Identify Goal
Define Problem
Define Problem
Gather Data
Define Causes
Identify Options
Clarify Problem
Generate Ideas
Evaluate Options
Generate Ideas
Choose the Best Solution
Implement Solution
Select Solution
Take Action
MacLeod offers her own problem solving procedure, which echoes the above steps:
“1. Recognize the Problem: State what you see. Sometimes the problem is covert. 2. Identify: Get the facts — What exactly happened? What is the issue? 3. and 4. Explore and Connect: Dig deeper and encourage group members to relate their similar experiences. Now you're getting more into the feelings and background [of the situation], not just the facts. 5. Possible Solutions: Consider and brainstorm ideas for resolution. 6. Implement: Choose a solution and try it out — this could be role play and/or a discussion of how the solution would be put in place. 7. Evaluate: Revisit to see if the solution was successful or not.”
Many of these problem solving techniques can be used in concert with one another, or multiple can be appropriate for any given problem. It’s less about facilitating a perfect CPS session, and more about encouraging team members to continually think outside the box and push beyond personal boundaries that inhibit their innovative thinking. So, try out several methods, find those that resonate best with your team, and continue adopting new techniques and adapting your processes along the way.
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August 17, 2023 by MindManager Blog
Whether you run a business, manage a team, or work in an industry where change is the norm, it may feel like something is always going wrong. Thankfully, becoming proficient in the problem solving process can alleviate a great deal of the stress that business issues can create.
Understanding the right way to solve problems not only takes the guesswork out of how to deal with difficult, unexpected, or complex situations, it can lead to more effective long-term solutions.
In this article, we’ll walk you through the 5 steps of problem solving, and help you explore a few examples of problem solving scenarios where you can see the problem solving process in action before putting it to work.
When something isn’t working, it’s important to understand what’s at the root of the problem so you can fix it and prevent it from happening again. That’s why resolving difficult or complex issues works best when you apply proven business problem solving tools and techniques – from soft skills, to software.
The problem solving process typically includes:
While skills like active listening, collaboration, and leadership play an important role in problem solving, tools like visual mapping software make it easier to define and share problem solving objectives, play out various solutions, and even put the best fit to work.
Before you can take your first step toward solving a problem, you need to have a clear idea of what the issue is and the outcome you want to achieve by resolving it.
For example, if your company currently manufactures 50 widgets a day, but you’ve started processing orders for 75 widgets a day, you could simply say you have a production deficit.
However, the problem solving process will prove far more valuable if you define the start and end point by clarifying that production is running short by 25 widgets a day, and you need to increase daily production by 50%.
Once you know where you’re at and where you need to end up, these five steps will take you from Point A to Point B:
In practice, you might not hit a home-run with every solution you execute. But the beauty of a repeatable process like problem solving is that you can carry out steps 4 and 5 again by drawing from the brainstorm options you documented during step 2.
The best way to get a sense of how the problem solving process works before you try it for yourself is to work through some simple scenarios.
Here are three examples of how you can apply business problem solving techniques to common workplace challenges.
Building on our original manufacturing example, you determine that your company is consistently short producing 25 widgets a day and needs to increase daily production by 50%.
Since you’d like to gather data and input from both your manufacturing and sales order departments, you schedule a brainstorming session to discover the root cause of the shortage.
After examining four key production areas – machines, materials, methods, and management – you determine the cause of the problem: the material used to manufacture your widgets can only be fed into your equipment once the machinery warms up to a specific temperature for the day.
Your team comes up with three possible solutions.
After weighing the expense of the first two solutions, and conducting some online research, you decide that switching to a comparable but less expensive material that can be worked at a lower temperature is your best option.
You implement your plan, monitor your widget quality and output over the following week, and declare your solution a success when daily production increases by 100%.
Business training is booming and you’ve had to onboard new staff over the past month. Now you learn that several clients have expressed concern about the quality of your recent training sessions.
After speaking with both clients and staff, you discover there are actually two distinct factors contributing to your quality problem:
You could look for a new conference room or re-schedule upcoming training sessions until after your new equipment arrives. But your team collaboratively determines that the best way to mitigate both issues at once is by temporarily renting the high-quality sound and visual system they need.
Using benchmarks that include several weeks of feedback from session attendees, and random session spot-checks you conduct personally, you conclude the solution has worked.
You’ve invested heavily in product marketing, but still can’t meet your sales goals. Specifically, you missed your revenue target by 30% last year and would like to meet that same target this year.
