leadership?
• Video stories?

If you answered yes…

…you need specific case study interview questions.

We created a cheat sheet with the 26 case study questions above, PLUS 19 additional questions for stories with a specific storyline or focus.

Download the interview questions cheatsheet – with the 19 bonus questions.

Don’t settle for a case study interview done by email. Not only are people more candid in conversation, but you’ll also be able to ask spur-of-the-moment case study questions and explore ideas as they’re presented.

Here are the 4 best ways you can conduct your case study interview:

• face-to-face (this is the best and most personable choice; try to arrange this if your customer is in your region)
• phone interview
• repurposing webinar

A recording and transcription of the case study interview will ensure accuracy and give you peace of mind. Down the road, you can also use the transcript for other marketing activities, such as grabbing testimonials and pull quotes, writing blog posts and more.

Use an app to record phone calls, or use Zoom or Google Meet to record video calls. Make sure you have permission to record the conversation.

Learn how to write a SaaS case study in 9 steps.

1 . Using yes/no questions

Does your list have any yes/no questions? If so, be ready with follow-up questions. Better yet, revise the case study question so it’s open-ended to elicit a more thoughtful response.

2 . Not pushing for numbers

Don’t be afraid to ask for numbers, concrete examples or more information. You need these for a quality case study and this is your chance to get them. Don’t be afraid to repeat case study questions or rephrase them to make sure you get what you need.

3 . Not allowing the conversation to flow

You don’t need to be rigid about asking every single question on your list. The best insights are often unexpected so allow the conversation to flow a little—but don’t get too far off-topic or you’ll run out of time.

4 . Not listening to your customer

Don’t think you already have all the answers. Go into the case study interview with an open mind and be ready to listen.

Scale your case study production

We write case studies for high-growth SaaS companies like ClickUp, WalkMe and Lean Data.  Check out our case study writing service .

26 Case Study Interview Questions to Help You Uncover Gold Get the powerful questions we use in interviews, plus 19 bonus questions for use case, adotpion and switcher stories.

As the founder of Uplift Content, Emily leads her team in creating done-for-you case studies, ebooks and blog posts for high-growth SaaS companies like ClickUp, Calendly and WalkMe. Connect with Emily on Linkedin

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Learn from Emily’s 17 years of aha moments, mistakes, observations, and insights—and find out how you can apply these lessons to your own marketing efforts.

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10 Best Case Study Interview Questions to Ask

Ask these 10 interview questions to get valuable case study insights.

When you’re striving to improve your product, brand, or marketing, conducting case study interviews with your customers can provide invaluable insight into your business. Yes, customer case studies can provide content that your sales and marketing teams can use in order to attract additional attention from prospective clients. But they can also give you fresh insight into your business’s strengths and weaknesses so you can identify opportunities for growth, particularly if you ask the right case study interview questions.

If you’ve never done a case study before, you may be struggling to wrap your head around how to approach this process—how do you write case study interview questions that are productive and impactful? Read on to learn what you need to know in order to conduct a great case study interview, even if it’s your first time.

What is a case study?

One of the most difficult tasks of a business is proving to potential customers that you really can do all you say you can, so that they feel confident in signing on to work with you. One of the best ways to go about showcasing your professional skillset and attracting new business is through case studies—in particular, by interviewing former or existing customers in order to simultaneously conduct market research and generate marketing materials.

The kind of customer interviews conducted for the purpose of business case studies can be tricky to execute. You want to learn about what went great in your collaboration, while also soliciting feedback that could help steer the improvements you foster within your own company. How do you do both of these things at once?

Plainly put, it’s no small feat. There are many challenges in conducting these kinds of interviews with customers, including:

• Limited staff resources: Your staff members are busy people—finding time for them to plan, structure, and conduct these types of case study interviews can be tricky .
• Difficulty scheduling time with willing customers: Your customers are equally busy individuals—and it’s even harder to sell a customer on carving out their time for work like this than for your own staff members.

While there are certainly hurdles involved in getting this information collected, the effort can really be worth it in the end. The insight customers are able to share with you as a business owner is priceless—and the fact that these case studies can also become impactful marketing tools is an added bonus. But in order to make things easier on yourself and more efficient, preparing carefully constructed, highly targeted case study interview questions is essential.

How to write the best case study questions

How do you actually write a case study interview question that’s sure to get at the heart of a customer’s most honest feedback, while also serving as a testimonial your marketing staff can use to generate new interest in your business? It’s a tricky task to take on, but not an impossible one. Here are some things to keep in mind as you set out to establish a set of case study interview questions that work well for your company.

First, you want to structure your case study interview like a conversation—while you’re looking for thorough information, you don’t want your customer to feel like they’re involved in an interrogation. The fact that they’re willing to participate in the interview is a sign that they valued your product, service, or collaboration. They’re doing you a favor by supplying this information for your company, so you want to capture the essential information in as few questions as possible—but you also want to ensure the questions you ask are succinct, friendly, and flow naturally from one to another.

Strive for open-ended questions that give customers the opportunity to expand on the parts of their experience that they remember most fondly. While you’re looking for specific information, you also want your customer to feel they have room to share what they found important about working with you.

To give you a sense of what kinds of questions you should include in your survey, here are the top 10 best case study interview questions to ask in 2023:

• What problems were you facing before you chose to work with us?
• Out of the many businesses available to help, what made you choose ours?
• How long have you been using our product/resource/service?
• How many people on your team are involved with our product/resource/service?
• How has our product/resource/service helped to improve your initial problem?
• Can you provide a measurable example of how the problem has improved?
• What concerns did you have about our product/resource/service initially? How do you feel about those concerns today?
• Have any new concerns or issues arisen since you started using our product/resource/service? How could we improve, if so?
• What features or developments could make our product/resource/service even more useful or beneficial for your company?
• Would you recommend our product/resource/service to a trusted peer in your industry? Why or why not?

