technology and critical thinking

Distance Learning

Using technology to develop students’ critical thinking skills.

by Jessica Mansbach

What Is Critical Thinking?

Critical thinking is a higher-order cognitive skill that is indispensable to students, readying them to respond to a variety of complex problems that are sure to arise in their personal and professional lives. The cognitive skills at the foundation of critical thinking are analysis, interpretation, evaluation, explanation, inference, and self-regulation.

When students think critically, they actively engage in these processes:

Communication
Problem-solving

To create environments that engage students in these processes, instructors need to ask questions, encourage the expression of diverse opinions, and involve students in a variety of hands-on activities that force them to be involved in their learning.

Types of Critical Thinking Skills

Instructors should select activities based on the level of thinking they want students to do and the learning objectives for the course or assignment. The chart below describes questions to ask in order to show that students can demonstrate different levels of critical thinking.

*Adapted from Brown University’s Harriet W Sheridan Center for Teaching and Learning

Using Online Tools to Teach Critical Thinking Skills

Online instructors can use technology tools to create activities that help students develop both lower-level and higher-level critical thinking skills.

Example: Use Google Doc, a collaboration feature in Canvas, and tell students to keep a journal in which they reflect on what they are learning, describe the progress they are making in the class, and cite course materials that have been most relevant to their progress. Students can share the Google Doc with you, and instructors can comment on their work.
Example: Use the peer review assignment feature in Canvas and manually or automatically form peer review groups. These groups can be anonymous or display students’ names. Tell students to give feedback to two of their peers on the first draft of a research paper. Use the rubric feature in Canvas to create a rubric for students to use. Show students the rubric along with the assignment instructions so that students know what they will be evaluated on and how to evaluate their peers.
Example: Use the discussions feature in Canvas and tell students to have a debate about a video they watched. Pose the debate questions in the discussion forum, and give students instructions to take a side of the debate and cite course readings to support their arguments.
Example: Us e goreact , a tool for creating and commenting on online presentations, and tell students to design a presentation that summarizes and raises questions about a reading. Tell students to comment on the strengths and weaknesses of the author’s argument. Students can post the links to their goreact presentations in a discussion forum or an assignment using the insert link feature in Canvas.
Example: Use goreact, a narrated Powerpoint, or a Google Doc and instruct students to tell a story that informs readers and listeners about how the course content they are learning is useful in their professional lives. In the story, tell students to offer specific examples of readings and class activities that they are finding most relevant to their professional work. Links to the goreact presentation and Google doc can be submitted via a discussion forum or an assignment in Canvas. The Powerpoint file can be submitted via a discussion or submitted in an assignment.

Pulling it All Together

Critical thinking is an invaluable skill that students need to be successful in their professional and personal lives. Instructors can be thoughtful and purposeful about creating learning objectives that promote lower and higher-level critical thinking skills, and about using technology to implement activities that support these learning objectives. Below are some additional resources about critical thinking.

Additional Resources

Carmichael, E., & Farrell, H. (2012). Evaluation of the Effectiveness of Online Resources in Developing Student Critical Thinking: Review of Literature and Case Study of a Critical Thinking Online Site. Journal of University Teaching and Learning Practice , 9 (1), 4.

Lai, E. R. (2011). Critical thinking: A literature review. Pearson’s Research Reports , 6 , 40-41.

Landers, H (n.d.). Using Peer Teaching In The Classroom. Retrieved electronically from https://tilt.colostate.edu/TipsAndGuides/Tip/180

Lynch, C. L., & Wolcott, S. K. (2001). Helping your students develop critical thinking skills (IDEA Paper# 37. In Manhattan, KS: The IDEA Center.

Mandernach, B. J. (2006). Thinking critically about critical thinking: Integrating online tools to Promote Critical Thinking. Insight: A collection of faculty scholarship , 1 , 41-50.

Yang, Y. T. C., & Wu, W. C. I. (2012). Digital storytelling for enhancing student academic achievement, critical thinking, and learning motivation: A year-long experimental study. Computers & Education , 59 (2), 339-352.

Insight Assessment: Measuring Thinking Worldwide

http://www.insightassessment.com/

Michigan State University’s Office of Faculty & Organizational Development, Critical Thinking: http://fod.msu.edu/oir/critical-thinking

The Critical Thinking Community

http://www.criticalthinking.org/pages/defining-critical-thinking/766

Web 2.0 Digital Tools Selection: Online Presentation Tools

Zaption: October 2015 Online Learning Webinar

Video Strategy: December 2015 Online Learning Webinar

Featured Tech: ThingLink

9 responses to “ Using Technology To Develop Students’ Critical Thinking Skills ”

This is a great site for my students to learn how to develop critical thinking skills, especially in the STEM fields.

Great tools to help all learners at all levels… not everyone learns at the same rate.

Thanks for sharing the article. Is there any way to find tools which help in developing critical thinking skills to students?