After collecting and examining reams of information from your sales and accounting departments, you sit down with your marketing team to figure out what’s hindering your success in the marketplace.
Determining that your product isn’t competitively priced, you map out two viable solutions.
Since you’re in a hurry for results, you decide to immediately reduce the price of your product and market it accordingly.
When revenue figures for the following quarter show sales have declined even further – and marketing surveys show potential customers are doubting the quality of your product – you revert back to your original pricing, revisit your problem solving process, and implement the market analysis solution instead.
With the valuable information you gain, you finally arrive at just the right product price for your target market and sales begin to pick up. Although you miss your revenue target again this year, you meet it by the second quarter of the following year.
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From deciding what to eat for dinner to considering whether it's the right time to buy a house, problem-solving is a large part of our daily lives. Learn some of the problem-solving strategies that exist and how to use them in real life, along with ways to overcome obstacles that are making it harder to resolve the issues you face.
In cognitive psychology , the term 'problem-solving' refers to the mental process that people go through to discover, analyze, and solve problems.
A problem exists when there is a goal that we want to achieve but the process by which we will achieve it is not obvious to us. Put another way, there is something that we want to occur in our life, yet we are not immediately certain how to make it happen.
Maybe you want a better relationship with your spouse or another family member but you're not sure how to improve it. Or you want to start a business but are unsure what steps to take. Problem-solving helps you figure out how to achieve these desires.
The problem-solving process involves:
Before problem-solving can occur, it is important to first understand the exact nature of the problem itself. If your understanding of the issue is faulty, your attempts to resolve it will also be incorrect or flawed.
Several mental processes are at work during problem-solving. Among them are:
There are many ways to go about solving a problem. Some of these strategies might be used on their own, or you may decide to employ multiple approaches when working to figure out and fix a problem.
An algorithm is a step-by-step procedure that, by following certain "rules" produces a solution. Algorithms are commonly used in mathematics to solve division or multiplication problems. But they can be used in other fields as well.
In psychology, algorithms can be used to help identify individuals with a greater risk of mental health issues. For instance, research suggests that certain algorithms might help us recognize children with an elevated risk of suicide or self-harm.
One benefit of algorithms is that they guarantee an accurate answer. However, they aren't always the best approach to problem-solving, in part because detecting patterns can be incredibly time-consuming.
There are also concerns when machine learning is involved—also known as artificial intelligence (AI)—such as whether they can accurately predict human behaviors.
Heuristics are shortcut strategies that people can use to solve a problem at hand. These "rule of thumb" approaches allow you to simplify complex problems, reducing the total number of possible solutions to a more manageable set.
If you find yourself sitting in a traffic jam, for example, you may quickly consider other routes, taking one to get moving once again. When shopping for a new car, you might think back to a prior experience when negotiating got you a lower price, then employ the same tactics.
While heuristics may be helpful when facing smaller issues, major decisions shouldn't necessarily be made using a shortcut approach. Heuristics also don't guarantee an effective solution, such as when trying to drive around a traffic jam only to find yourself on an equally crowded route.
A trial-and-error approach to problem-solving involves trying a number of potential solutions to a particular issue, then ruling out those that do not work. If you're not sure whether to buy a shirt in blue or green, for instance, you may try on each before deciding which one to purchase.
This can be a good strategy to use if you have a limited number of solutions available. But if there are many different choices available, narrowing down the possible options using another problem-solving technique can be helpful before attempting trial and error.
In some cases, the solution to a problem can appear as a sudden insight. You are facing an issue in a relationship or your career when, out of nowhere, the solution appears in your mind and you know exactly what to do.
Insight can occur when the problem in front of you is similar to an issue that you've dealt with in the past. Although, you may not recognize what is occurring since the underlying mental processes that lead to insight often happen outside of conscious awareness .
Research indicates that insight is most likely to occur during times when you are alone—such as when going on a walk by yourself, when you're in the shower, or when lying in bed after waking up.
If you're facing a problem, you can implement one or more of these strategies to find a potential solution. Here's how to use them in real life:
Problem-solving is not a flawless process as there are a number of obstacles that can interfere with our ability to solve a problem quickly and efficiently. These obstacles include:
In the end, if your goal is to become a better problem-solver, it's helpful to remember that this is a process. Thus, if you want to improve your problem-solving skills, following these steps can help lead you to your solution:
You can find a way to solve your problems as long as you keep working toward this goal—even if the best solution is simply to let go because no other good solution exists.