When approaching a case study, you should always start with a genuine desire to hear feedback from your customers and provide improvements to their issues wherever possible. Spend sufficient time carefully defining your goal, crafting a collection of succinct questions that help you get to the information you need quickly, and preparing appropriately to execute the interview. While your customers are eager to share their positive experiences with you, it’s important to respect everyone’s time along the way.

If you’re looking for a way to circumvent some of the hurdles that come along with differences in time zones or geography in this kind of work, consider a tool like Voiceform. By asking case study interview questions through Voiceform, you can interview a number of customers simultaneously, allowing them to engage the questions at a time that is most convenient to them. Plus, you’ll have access to insights that will make market research and creating marketing materials easier than ever. When you’re ready to begin, start your trial with Voiceform or book a demo !

We make collecting, sharing and analyzing data a breeze

Get started for free. Get instant access to Voiceform features that get you amazing data in minutes.

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23 Case Study Questions Every Marketer Should Ask

December 16, 2022

By Joe Gillespie

Case studies offer one of the most powerful types of content in the inbound marketer’s toolbox.

When done right—with descriptive storytelling and a powerful visual presentation—a case study can deliver a clinching message to leads in the decision stage of the buyer’s journey . Prospects who already know they need a solution to their problems read the case study and see how your company has helped others, which nudges them closer to becoming customers.

That said, case studies are a different animal from other inbound marketing content, such as blogs , e-books, pillar pages, and infographics. Most content in the awareness and consideration stages of the buyer’s journey doesn’t self-promote much but, instead, simply gives the reader information. The decision stage, however, is a chance to persuade leads that your solution is their best option. 

Shifting gears usually isn’t much of a problem for marketers, but switching to the case study format can be. The process is more journalistic—you conduct interviews, gather information, and weave a narrative—and that can be daunting for someone more accustomed to blogging than article writing.

Don’t stress out: Case studies aren’t difficult if you take your time, are diligent about gathering information and writing the content, and ask the right questions. And we can help with the questions! Below are 23 to ask when conducting the interviews.

Case Study Questions to Ask Your Project Manager

Usually, you will interview someone at your company—maybe a project manager, salesperson, client manager, customer liaison, or other colleague who deals with customers—who worked with the client you are profiling for the case study. 

Often, this interview will occur first and give you a good launching point for subsequent interviews with the customer’s representatives. You might already know the answers, but ask these questions anyway. You may get a deeper explanation from your interview subject and something quotable you can use in the case study.

(Note: I’m using product , solution , and service interchangeably throughout these case study questions; simply use the term that best applies to your company during the actual interviews.)

• What initial challenges did you encounter with the client that could be overcome with our product? This question is good to establish what problem the customer was experiencing and how your organization was poised to help.
• What process did you follow during implementation? Again, this may be obvious to you but is worth hearing from the PM. A little bit of process info in your case study can go a long way toward showing leads how you, step by step, can help solve their problem.
• What roadblocks for implementation did you help the client overcome? Highlighting how you assisted shows that no matter how messy a customer’s status with its previous solution is, you are positioned to overcome the hurdles that get in the way.
• How have we helped the client since implementation/introduction? Some customers are good to go after your solution is implemented, but others rely on additional support—be sure to find out what that support entails.
• What kind of success did the client enjoy with our product? Results, results, results!
• Did we go above and beyond with our service? If the answer to this is no, that’s OK, and perhaps you don’t want to set unreasonable expectations—even if you did go above and beyond—with the case study, which is also fine. That said, showing how you went the extra mile or were unusually innovative stands out to readers looking for a company that will take care of its customers.

Case Study Questions to Ask the Client

If a client has agreed to be the subject of a case study, they obviously are happy with the service you provided. Take advantage of this enthusiasm by asking open-ended questions and letting your interviewee gush about your organization and your solution.

Some of the case study questions listed here may seem redundant to the ones you asked internally, but ask them anyway. You want both perspectives, and often, the best quotes you hear and use will be from the client.

• Can you give a brief description of your company? If you aren’t familiar with the client, ask for some basic background. Yes, you usually can find such information online, but this is a good icebreaker to get the interviewee talking.
• How did you first hear about our service? If the client learned about you via other case studies or articles in outside publications or websites—or they simply knew about you by reputation or word of mouth—you definitely want to include that in the case study. For the reader, this info strengthens your industry presence and thought leadership. This question is also a good lead-in to learn about how the deal between the client and your company was finalized.
• What challenges/problems necessitated a change? Listen carefully to the answer to this question. Ideally, the challenges and problems the client was facing are exactly what your organization’s product addresses.
• What trends in your industry drove the need to use our product?
• What were you looking for in a solution?
• What made our solution stand out over others that you researched? Ideally, you want the interviewee to say how great your product is. This and other questions lead them to be your greatest advocate.
• What feature of our product was most appealing?
• How did you implement/introduce our solution? The rollout, and the steps taken to get to that point, can make or break the success of the solution. Ideally, the client will say the process was seamless and that your product and team were the reasons for such ease.
• How did our team help with implementation?
• What was the initial reaction to our product? In other words, how did the client’s users and customers accept and utilize the solution?
• How has our solution helped since implementation? Dig into the success realized by your product. This is important because it provides the basis of the case study: “X Company Used Our Solution and Achieved X Hundred Percent Growth.”
• Has this solution saved money and/or increased productivity?
• Can you share any metrics/KPIs that show the success you have enjoyed with our service? The more hard numbers, the better.
• What have you been most impressed with? Here’s another chance for the client to gush.
• What surprised you about us? Hopefully, the customer will share the positive unexpected—things that make you stand out amid the competition.
• What plans do you have to use our solution in the future? After initial success, many companies expand the use of a product, either to more people or additional applications. This info is also important to include in the case study because it shows that the client is not only sticking with your product but also using it to foster more growth and productivity.
• Is there anything else we should know? If you’ve been thorough, the answer to this is likely no, but the question still offers a chance for the interviewee to conclude.