Technology needs to be advance to develop the below factors:

Understand the links between ideas. Determine the importance and relevance of arguments and ideas. Recognize, build and appraise arguments.

Excellent share! Can I know few tools which help in developing critical thinking skills to students? Any help will be appreciated. Thanks!

Pingback: EDTC 6431 – Module 4 – Designing Lessons That Use Critical Thinking | Mr.Reed Teaches Math
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Brilliant post. Will be sharing this on our Twitter (@refthinking). I would love to chat to you about our tool, the Thinking Kit. It has been specifically designed to help students develop critical thinking skills whilst they also learn about the topics they ‘need’ to.

Does Technology Help Boost Students’ Critical Thinking Skills?

Technology classroom with diverse students using laptops

Does using technology in school actually help improve students’ thinking skills? Or hurt them?

That’s the question the Reboot Foundation, a nonprofit, asked in a new report examining the impact of technology usage. The foundation analyzed international tests, like the Programme for International Student Assessment or PISA, which compares student outcomes in different nations, and the National Assessment of Educational Progress or NAEP, which is given only in the U.S. and considered the “Nation’s Report Card.”

The Reboot Foundation was started—and funded—by Helen Bouygues , whose background is in business, to explore the role of technology in developing critical thinking skills. It was inspired by Bouygues’ own concerns about her daughter’s education.

The report’s findings: When it comes to the PISA, there’s little evidence that technology use has a positive impact on student scores, and some evidence that it could actually drag it down. As for the NAEP? The results varied widely, depending on the grade level, test, and type of technology used. For instance, students who used computers to do research for reading projects tended to score higher on the reading portion of the NAEP. But there wasn’t a lot of positive impact from using a computer for spelling or grammar practice.

And 4th-graders who used tablets in all or almost all of their classes scored 14 points lower on the reading exam than those who reported never using tablets. That’s the equivalent of a year’s worth of learning, according to the report.

However, 4th-graders students who reported using laptops or desktop computers “in some classes” outscored students who said they “never” used these devices in class by 13 points. That’s also the equivalent of a year’s worth of learning. And 4th-grade students who said they used laptops or desktop computers in “more than half” or “all” classes scored 10 points higher than students who said they never used those devices in class.

Spending too much time on computers wasn’t helpful.

“There were ceiling effects of technology, and moderate use of technology appeared to have the best association with testing outcomes,” the report said. “This occurred across a number of grades, subjects, and reported computer activities.”

In fact, there’s a negative correlation between time spent on the computer during the school day and NAEP score on the 4th-grade reading NAEP.

That trend was somewhat present, although less clearly, on the 8th-grade reading NAEP.

“Overall usage of technology is probably not just not great, but actually can lower scores and testing for basic education [subjects like math, reading, science],” said Bouygues. “Even in the middle school, heavy use of technology does lower scores, but if you do have things that are specifically catered to a specific subject, that actually serves a purpose.”

For instance, she said her daughter, a chess enthusiast, has gotten help from digital sources in mastering the game. But asking kids to spend a chunk of every day typing on Microsoft Word, as some classrooms do in France, isn’t going to help teach higher-order thinking skills.

She cautioned though, that the report stops short of making a casual claim and saying that sitting in front of a laptop harms students’ ability to be critical thinkers. The researchers didn’t have the kind of evidence needed to be able to make that leap.

For more research on the impact of technology on student outcomes, take a look at these stories:

Technology in Education: An Overview
Computers + Collaboration = Student Learning, According to New Meta-Analysis
Technology Has No Impact on Teaching and Learning (opinion)

Image: Getty

A version of this news article first appeared in the Digital Education blog.

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Assessing Critical Thinking in the Digital Era

The Importance of Assessment

However, while critical thinking is widely recognized as an essential skill, it can be challenging for higher education institutions to quantify or measure how well students have learned it. Assessment is a vital and dynamic component of teaching knowledge, skills, and competencies. It informs program and institutional improvement, providing invaluable information that administrators, faculty, and staff can use to make data-driven decisions that lead to better student outcomes.

One of the key difficulties in assessing critical thinking is defining what it is and how it should be measured. Critical thinking is a complex skill that involves the ability to analyze and evaluate information, think creatively, and make reasoned judgments, as Richard Paul and Linda Elder outline in their 2019 publication . It is not a single skill that can be easily quantified or measured through traditional assessments. As a result, educators have had to develop more nuanced approaches to evaluating critical thinking skills, such as project-based assessments and open-ended questions that require students to demonstrate their reasoning and problem-solving abilities.

While critical thinking is widely recognized as an essential skill, it can be challenging for higher education institutions to quantify or measure how well students have learned it.

Another challenge in measuring critical thinking is ensuring that assessments are fair and unbiased. Assessments that are overly reliant on multiple-choice questions or rote memorization can unfairly disadvantage students who may excel in other areas of critical thinking.