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By Kendra Cherry, MSEd Kendra Cherry, MS, is a psychosocial rehabilitation specialist, psychology educator, and author of the "Everything Psychology Book."
5 steps (and 4 techniques) for effective problem solving.
Problem solving is the process of reviewing every element of an issue so you can get to a solution or fix it. Problem solving steps cover multiple aspects of a problem that you can bring together to find a solution. Whether that’s in a group collaboratively or independently, the process remains the same, but the approach and the steps can differ.
To find a problem solving approach that works for you, your team, or your company, you have to take into consideration the environment you’re in and the personalities around you.
Knowing the characters in the room will help you decide on the best approach to try and ultimately get to the best solution.
5 problem solving steps, 4 techniques to encourage problem solving, the bottom line.
No matter what the problem is, to solve it, you nearly always have to follow these problem solving steps. Missing any of these steps can cause the problem to either resurface or the solution to not be implemented correctly.
Once you know these steps, you can then get creative with the approach you take to find the solutions you need.
You must define and understand the problem before you start, whether you’re solving it independently or as a group. If you don’t have a single view of what the problem is, you could be fixing something that doesn’t need fixing, or you’ll fix the wrong problem.
Spend time elaborating on the problem, write it down, and discuss everything, so you’re clear on why the problem is occurring and who it is impacting.
Once you have clarity on the problem, you then need to start thinking about every possible solution . This is where you go big and broad, as you want to come up with as many alternative solutions as possible. Don’t just take the first idea; build out as many as you can through active listening, as the more you create, the more likely you’ll find a solution that has the best impact on the team.
Whichever solution you pick individually or as a team, make sure you think about the impact on others if you implement this solution. Ask questions like:
At this stage of problem solving, be prepared for feedback, and plan for this. When you roll out the solution, request feedback on the success of the change made.
Making a change shouldn’t be a one time action. Spend time reviewing the results of the change to make sure it’s made the required impact and met the desired outcomes.
Make changes where needed so you can further improve the solution implemented.
Each individual or team is going to have different needs and may need a different technique to encourage each of the problem solving steps. Try one of these to stimulate the process.
The 1-2-4-All is a good problem solving approach that can work no matter how large the group is. Everyone is involved, and you can generate a vast amount of ideas quickly.
Ideas and solutions are discussed and organized rapidly, and what is great about this approach is the attendees own their ideas, so when it comes to implementing the solutions, you don’t have more work to gain buy-in.
As a facilitator, you first need to present the group with a question explaining the problem or situation. For example, “What actions or ideas would you recommend to solve the company’s lack of quiet working areas?”
With the question clear for all to see, the group then spends 5 minutes to reflect on the question individually. They can jot down their thoughts and ideas on Post-Its.
Now ask the participants to find one or two other people to discuss their ideas and thoughts with. Ask the group to move around to find a partner so they can mix with new people.
Ask the pairs to spend 5 minutes discussing their shared ideas and thoughts.
Next, put the group into groups of two or three pairs to make groups of 4-6. Each group shouldn’t be larger than six as the chances of everyone being able to speak reduces.
Ask the group to discuss one interesting idea they’ve heard in previous rounds, and each group member shares one each.
The group then needs to pick their preferred solution to the problem. This doesn’t have to be voted on, just one that resonated most with the group.
Then ask for three actions that could be taken to implement this change.
Bring everyone back together as a group and ask open questions like “What is the one thing you discussed that stood out for you?” or “Is there something you now see differently following these discussions?”
By the end of the session, you’ll have multiple approaches to solve the problem, and the whole group will have contributed to the future solutions and improvements.
The Lightning Decision Jam is a great way to solve problems collaboratively and agree on one solution or experiment you want to try straight away. It encourages team decision making, but at the same time, the individual can get their ideas and feedback across. [1]
If, as a team, you have a particular area you want to improve upon, like the office environment, for example, this approach is perfect to incorporate in the problem solving steps.
The approach follows a simple loop.
Make a Note – Stick It on The Wall – Vote – Prioritize
Using sticky notes, the technique identifies major problems, encourages solutions, and opens the group up for discussion. It allows each team member to play an active role in identifying both problems and ways to solve them.
Mind mapping is a fantastic visual thinking tool that allows you to bring problems to life by building out the connections and visualizing the relationships that make up the problem.
You can use a mind map to quickly expand upon the problem and give yourself the full picture of the causes of the problem, as well as solutions [2] .
The goal of a mind map is to simplify the problem and link the causes and solutions to the problem.
To create a mind map, you must first create the central topic (level 1). In this case, that’s the problem.