A case study is a wonderful inbound marketing opportunity for your organization. Ask these questions, and use the answers to write a case study that helps your product and your company shine in the eyes of leads.

This blog was originally published on 2017 and has been updated since. 

Easily craft compelling customer interviews & provide leads with the information they need to make an informed decision.

Case Study Questions Template

About the author

Joe Gillespie is Director of Inbound Copy for SmartBug Media. He graduated from Marquette University with a B.A. in journalism and, before coming to SmartBug, was a two-decade veteran of the newspaper industry. Read more articles by Joe Gillespie .

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14 Best Case Study Questions to Ask Your Top Customers

If you want to show interested leads that you can put your money where your mouth is, case studies are a good way to go. They’re a valuable form of content that can even be used as lead magnets under the right conditions, and they have a singular purpose: To show how your clients achieved specific, significant results with your product or service. 

Knowing how to write a great case study is an important part of success, but there’s a part of the process that comes before that: Knowing which questions to ask, which you’ll determine when you’re preparing for a case study interview. 

The questions you ask can make the difference between a case study that feels like it’s been churned out by a low-quality AI machine compared to one that feels actionable, engaging, and high-stakes to your readers. 

In this post, we’re going to go over the 14 best case study questions to ask, along with discussing some tips to improve the results you’ll get. 

How to Structure Your Case Study Questions

Before we dive in, we want to talk about how to structure your questions in the interview.

In this post specifically, we’re going to look at individual questions you should ask around pointed topics, like about the client’s brand, solutions they’ve tried already, and their results. 

It’s best to stick close to the progression outlined here because it will give you the basic information you need at every level of the case study interview . You can’t ask what solutions they’ve tried before when you don’t even understand their brands’ needs. 

And keep in mind that when you’re asking users to provide specific information about a topic up front, they’ll often reference it later, strengthening the overall case study and sometimes encouraging them to share information they may not have thought to share otherwise. 

That being said, let’s go ahead and start to dive in to the best case study questions you should ask. 

Questions About Their Brand 

The best case studies will have some information about the brand they’re featuring and not just about how the brand uses their product. Information about the brand size, industry, and unique selling propositions (USPs ) can all play a valuable part in building a strong case study. 

These are a few important case study questions to consider asking about branding: 

1. Can you tell us a little bit about your brand? 

This is a great way to start the interview off strong. Ask the client to tell you about the brand, plain and simple. See what they have to say; they may share information about their product or service, how they fit into their industry, what differentiates them, and more. 

Leaving this first question relatively vague and open-ended helps them feel more comfortable while giving you some good ideas for where to go. 

If they’re stumped, ask them to provide a brief description of what their company does.

2. Can you tell me about your business’s structure, including industry, company size, or years in business? 

While this may feel technical, it can be exceptionally valuable to readers of the case study to help them relate or get a good understanding of who is using your products. 

3. An industry-relevant question 

SaaS tools that help with ad management may ask clients about their total monthly ad spend, for example. An eco-friendly company may ask clients what their “green goals” are or their previous carbon emissions. 

Think about what would benefit you to have in the case study, and ask it here if possible. 

Questions About Their Challenge & Pain Points 

We know that all great case studies will highlight the challenges that clients have before finding your product or service as their solution, exacerbated by key pain points. 

It’s so important to get enough information that these challenges feel real and significant in the case study; if you neglect to explain why a challenge was an actual obstacle, it can come across as seeming trivial. That can make your solution seem trivial, too.

These are the best case study questions to ask for this stage of the interview.   

4. What were the challenges you needed to solve before finding our product? 

This is a specific, pointed question, which helps make it effective. 

If I ask my content marketing clients this question, for example, they might say, “we didn’t know how to create content that ranked well” or “we needed help creating content at scale.” 

You can dive deeper by asking pointed questions about their key problems, which brings us to the next question. 

5. Why did this challenge have such a significant impact on your business?

This is the golden ticket right here, because it’s about pain points. 

Say you’re selling marketing services, and the client’s challenge is that they wanted help with lead generation . 

The pain points of “organic channels were too slow in driving customer acquisition, and our churn rates were eviscerating our client numbers” or “we tried to run ads ourselves but ended up losing hundreds of dollars to no avail.” 

Wasted money. Bleeding clients. Too-slow organic channels. These are pain points that make the case study feel real, and that other customers will connect to.  

6. What other solutions had you tried before and why didn’t they work? 

While it’s best to skip out on trash-talking competitors in the case study, asking this question during the interview can give you valuable context and a lot to work with. 

If, for example, I’m a weight loss coach, my clients may have tried the keto diet and Weight Watchers to no avail. Knowing that the keto diet made them feel queasy and that they found the point-tracking Weight Watchers to be too much work can be useful information for the study, even if you don’t ever name the alternatives.

These are pain points in their own right, and can be utilized like the following: 

 “The client had tried different solutions before but found that the diets either made them sick or were too much work to maintain.” It positions your solution to be the winning option. 

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Questions About How They Discovered You 

While it may seem irrelevant, information about how customers discovered you and why they decided to work with you can actually become compelling parts of a case study— even if only mentioned in brief. 

Here’s an example of how you can use this information in the case study: 

“We found Breadcrumbs after our business partner mentioned it to us, and after reading about their easy-to-use interface and accessible lead scoring , we decided to give it a try.” 

You’ve got social proof (business partner referred them) and a promo for a unique feature that made them convert. 

Here are the case study questions you can ask to get this information:

7. How did you find out about our brand? 

It’s a simple question, and it will likely be a simple answer. Nice and easy. 

8. What made you decide to try our product over other solutions? 

This essentially gets the customer to sell your product back to you, which is phenomenal. And someone reading the case study might think, “They’re right; I’ve also looked for a lead scoring tool with a great interface, I’d try that.” 

Questions About How They Used The Product or Service 

This will likely be one of the meatier parts of the case study interview because this is where some of the actionable information comes into play. How did your clients use your product or service, what steps did they take, and how can others use this to replicate the eventual results we’ll discover? 

These are the case study questions to ask: 

9. Which specific products and product features did your team use? 

Say you’re selling invoicing software to small businesses. Not all clients will use every feature.

Graphic designers, for example, may take advantage of project estimates for upfront deposits more than a copywriter who only works for flat fees. That copywriter, however, might be more likely to use invoice templates for retainer clients or automated billing features. 

Ask about the products and services the team used. 

10. How did your team use our products and services to meet their needs? 

You know what products or services were used, but now it’s time to ask how they were used.

Project estimates, for example, allowed graphic designers to send more professional-looking invoices to clients, who could pay upfront deposits through credit card, check, or bank deposit. This helped that designer weed out clients who had no intention of paying and gave them the funds they needed to secure the supplies to begin working.

And for the copywriter who used automated billing, it saved her an exceptional amount of time and ensured she got paid on time because she sent those invoices on time. 

11. How was your experience? 

Was the SaaS tool user-friendly? Did your clients take advantage of a free demo program or the option to have an account manager get their entire account up and running?

Ask about their specific transition process using the tool and what made the experience a more positive one. 

Questions About Their Results 

Last but not least… the results. Believe it or not, some case studies skip this part of the interview, but you definitely want to include hard, quantifiable data in as many case studies as possible. 

12. What end results did you get after using our product? 

Ask for the results your clients achieved. If they’re comfortable sharing the information, ask for KPIs. 

How did using our social media marketing software increase message response rates? 

How did our marketing service improve lead generation efforts, and customer acquisition costs? 

How did our lead scoring software reduce the contact-to-close period for leads or increase the overall financial value of leads acquired? 

Be as specific as the client will allow. The more definitive the data you can share, the better. 

13. What impact did these results have on your business? 

While this may seem self-explanatory, this is a great final question that again helps the impact of your product or service really stand out.

We saw customer satisfaction increase and sales go up by about 15% by improving message response rates on social media. 

Or, by getting more leads at lower costs, our business was able to reinvest those accelerated profits into additional campaigns to scale exponentially at an unprecedented rate, and now we’re opening two new branches. 

This can be a combination of data-focused or story-driven impacts. Either (or both!) works well. 

14. Is there anything else we should know? 

Anything else you want to share? This is a short but powerful question, and while some clients will say, “nope, that’s it,” you may be surprised what some other people share with you. 

There may be something they’ve been excited to talk about that hasn’t come up in the questions yet, or something may pop into mind to elaborate on something you’d discussed earlier.

Give them the floor, and see what they have to say. 

Final Thoughts 

If you’re going to take the time needed to conduct and write up a case study (both your own time and the client’s), you want to get it right. Coming prepared with a list of strong case study questions can help you create content that will be highly effective at generating leads and converting customers for a long time to come. 

Want to speed up the lead conversion funnel with lead scoring software? Create a Breadcrumbs account for free here ! 

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9 Types of Questions in Actual Case Interviews

Case interviews at management consulting firms are among the most difficult job interviews, but they are also quite predictable. Once you know the types of questions they ask, preparation is straightforward.

Using years of experience at McKinsey, as well as field reports from thousands of candidates, I’ve crafted a list of 8 common case interview questions, and in this article, I’ll show you how to answer each of them.

Case interview questions – Overview

Types of case interview questions .

Most questions in case interviews belong to one of these 9 types:

1. Framework/issue tree questions 2. Market-sizing and guesstimate questions 3. Valuation questions 4. Brain teaser questions 5. Chart insight questions 6. Value proposition questions 7. Information questions 8. Math problems 9. Solution-finding questions

In this article, we’ll discuss how to answer each question, along with the necessary tips and tricks.

How to answer case interview questions

There are the fo ur basic steps to answer case interview questions:

• Step 1: Clarify any unclear points in the question
• Step 2: Announce approach and ask for time
• Step 3: Draw issue trees to solve the given problem
• Step 4: Pitch your answer and end with a takeaway conclusion.

This general outline may vary depending on each type and each question – for example, brain teasers or information questions need only the last step, while market-sizing and framework questions need all four steps to deliver the perfect answer.

Type 1 – Framework/Issue tree questions

These are on top of the list among popular case interview questions!

If the interviewer asks you to identify factors contributing to a problem or to break down an entity (such as the revenue of a business), he/she is telling you to draw an issue tree.

And to draw a spot-on issue tree, you need to master consulting problem-solving foundations , the MECE principle , and common consulting frameworks . You should check out our other articles on these topics before moving on, because mastering the issue tree is the key to acing every possible case interview.

You also need good business intuition to draw good issue trees, so that’s all the more reason to start reading every day.

Gastronomia – a gourmet restaurant chain has found the turnover rate among its highly-skilled chefs increasing dramatically for the last 3 years; this has led to a noticeable decline in food quality and increased training costs, among other negative effects.

Which factors would you consider when tackling this turnover problem?