Next, create the linked topics (level 2) that you place around and connect to the main central topic with a simple line.
If the central topic is “The client is always changing their mind at the last minute,” then you could have linked topics like:
Adding these linking topics allows you to start building out the main causes of the problem as you can begin to see the full picture of what you need to fix. Once you’re happy that you’ve covered the breadth of the problem and its issues, you can start to ideate on how you’re going to fix it with the problem solving steps.
Now, start adding subtopics (level 3) linking to each of the level 2 topics. This is where you can start to go big on solutions and ideas to help fix the problem.
For each of the linked topics (level 2), start to think about how you can prevent them, mitigate them, or improve them. As this is just ideas on paper, write down anything that comes to mind, even if you think the client will never agree to it!
The more you write down, the more ideas you’ll have until you find one or two that could solve the main problem.
Once you run out of ideas, take a step back and highlight your favorite solutions to take forward and implement.
The five why’s can sound a little controversial, and you shouldn’t try this without prepping the team beforehand.
Asking “why” is a great way to go deep into the root of the problem to make the individual or team really think about the cause. When a problem arises, we often have preconceived ideas about why this problem has occurred, which is usually based on our experiences or beliefs.
Start with describing the problem, and then the facilitator can ask “Why?” fives time or more until you get to the root of the problem. It’s tough at first to keep being asked why, but it’s also satisfying when you get to the root of the problem [3] .
As a facilitator, although the basic approach is to ask why, you need to be careful not to guide the participant down a single route.
To help with this, you can use a mind map with the problem at the center. Then ask a why question that will result in multiple secondary topics around the central problem. Having this visual representation of the problem helps you build out more useful why questions around it.
Once you get to the root of the problem, don’t forget to be clear in the actions to put a fix in place to resolve it.
Learn more about how to use the five why’s here .
To fix a problem, you must first be in a position where you fully understand it. There are many ways to misinterpret a problem, and the best way to understand them is through conversation with the team or individuals who are experiencing it.
Once you’re aligned, you can then begin to work on the solutions that will have the greatest impact through effective problem solving steps.
For the more significant or difficult problems to solve, it’s often advisable to break the solution up into smaller actions or improvements.
Trial these improvements in short iterations, and then continue the conversations to review and improve the solution. Implementing all of these steps will help you root out the problems and find useful solutions each time.
[1] | ^ | UX Planet: |
[2] | ^ | Focus: |
[3] | ^ | Expert Program Management: |
Explore the time flow system.
May 4, 2023 You’ve defined your problem, ensured stakeholders are aligned, and are ready to bring the right problem-solving approach and focus to the situation to find an optimal solution. But what is the right problem-solving approach? And what if there is no single ideal course of action? In our 2013 classic from the Quarterly , senior partner Olivier Leclerc highlights the value of taking a number of different approaches simultaneously to solve difficult problems. Read on to discover the five flexons, or problem-solving languages, that can be applied to the same problem to generate richer insights and more innovative solutions. Then check out more insights on problem-solving approaches, and dive into examples of pressing challenges organizations are contending with now.
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Picture this, you're handling your daily tasks at work and your boss calls you in and says, "We have a problem."
Unfortunately, we don't live in a world in which problems are instantly resolved with the snap of our fingers. Knowing how to effectively solve problems is an important professional skill to hone. If you have a problem that needs to be solved, what is the right process to use to ensure you get the most effective solution?
In this article we'll break down the problem-solving process and how you can find the most effective solutions for complex problems.
Problem solving is the process of finding a resolution for a specific issue or conflict. There are many possible solutions for solving a problem, which is why it's important to go through a problem-solving process to find the best solution. You could use a flathead screwdriver to unscrew a Phillips head screw, but there is a better tool for the situation. Utilizing common problem-solving techniques helps you find the best solution to fit the needs of the specific situation, much like using the right tools.
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While it might be tempting to dive into a problem head first, take the time to move step by step. Here’s how you can effectively break down the problem-solving process with your team:
One of the easiest ways to identify a problem is to ask questions. A good place to start is to ask journalistic questions, like:
Who : Who is involved with this problem? Who caused the problem? Who is most affected by this issue?
What: What is happening? What is the extent of the issue? What does this problem prevent from moving forward?
Where: Where did this problem take place? Does this problem affect anything else in the immediate area?
When: When did this problem happen? When does this problem take effect? Is this an urgent issue that needs to be solved within a certain timeframe?
Why: Why is it happening? Why does it impact workflows?