Job: Factors from the job itself. Further divided into 3 sub-branches

• Compensations: are the salaries, bonuses, and benefits attractive enough?
• Difficulty: is the job too difficult?
• Nature: is the job too boring, too unengaging, too repetitive…?

Company: Factors from the work environment within the restaurant chain, surrounding the affected jobs. Further divided into 2 sub-branches

• Cultural environment: is the culture at Gastronomia compatible with the chefs?
• Physical environment: is the physical working environment at Gastronomia safe, comfortable, convenient…?

Competitors: Factors from outside the restaurant chain, related to competing job offers. Further divided into 2 sub-branches.

• Inside industry: are other restaurant chains competing with Gastronomia for skilled personnel?
• Outside industry: are there new career options or changes in existing alternatives that draw chefs away from restaurant chains like Gastronomia?

For detailed guides on issue trees, frameworks and their principles, see the articles on Issue Trees , Case Interview Frameworks, and MECE Principle

Type 2 – Market-sizing & guesstimate

These questions go along the lines of “How many trees are there in Central Park?” or “What’s the market size of pick-up trucks in the USA?”

The key to nailing market-sizing and guesstimate questions lies in not the closest results, but the most logical and structured approaches. In fact, the interviewer expects you to follow these four steps:

Step 1: Clarify: Make sure you and the interviewer are on the same page regarding every detail and terminology, so you won’t be answering the wrong question.

Step 2: Break down the problem: Break the item in the question (number of trees in Central Park, market size of pickup trucks) down into smaller, easy-to-estimate pieces.

Step 3: Solve each piece: Estimate each small piece one at a time; each estimation should be backed by facts, figures, or at least observations.

Step 4: Consolidate the pieces: Combine the previous estimations to arrive at a final result; be quick with the math, but don’t rush it if you aren’t confident.

Unless you come up with something about 10 times the reasonable estimate, don’t worry about being “wrong” – the interviewer is unlikely to have a “correct” number in mind, he/she just wants to see your structured mindset.

This question type is so common, we devote a whole article to it, and our Case Interview End-to-End Secrets Program have a separate package on these questions. Check out our comprehensive guide on Market-Sizing & Guesstimate Questions for more details!

Now, here’s a quick example for you to try and get used to this type:

How many smartphones are sold each year, globally?

• Smartphones are phones using exclusively touch-screens.
• “Sold” means sold to the end-consumers. 
• The market size is calculated at present.

Break down the problem:

The global smartphone market can be divided into three segments – developed countries, developing countries, and undeveloped countries.

In each segment, the annual unit sales of smartphones depend on four variables:

• The percentage of “phone-owning age” people among the population
• The percentage of smartphone owners within the “phone-owning age” group.
• The average, annual, per capita “consumption” of smartphones for those owners.

Solve each piece:

• The population is 1.5 billion in developed countries, 5.5 billion in developing countries, and 1 billion in undeveloped countries.
• 80% of the world population is in the “phone-owning age” (Global life expectancy is 70 and everyone older than 15 years counts towards the “phone-owning age” group)
• 100% of the phone-owning age in developed countries will own a smartphone; the figure in developing countries is 75%, while in undeveloped countries it’s 10%.
• The average smartphone user replaces their phone every 3 years – so they “consume” 0.33 phones each year.

=> Estimated global smartphone market: 1.53 billion units per year

=> Actual 2019 global smartphone sales:  1.37 billion units (error margin: 11.7%).

This market-sizing question is solved using a four-step process, which is explained in this article:  Market-Sizing & Guesstimate Questions

Type 3 – Valuation questions

Valuation questions are about estimating the monetary value of a business, and these are very popular in case interviews too!

Valuation questions are a blend of guesstimation/market-sizing, math, and business. They also require basic finance knowledge. There are three ways to estimate the value of a business:

• The NPV Method: take the net cash flow generated by the business, and discount it to the present to account for time value of money. Basically “this company is worth X dollars because it gives me Y dollars over Z years”. This approach works best when the cash flow from the business is positive and stable.
• The Market Method: take one index of the firm (which can be stocks or anything depending on the industry) and multiply it with an industry multiple (the value of one unit of the said index). In other words, “this company is worth AxB dollars because it has A traffic and each traffic is worth B dollars”. This approach works best when the market is transparent and data on similar firms are accessible – usually with major, established industries such as commercial airlines.

In real case interviews, you have to justify your approach then ask the interviewer to give you the necessary data.

Our client wants to sell his organic-food restaurant (called “Cato’s Cabbage Farm”) to retire. How much is his restaurant worth?

(Supposed the interviewer gives you the following data: his current income from the restaurant is $100,000 per year; two other restaurants in the neighborhood – one with 2 times more customers, and another about 0.75 times, have been sold at $1,800,000 and $1,000,000 respectively).

NPV Method: Cato’s Cabbage Farm value = $100,000 / 10% = $1,000,000

Market Method:

Assume the number of customers for Cato’s Cabbage Farm is 1 “customer unit”, then the two neighborhood restaurants get 2 and 0.75 “customer units”.

• Industry multiple: ($1,800,000+$1,000,000) / (2+0.75) = ~$1,018,182
• Cato’s Cabbage Farm value = $1,018,182 x 1 = $1,018,182

Type 4 – Brain teasers

Brain teasers are the least predictable case interview questions – but even these can be learned!

Brain teasers are riddles designed to test unconventional, creative, and logical thinking. A famous example of this is Accenture’s “How do you put a giraffe in a fridge?”.

Although not as popular as before, brain teasers might still appear in consulting interviews; therefore, you should spend some time to prepare.

Most brain teasers can be allocated into these seven types:

• Logical questions are pure logic riddles – there’s no trick, no illusion, no creativity.