How: How did this problem occur? How is it affecting workflows and team members from being productive?
Asking journalistic questions can help you define a strong problem statement so you can highlight the current situation objectively, and create a plan around that situation.
Here’s an example of how a design team uses journalistic questions to identify their problem:
Overarching problem: Design requests are being missed
Who: Design team, digital marketing team, web development team
What: Design requests are forgotten, lost, or being created ad hoc.
Where: Email requests, design request spreadsheet
When: Missed requests on January 20th, January 31st, February 4th, February 6th
How : Email request was lost in inbox and the intake spreadsheet was not updated correctly. The digital marketing team had to delay launching ads for a few days while design requests were bottlenecked. Designers had to work extra hours to ensure all requests were completed.
In this example, there are many different aspects of this problem that can be solved. Using journalistic questions can help you identify different issues and who you should involve in the process.
If at all possible, bring in a facilitator who doesn't have a major stake in the solution. Bringing an individual who has little-to-no stake in the matter can help keep your team on track and encourage good problem-solving skills.
Here are a few brainstorming techniques to encourage creative thinking:
Brainstorm alone before hand: Before you come together as a group, provide some context to your team on what exactly the issue is that you're brainstorming. This will give time for you and your teammates to have some ideas ready by the time you meet.
Say yes to everything (at first): When you first start brainstorming, don't say no to any ideas just yet—try to get as many ideas down as possible. Having as many ideas as possible ensures that you’ll get a variety of solutions. Save the trimming for the next step of the strategy.
Talk to team members one-on-one: Some people may be less comfortable sharing their ideas in a group setting. Discuss the issue with team members individually and encourage them to share their opinions without restrictions—you might find some more detailed insights than originally anticipated.
Break out of your routine: If you're used to brainstorming in a conference room or over Zoom calls, do something a little different! Take your brainstorming meeting to a coffee shop or have your Zoom call while you're taking a walk. Getting out of your routine can force your brain out of its usual rut and increase critical thinking.
After you brainstorm with team members to get their unique perspectives on a scenario, it's time to look at the different strategies and decide which option is the best solution for the problem at hand. When defining the solution, consider these main two questions: What is the desired outcome of this solution and who stands to benefit from this solution?
Set a deadline for when this decision needs to be made and update stakeholders accordingly. Sometimes there's too many people who need to make a decision. Use your best judgement based on the limitations provided to do great things fast.
To implement your solution, start by working with the individuals who are as closest to the problem. This can help those most affected by the problem get unblocked. Then move farther out to those who are less affected, and so on and so forth. Some solutions are simple enough that you don’t need to work through multiple teams.
After you prioritize implementation with the right teams, assign out the ongoing work that needs to be completed by the rest of the team. This can prevent people from becoming overburdened during the implementation plan . Once your solution is in place, schedule check-ins to see how the solution is working and course-correct if necessary.
There are a few ways to go about identifying problems (and solutions). Here are some strategies you can try, as well as common ways to apply them:
Trial and error problem solving doesn't usually require a whole team of people to solve. To use trial and error problem solving, identify the cause of the problem, and then rapidly test possible solutions to see if anything changes.
This problem-solving method is often used in tech support teams through troubleshooting.
The 5 whys problem-solving method helps get to the root cause of an issue. You start by asking once, “Why did this issue happen?” After answering the first why, ask again, “Why did that happen?” You'll do this five times until you can attribute the problem to a root cause.
This technique can help you dig in and find the human error that caused something to go wrong. More importantly, it also helps you and your team develop an actionable plan so that you can prevent the issue from happening again.
Here’s an example:
Problem: The email marketing campaign was accidentally sent to the wrong audience.
“Why did this happen?” Because the audience name was not updated in our email platform.
“Why were the audience names not changed?” Because the audience segment was not renamed after editing.
“Why was the audience segment not renamed?” Because everybody has an individual way of creating an audience segment.
“Why does everybody have an individual way of creating an audience segment?” Because there is no standardized process for creating audience segments.
“Why is there no standardized process for creating audience segments?” Because the team hasn't decided on a way to standardize the process as the team introduced new members.
In this example, we can see a few areas that could be optimized to prevent this mistake from happening again. When working through these questions, make sure that everyone who was involved in the situation is present so that you can co-create next steps to avoid the same problem.
A SWOT analysis can help you highlight the strengths and weaknesses of a specific solution. SWOT stands for:
Strength: Why is this specific solution a good fit for this problem?