In our Case Interview End-to-End Secrets Program , there are +200 brain teasers to help you prepare for these “unpredictable” questions. You can also read our article about Case Interview Brain Teasers for insights on all of these exciting brain teasers, as well as 30 example questions and answers!

How do you put a giraffe in a fridge?

Open the fridge, put the giraffe in, then close the fridge. The question never says how big the fridge or the giraffe is.

For the logic and approach behind each kind of brain teasers, see the article on Brain Teasers.

Type 5 – Chart insight questions

You can’t be a management consultant without mastering the use of charts – the complex, scary-looking real-world charts such as those included in our Case Interview End-to-End Secrets Program.

In management consulting and case interviews, most charts are one (or a combination) of these four basic types:

• Bar charts compare the values of several items at one point in time, or 1-2 items at several time intervals.
• Line charts illustrate time-series data, i.e trends in data over a continuous period.
• Pie charts illustrate proportions, i.e “parts of a whole” analyses.
• Scatter-plots use data points to visualize how two variables relate to each other.

To read these charts and answer chart-insights questions effectively, you must follow a structured, comprehensive process:

You can find a more detailed guide in the Charts section in our article about Consulting Math.

What can you draw from the following chart?

Trends in chart:

• Steady rise in the number of confirmed deaths to about 70-80 per million;
• Both changes started around March 10-11.
• These sudden rises can be explained by events occurring in early-March, and 2.
• If number of cases is kept low, the threat from COVID-19 will remain minimal, considering a mortality rate of only 2%.

Type 6 – Value proposition questions

No business or consulting candidate can succeed without understanding the customers!

Value-proposition questions are not only about correctly identifying customer preferences, but also about analyzing and delivering the answer in a structured fashion. The former relies heavily on business knowledge and intuition, but the latter can be trained methodically and quickly. Personally, I use a “double issue-tree” – essentially a table with customer segments on one axis and proposed values on the other:

For segmenting customers, you can use the following table. However, don’t over-rely on it, since there may be more relevant and insightful question-specific segmentations.

In some cases, clarification is also necessary – both to avoid “answering the wrong question” and to narrow down the range of customers/values you need to cover in the answer.

What will a customer consider when buying a Toyota sedan?

Clarification: A sedan must be branded “Toyota” to be a Toyota sedan – cars with other Toyota-owned brands such as Lexus or Ranz do not count in this question.

Situational Assessment:

Toyota sedans occupy the entry-level and mid-range price segments, so Toyota customers will be more price-conscious than, for example, Lexus customers.

They are also less likely to lean considerably towards one particular factor, so achieving a balance is extremely important.

Functionality factors:

• Comfort: Toyota sedans are mostly for everyday use, so customers should feel comfortable being inside the car.
• Utility: Toyota sedans are used for multiple purposes, so convenience for a wide range of uses is important.

Cost factors

• Purchase price: A car can be an expensive investment while Toyota’s low-to-mid-range customers are more price-conscious, so having a cheap/reasonable price is important.
• Fuel and maintenance: Maintenance and fuel costs over time are likewise inversely related to the decision to buy a Toyota sedan.

Physical factors

• Performance: Customers are usually drivers themselves, who often pay attention to the technical characteristics of the car (speed, acceleration, handling, etc.)
• Visual design: The car should possess the same level of visual appeal as other competitors in the same segment.
• Build quality: Parts of the car should be assembled in a reasonably good manner.

Emotional factors

• Branding: The car should come from a well-known, reputable brand
• Personal preferences: Some customers choose specific cars simply because they “like” the car.

Type 7 – Information questions

In any problem-solving process, information is one of the overarching concerns!

“Information questions” essentially ask if the piece of data you use is obtainable in the first place. In real consulting work, data is not always available – client team members may refuse to cooperate or there’s simply no data on the subject.

There are many kinds of information sources in case interviews/consulting works, but I’ll divide them into primary and secondary sources. Primary sources means you must do the research yourself (or pay someone else to do it for you), such as customer surveys or mystery shoppings. If someone already did that research, and you use their results, it’s called a secondary source – you can get these from the client , the consulting firm you work for, or third-parties such as market research firms or external industry experts.

You can find out more about these sources and how to cite them in real case interviews through this free Prospective Candidate Starter Pack, which contains a glossary of data sources in consulting.

Our Prospective Candidate Starter Pack has a sheet containing all the possible sources of information in case interviews and consulting projects, among numerous other free resources; you can download and use it to answer these questions, by subscribing to our newsletter at the end of this article.

How do you assess your target customer’s preferences for sports cars?

Primary sources: customer survey, customer interviews, Secondary sources: industry reports, client sales reports, third-party expert interview, client expert interview

Type 8 – Math problems

A lot of information in case interviews and consulting work comes in the quantitative form, so you won’t escape Math by joining the consulting industry!

When you have to do the math, perform back-of-the-envelope calculations in a structured fashion, and say out loud what you’re writing. For one thing, it’s safe; for another, you show that you’re careful, organized, and reliable – just like actual consultants.

We have a Math Practice Tool right here! Use it every day, and you’ll be a master of mental calculations in no time flat!

We have a dedicated article on Consulting Math, which you should definitely read.

Type 9 – Solution-finding questions

What’s the point of analyzing a problem, if not to solve it?!

When dealing with solution questions, keep these four points in mind:

• Firstly, in case interviews as well as real consulting projects, solutions must always solve every root cause of a problem, so remember to check if your solutions are relevant and comprehensive.
• Secondly, every solution must be actionable – if your solutions are too expensive, too time-consuming, etc. for the client, they’re useless.
• Thirdly, the interview expects a highly-structured answer; so segment your solutions based on their characteristics (long-term vs short-term is the easiest segmentation)

Last but not least, deliver at least two solutions, preferably three to five. Otherwise, you’ll appear uncreative and lazy to the interviewer’s eyes.