Weaknesses: What are the weak points of this solution? Is there anything that you can do to strengthen those weaknesses?
Opportunities: What other benefits could arise from implementing this solution?
Threats: Is there anything about this decision that can detrimentally impact your team?
As you identify specific solutions, you can highlight the different strengths, weaknesses, opportunities, and threats of each solution.
This particular problem-solving strategy is good to use when you're narrowing down the answers and need to compare and contrast the differences between different solutions.
After you’ve worked through a tough problem, don't forget to celebrate how far you've come. Not only is this important for your team of problem solvers to see their work in action, but this can also help you become a more efficient, effective , and flexible team. The more problems you tackle together, the more you’ll achieve.
Looking for a tool to help solve problems on your team? Track project implementation with a work management tool like Asana .
Sometimes when you’re faced with a complex problem, it’s best to pause and take a step back. A break from…
Sometimes when you’re faced with a complex problem, it’s best to pause and take a step back. A break from routine will help you think creatively and objectively. Doing too much at the same time increases the chances of burnout.
Solving problems is easier when you align your thoughts with your actions. If you’re in multiple places at once mentally, you’re more likely to get overwhelmed under pressure. So, a problem-solving process follows specific steps to make it approachable and straightforward. This includes breaking down complex problems, understanding what you want to achieve, and allocating responsibilities to different people to ease some of the pressure.
The problem-solving process will help you measure your progress against factors like budget, timelines and deliverables. The point is to get the key stakeholders on the same page about the ‘what’, ‘why’ and ‘how’ of the process. ( Xanax ) Let’s discuss the five-step problem-solving process that you can adopt.
Problems at a workplace need not necessarily be situations that have a negative impact, such as a product failure or a change in government policy. Making a decision to alter the way your team works may also be a problem. Launching new products, technological upgrades, customer feedback collection exercises—all of these are also “problems” that need to be “solved”.
Here are the steps of a problem-solving process:
The first step in the process is often overlooked. To define the problem is to understand what it is that you’re solving for. This is also where you outline and write down your purpose—what you want to achieve and why. Making sure you know what the problem is can make it easier to follow up with the remaining steps. This will also help you identify which part of the problem needs more attention than others.
Analyze why the problem occurred and go deeper to understand the existing situation. If it’s a product that has malfunctioned, assess factors like raw material, assembly line, and people involved to identify the problem areas. This will help you figure out if the problem will persist or recur. You can measure the solution against existing factors to assess its future viability.
Once you’ve figured out what the problem is and why it occurred, you can move on to generating multiple options as solutions. You can combine your existing knowledge with research and data to come up with viable and effective solutions. Thinking objectively and getting inputs from those involved in the process will broaden your perspective of the problem. You’ll be able to come up with better options if you’re open to ideas other than your own.
Implementation will depend on the type of data at hand and other variables. Consider the big picture when you’re selecting the best option. Look at factors like how the solution will impact your budget, how soon you can implement it, and whether it can withstand setbacks or failures. If you need to make any tweaks or upgrades, make them happen in this stage.
The problem-solving process doesn’t end at implementation. It requires constant monitoring to watch out for recurrences and relapses. It’s possible that something doesn’t work out as expected on implementation. To ensure the process functions smoothly, you can make changes as soon as you catch a miscalculation. Always stay on top of things by monitoring how far you’ve come and how much farther you have to go.
You can learn to solve any problem—big or small—with experience and patience. Adopt an impartial and analytical approach that has room for multiple perspectives. In the workplace, you’re often faced with situations like an unexpected system failure or a key employee quitting in the middle of a crucial project.
Problem-solving skills will help you face these situations head-on. Harappa Education’s Structuring Problems course will show you how to classify and categorize problems to discover effective solutions. Equipping yourself with the right knowledge will help you navigate work-related problems in a calm and competent manner.
Explore topics such as Problem Solving , the PICK Chart , How to Solve Problems & the Barriers to Problem Solving from our Harappa Diaries blog section and develop your skills.
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To bring the best ideas forward, teams must build psychological safety.
Teams today aren’t just asked to execute tasks: They’re called upon to solve problems. You’d think that many brains working together would mean better solutions, but the reality is that too often problem-solving teams fall victim to inefficiency, conflict, and cautious conclusions. The two charts below will help your team think about how to collaborate better and come up with the best solutions for the thorniest challenges.
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Rearrangement of single atoms by solving assignment problems via convolutional neural network.
1. introduction, 2. methodology, model formulation, 3. convolutional neural network model formulation, understand the data.
5. conclusions, author contributions, institutional review board statement, informed consent statement, data availability statement, conflicts of interest.
Click here to enlarge figure
Problem Size (Target Size) | Number of Datasets | Percentage of Overall Position Accuracy | Percentage of 98% Correct Arrangement | Percentage of 99% Correct Arrangement | Percentage of Defect-Free Arrangement |
---|---|---|---|---|---|
10 × 10 Grid (49 Atoms) | 200,000 | 99.63 | 99.10 | 98.44 | 87.85 |
13 × 13 Grid (81 Atoms) | 600,000 | 98.93 | 95.10 | 89.01 | 68.54 |
21 × 21 Grid (169 Atoms) | 1,000,000 | 97.24 | 87.80 | 59.04 | 4.45 |
Problem Size | Calculation Time per Dataset (Calculation Time 5000 Datasets) | % Time Saving (Time Reduction) | |
---|---|---|---|
Optimal Solution | CNN | ||
10 × 10 Grid | 0.0159 (79.73) s | 0.0031 (15.32) s | 80.50 (5.12 folds) |
13 × 13 Grid | 0.0898 (449.14) s | 0.0048 (24.38) s | 94.65 (18.71 folds) |
21 × 21 Grid | 1.289 (6445.9) s | 0.0061 (30.50) s | 99.53 (211.3 folds) |
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Rattanamongkhonkun, K.; Pongvuthithum, R.; Likasiri, C. Rearrangement of Single Atoms by Solving Assignment Problems via Convolutional Neural Network. Appl. Sci. 2024 , 14 , 7877. https://doi.org/10.3390/app14177877
Rattanamongkhonkun K, Pongvuthithum R, Likasiri C. Rearrangement of Single Atoms by Solving Assignment Problems via Convolutional Neural Network. Applied Sciences . 2024; 14(17):7877. https://doi.org/10.3390/app14177877
Rattanamongkhonkun, Kanya, Radom Pongvuthithum, and Chulin Likasiri. 2024. "Rearrangement of Single Atoms by Solving Assignment Problems via Convolutional Neural Network" Applied Sciences 14, no. 17: 7877. https://doi.org/10.3390/app14177877
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1. Define the problem. Diagnose the situation so that your focus is on the problem, not just its symptoms. Helpful problem-solving techniques include using flowcharts to identify the expected steps of a process and cause-and-effect diagrams to define and analyze root causes.. The sections below help explain key problem-solving steps.
Overview of the Problem-Solving Mental Process. Problem-solving is a mental process that involves discovering, analyzing, and solving problems. The ultimate goal of problem-solving is to overcome obstacles and find a solution that best resolves the issue. The best strategy for solving a problem depends largely on the unique situation.
The problem-solving process typically includes the following steps: Identify the issue: Recognize the problem that needs to be solved. Analyze the situation: Examine the issue in depth, gather all relevant information, and consider any limitations or constraints that may be present. Generate potential solutions: Brainstorm a list of possible ...
A problem solving process is a step-by-step framework from going from discovering a problem all the way through to implementing a solution. With practice, this framework can become intuitive, and innovative companies tend to have a consistent and ongoing ability to discover and tackle challenges when they come up.
Step 1 - Define the Problem. The definition of the problem is the first step in effective problem solving. This may appear to be a simple task, but it is actually quite difficult. This is because problems are frequently complex and multi-layered, making it easy to confuse symptoms with the underlying cause.
The 7-Step Problem-Solving Process is a robust and systematic method to help individuals and organizations make better decisions by tackling complex issues and finding practical solutions. This process comprises defining the problem, disaggregating it into smaller parts, prioritizing the issues, creating a work plan, analyzing the data ...
There's a 5-step process that you can follow that will allow you to solve your challenges more efficiently and effectively. In short, you need to move through these 5 steps: Defining a problem. Ideating on a solution. Committing to a course of action. Implementing your solution. And finally - analyzing the results.
Problem-solving is an important part of planning and decision-making. The process has much in common with the decision-making process, and in the case of complex decisions, can form part of the process itself. We face and solve problems every day, in a variety of guises and of differing complexity. Some, such as the resolution of a serious ...
To discuss the art of problem solving, I sat down in California with McKinsey senior partner Hugo Sarrazin and also with Charles Conn. Charles is a former McKinsey partner, entrepreneur, executive, and coauthor of the book Bulletproof Problem Solving: The One Skill That Changes Everything [John Wiley & Sons, 2018].