Nailing these questions relies on having excellent business intuition; our Case Interview End-to-End Program has a dedicated Business Intuition package, but you should also train a habit of reading consulting and business articles daily, to sharpen your business mind.

A restaurant that relies solely on on-premise dining found the loss of adjacent parking space (due to termination of contract) harming their revenue. How can they fix that?

The solutions for the restaurant’s parking space problem can be divided into two types:

• Short-term solutions: Find new parking space around the neighborhood, or renegotiate for old parking space (possibly at a higher price).
• Long-term solutions: Introduce takeaway items and off-premise dining.

Reminders on case interview questions

The questions are not clear-cut in candidate-led cases.

There are two extremes in consulting case interview format: interviewer-led (McKinsey) and candidate-led (BCG, Bain).

Interviewer-led cases, on one hand, consist of multiple, clear-cut questions in a larger business case context; the candidate navigates through these questions to arrive at the solutions.

Candidate-led cases, on the other hand, have one big problem, which the candidate must break down into small pieces to identify the root causes and deliver solutions.

This list, therefore, is much more relevant to the interviewer-led format; nonetheless, this guide is still quite beneficial for candidate-led cases, because when solving that big problem, you’ll have to tackle small issues similar to the 8 aforementioned question types.

Mastering the fundamentals is crucial to consistent performance

Although it’s good to study the case interview questions, it is no substitute for mastering the fundamental principles.

Learning the exercises without the basics is like building a house without a foundation. My poor neighbor’s house developed a huge crack right down the center because of its weak foundation, so make sure to build your case interview prep a strong one by knowing the basics first.

Once you’ve mastered the fundamentals, you’ll become much more flexible – this quality is getting increasingly important because case interviews are getting less predictable, and more realistic.

If you haven’t, I advise you to read these articles (especially the first 4) before practicing the question types:

• Case Interview 101
• Issue Tree – The Complete Guide
• MECE Principle
• Case Interview Frameworks
• McKinsey Case Interview – Interviewer-led Format
• BCG & Bain Case Interview – Candidate-led Format

Expect the unexpected

If you study those nine question types, rest assured that you’ve covered the majority of questions in case interviews.

However, these are not all the possible questions you might be given. In actual cases, there are always questions that cannot be categorized neatly. If you do not prepare for these questions, it’s easy to be thrown off-balance.

So, how do you prepare for “the unexpected”?

• Master the basics: Focus your efforts on the basics, once you’ve mastered them it’d be comfortable to move on to higher, more sophisticated levels.
• Business Intuition : You need business intuition for a business-related job, it’s simple as that. Nearly every case concerns business in one way or another – even public sector cases. This is why we also teach business intuition in our Case Interview E2E Secret Program.
• Have mock case interviews : Practice case interviews with ex-consultants will help you get a sense of what might happen or how you might be evaluated in actual cases. Highly experienced coaches from MConsultingPrep will review your performance, giving you the most valuable feedback and actionable tips & techniques.

Scoring in the McKinsey PSG/Digital Assessment

The scoring mechanism in the McKinsey Digital Assessment

Related product

Case Interview End-to-End Secrets Program

Elevate your case interview skills with a well-rounded preparation package

Six types of charts in case interview are: Bar/Column chart, Line chart, Percentage chart, Mekko chart, Scatter plot chart, Waterfall chart.

A case interview is where candidates is asked to solve a business problem. They are used by consulting firms to evaluate problem-solving skill & soft skills

Case interview frameworks are methods for addressing and solving business cases.  A framework can be extensively customized or off-the-shelf for specific cases.

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Case Study: Hospital Captures Medicare Bad Debt Reimbursements

Client Background

A rural, 282-bed sole-community hospital providing medical care for patients in a rural area.

The Situation

The organization needed an advisor to help them analyze their policies and prepare their Medicare Bad Debt reports. This organization had always completed their reports in-house, but realized they needed someone with broad based experience to guide them.

The Solution & Results

Moss Adams analyzed the hospital’s policies and practices and had several findings that exposed them to compliance and audit risks and found material additional reimbursement not previously claimed. Moss Adams helped the organization identify the issues and provided three specific solutions:

• We educated the revenue cycle and reimbursement team in how to identify and report various transaction codes, which enabled them to remain compliant and capture more allowable Medicare Bad Debt reimbursement.
• We helped the revenue cycle and reimbursement team correct areas of risk bringing them into compliance with Medicare rules and regulations.
• We identified a process error that was resulting in incorrect account balance reporting. We helped them correct this reporting issue and return to compliance with federal regulations concerning the reporting of their account balances.

Through our personalized and detailed approach, we not only prepared their Medicare Bad Debt reports, but we also helped the hospital return to a foundation of compliance and accuracy.

We're Here to Help

For more information on Medicare Bad Debt or to receive a complimentary policy review, please contact your Moss Adams professional.

Additional Resources

• Health Care Consulting Services
• Provider Reimbursement Enterprise Services

The material appearing in this communication is for informational purposes only and should not be construed as legal, accounting, tax, or investment advice or opinion provided by Moss Adams LLP or its affiliates. This information is not intended to create, and receipt does not constitute, a legal relationship, including, but not limited to, an accountant-client relationship. Although these materials have been prepared by professionals, the user should not substitute these materials for professional services, and should seek advice from an independent advisor before acting on any information presented. Moss Adams LLP and its affiliates assume no obligation to provide notification of changes in tax laws or other factors that could affect the information provided.