The first step in solving a problem is understanding what that problem actually is. You need to be sure that you're dealing with the real problem - not its symptoms. For example, if performance in your department is substandard, you might think that the problem lies with the individuals submitting work. However, if you look a bit deeper, the ...
Problem-solving stands as a fundamental skill, crucial in navigating the complexities of both everyday life and professional environments. Far from merely providing quick fixes, it entails a comprehensive process involving the identification, analysis, and resolution of issues. This multifaceted approach requires an understanding of the problem's nature, the exploration of its various ...
Creative problem solving (CPS) is a method of problem solving in which you approach a problem or challenge in an imaginative, innovative way. The goal of CPS is to come up with innovative solutions, make a decision, and take action quickly. Sidney Parnes and Alex Osborn are credited with developing the creative problem solving process in the 1950s.
Business communication Why Groups Struggle to Solve Problems Together. From Why Groups Struggle to Solve Problems Together , Nov 07, 2019
The problem solving process typically includes: Pinpointing what's broken by gathering data and consulting with team members. Figuring out why it's not working by mapping out and troubleshooting the problem. Deciding on the most effective way to fix it by brainstorming and then implementing a solution. While skills like active listening ...
Problem-solving is not a flawless process as there are a number of obstacles that can interfere with our ability to solve a problem quickly and efficiently. These obstacles include: Assumptions: When dealing with a problem, people can make assumptions about the constraints and obstacles that prevent certain solutions. Thus, they may not even ...
Become a better problem solver with insights and advice from leaders around the world on topics including developing a problem-solving mindset, solving problems in uncertain times, problem solving with AI, and much more.
4. Implement the Solution. At this stage of problem solving, be prepared for feedback, and plan for this. When you roll out the solution, request feedback on the success of the change made. 5. Review, Iterate, and Improve. Making a change shouldn't be a one time action.
In our 2013 classic from the Quarterly, senior partner Olivier Leclerc highlights the value of taking a number of different approaches simultaneously to solve difficult problems. Read on to discover the five flexons, or problem-solving languages, that can be applied to the same problem to generate richer insights and more innovative solutions.
4 steps to better problem solving. While it might be tempting to dive into a problem head first, take the time to move step by step. Here's how you can effectively break down the problem-solving process with your team: 1. Identify the problem that needs to be solved. One of the easiest ways to identify a problem is to ask questions.
In insight problem-solving, the cognitive processes that help you solve a problem happen outside your conscious awareness. 4. Working backward. Working backward is a problem-solving approach often ...
Related: 10 Ideation Techniques for Problem-Solving. 4. Ask for support and feedback. Another way to build your problem-solving strategy is by asking your team for feedback. You can get ideas from mentors or colleagues on how they solve problems, or you can ask for feedback on a draft of your problem-solving process.
Here are the steps of a problem-solving process: 1. Defining the Problem. The first step in the process is often overlooked. To define the problem is to understand what it is that you're solving for. This is also where you outline and write down your purpose—what you want to achieve and why.
Problem Solving Skills: Definition, Steps, and Examples BY ALISON DOYLE Updated March 10, 2020 In nearly every career sector, problem-solving is one of the key skills that employers seek in job applicants. It's hard to find a blue-collar, administrative, managerial, or professional position that doesn't require problem-solving skills of some kind. ...
How to Solve Problems. To bring the best ideas forward, teams must build psychological safety. Teams today aren't just asked to execute tasks: They're called upon to solve problems. You'd ...
Design thinking is an agile problem-solving framework that uses iterative processes. It focuses on understanding and addressing the needs of users throughout the problem-solving journey. ... Videos can be helpful in every phase of the design thinking process: they present results, showcase your target audience's journey within your company ...
The workshop will introduce attendees to the "Plan, Do, Check, Act" Kata problem-solving process, which will provide participants the tools for streamlining their shops and codes. "It's a class that teaches employees how to use a system that helps give them some control of their work space," said Paul Sherman, lead instructor, Code 100TO. ...
Additionally, the term 'authentic assessment' criteria should encompass mechanisms for evaluating students' performance and progress throughout the problem-solving process, enabling ongoing enhancement and refinement based on feedback and assessment results (Haughney et al., Citation 2020). It will be relevant to explain the concept of ...
This paper aims to present an approach to address the atom rearrangement problem by developing Convolutional Neural Network (CNN) models. These models predict the coordinates for atom movements while ensuring collision-free transitions and filling all vacancies in the target array. The process begins with designing a cost function for the assignment problem that incorporates constraints to ...