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Call for case studies and best practices on addressing tuberculosis in prisons

The World Health Organization (WHO) Global Tuberculosis Programme is launching a call for case studies and best practices on addressing tuberculosis (TB) in prisons. This includes provision of services for communicable diseases, with a focus on TB prevention and care provided within prisons, as well as on addressing TB in the context of mobility of people between police holding cells, prisons and the community.

An estimated 10.6 million people developed TB in 2022. Despite being preventable and curable, TB remains one of the world’s top infectious killers, accounting for over one million deaths annually. Prisons and other places of detention can be high risk environments for TB transmission due to overcrowding, inadequate infection prevention and control measures, and other determinants such as undernutrition, substance use disorders and inadequate access to health services. The burden of TB disease in prison populations is about 10 times higher than in the general population. In 2019, an estimated 125,105 people in prisons fell ill with TB worldwide, representing about 1% of the global incidence, and only about half of these detected, leaving a large gap of incarcerated people with undiagnosed or unreported TB.

The provision of high-quality health care in prisons, including TB prevention and care, is essential. People in prisons should access health care in the same conditions and of a similar quality as any other person living in the community, throughout their life course. Protecting the human right to health and ensuring universal health coverage are particularly critical in prison settings, where the provision of health services is not always prioritised.

WHO recommendations on TB (prevention, screening, diagnosis, treatment, testing for HIV and comorbidities, treatment support, and infection prevention and control) are applicable to all settings, including prisons. In addition, WHO has specific recommendations on systematic screening for TB disease in prisons and penitentiary institutions, for both prisoners and prison staff as well as systematic testing and treatment for TB infection, which may be considered for people in prisons as well as other at-risk groups including health workers, immigrants from countries with a high TB burden, homeless people and people who use drugs.

WHO has previously issued guidance on the management of TB in prisons, however there have been significant advances in TB prevention and care since this guidance was issued. The WHO Global Tuberculosis Programme is in the process of updating its guidance on TB in prisons. The purpose of the guidance will be to provide operational guidance on the prevention, management and care of TB in prisons, including when people are transferred between police holding cells, prisons and communities. The new WHO guidance on TB in prisons will also feature several case studies illustrating experiences and best practices in addressing TB in prisons.

These case studies may include examples of interventions that are provided within prisons and police holding cells, such as:

·         TB screening and active TB case finding for people in prisons as well as prison staff;

·         Short course TB preventive treatment and effective management and treatment of TB;

·         Screening, diagnosis and care for co-morbidities or other health related risk factors, such as mental health conditions, substance use disorders, HIV, among other conditions;

·         Contact investigation, outbreak management and TB infection prevention and control;

·         Policies and practices that aim to address the social determinants of TB among people in prisons (such as employment, housing and linkages with social protection services);

·         Collaboration between ministries of health and the ministries responsible for prisons and penitentiary institutions;

·         Policies and practices on promotion of human rights and the human right to health;

·         Building the capacity of prison health staff and inmates to effectively prevent and manage TB;

·         Recording and reporting systems on TB in prison settings, and their linkages to the national TB surveillance system, and

·         Policies or practices that ensure continuity of care when people with TB are transferred between prisons or from prisons to the community.

Through this call, WHO invites country officials, UN agencies, technical partners, and other governmental and non-governmental stakeholders within and beyond the health sector involved in the provision of health services within prison settings to submit examples of relevant case studies and best practices to this email address:  [email protected] .

These case studies and best practices should be no longer than 500 words, should feature current examples implemented in the last ten years and should be structured as follows:

·         Background

·         Policy or practice implemented

·         Results achieved as a result of this policy or practice

·         Challenges identified during implementation (and solutions)

·         Way forward/ next steps (as a conclusion)

The deadline for submission of case studies and best practices is  Friday 30 September, 2024 .

All contributors to the selected case studies will be appropriately acknowledged in the WHO guidance on TB in prisons. We thank you in advance for your collaboration, and please do not hesitate to contact us in case of any questions.

Severe deviation in protein fold prediction by advanced AI: a case study

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Artificial intelligence (AI) and deep learning are making groundbreaking strides in protein structure prediction. AlphaFold is remarkable in this arena for its outstanding accuracy in modelling proteins fold based solely on their amino acid sequences. In spite of these significant advances, experimental structure determination remains critical. Here we report severe deviations (>30 angstroms) between the experimental structure of a two-domain protein and its equivalent AI-prediction. Severe divergence between experimental structures and AI-predicted models echoes the presence of unusual conformations, insufficient training data and high complexity in protein folding that can ultimately lead to current limitations in protein structure prediction.

Competing Interest Statement

The authors have declared no competing interest.

https://www.rcsb.org/structure/8OVQ

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Computer Science > Software Engineering

Title: developing a llama-based chatbot for ci/cd question answering: a case study at ericsson.

Abstract: This paper presents our experience developing a Llama-based chatbot for question answering about continuous integration and continuous delivery (CI/CD) at Ericsson, a multinational telecommunications company. Our chatbot is designed to handle the specificities of CI/CD documents at Ericsson, employing a retrieval-augmented generation (RAG) model to enhance accuracy and relevance. Our empirical evaluation of the chatbot on industrial CI/CD-related questions indicates that an ensemble retriever, combining BM25 and embedding retrievers, yields the best performance. When evaluated against a ground truth of 72 CI/CD questions and answers at Ericsson, our most accurate chatbot configuration provides fully correct answers for 61.11% of the questions, partially correct answers for 26.39%, and incorrect answers for 12.50%. Through an error analysis of the partially correct and incorrect answers, we discuss the underlying causes of inaccuracies and provide insights for further refinement. We also reflect on lessons learned and suggest future directions for further improving our chatbot's accuracy.

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