For these reasons, educators need effective assessment methods that accurately measure critical thinking skills in a variety of contexts. These assessments should use consistent and objective criteria to ensure that all students are given equal opportunities to demonstrate their abilities.

However, building such assessment tools and overcoming the barriers associated with measuring critical thinking places a large and sometimes overwhelming administrative burden on faculty and staff. Unfortunately, there can be a negative impact on student performance when faculty members must allocate more time and resources to handling administrative tasks than to teaching courses and supporting learner success.

A Partnership Between Industry and Academia

The need for critical thinking assessment tools is being addressed through a recent partnership between various higher education institutions and Peregrine Global Services, an education technology company specializing in assessment and instructional solutions. Peregrine recently launched its Critical Thinking Assessment to help colleges and universities evaluate this important skill.

To ensure that the assessment tool would meet the specific needs of the higher education community, the company developed its Peregrine Partner Program, which involved beta testing the tool with programs of varying sizes and types during the fall of 2022 and the spring of 2023. Each educational partner provided valuable feedback on how to present data to help schools make informed decisions, how to remove administrative burdens associated with assessment, and how to foster a culture of quality.

The partnership between Peregrine and the higher education institutions has led to several unforeseen advancements in technology. These include the ability to analyze exam data by course, cohort, or program, as well as the implementation of blind scoring to remove scoring bias. The new tool also adopts an innovative approach to assessing critical thinking and generating the data necessary to analyze exam results. For example, schools will be able to sort and filter data by levels of higher-order thinking.

The Critical Thinking Assessment uses a standardized rubric covering six critical thinking subcriteria and provides institutions with the flexibility to customize the exams to meet their needs. Academic programs can tailor the service to cover specific disciplines and assess varying levels of higher-order thinking. Learners receive scenarios randomly, ensuring a unique testing experience for each student.

The system auto-scores multiple-choice questions, while designated program faculty and assessment administrators use a rubric to manually score open-ended items. The short case studies and scenario questions are written and validated by subject matter experts with practical and teaching experience in each specific discipline.

“The Critical Thinking Assessment helps make assessment a facultywide effort, where everyone has buy-in,” says Melodie Philhours, associate professor of marketing and director of assessment at Arkansas State University’s Neil Griffin College of Business in Jonesboro. “The assessment tool significantly reduces the time and resources required for assessment, allowing faculty to focus on teaching and improving student learning outcomes. One of the most significant benefits has been the removal of the administrative burden related to compiling and entering the data, as the results are readily available after the assessment is fully scored.”

At the Forefront of Disruption

The collaboration between Peregrine and its partner schools will benefit not only the institutions involved, but also the broader field of education. Any time higher education and the technology sector can work together, they will drive innovation and disruption, ultimately leading to better learner outcomes. With the Critical Thinking Assessment tool, Peregrine aims to help higher education institutions assess not just retained knowledge, but also acquired skills and competencies.

In the future, Peregrine plans to incorporate AI into the assessment and build an aggregate pool, so schools can compare their results over periods of time, internally and externally, allowing them to benchmark against schools with similar demographics. Until then, Peregrine is offering the tool to schools as a course-level assessment they can use in their overall assessment portfolio.

The partnership between Peregrine and universities highlights the potential for industry and academia to come together to address the challenges faced by higher education. It demonstrates that when universities are at the forefront of disrupting education in a positive manner, they can move along with technology rather than lag behind it.

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How Does Technology Affect Critical Thinking?

Technology is always quickly advancing. New apps, new updates, and platforms emerge to help us connect to each other, automate our tasks, or just have fun. But does technology help or hinder critical thinking skills?

Your critical thinking skills will be affected by technology depending on factors, including the kind of technology you’re using and the context of the technology.

Impact of Technology on Critical Thinking

You use technology in one form or another every day. As time goes on, it plays a more significant role in our lives and changes the way we consume and process information. Critical thinking is all about analyzing the information in front of you, thinking about it rationally and without bias, and always asking questions.

Technology brings information right into your hands more effortless than ever through your phone, tablet, or laptop. Even reading has evolved from physical books to an e-reader, and news comes through Twitter and Facebook.

Critical thinking includes soft skills like problem-solving, finding cause and effect relationships, interpret data, evaluate arguments, and keep opinions and views malleable and fluid. Technology can both reinforce these skills and also threaten them.

How Does Technology Improve Critical Thinking?

The type of technology you’re using and what environment you’re using will affect what kinds of positive benefits you will experience.

Education and Learning

Schools are introducing more and more technology in the classroom to keep up with advances. They hope to better prepare students for the world of growing technology.

In a classroom setting, activities and learning can be more interactive with the use of technology. Technology is capable of engaging multiple senses and can improve student’s investment in the material.

Appropriate technology in classrooms increases students’ academic achievement, self-confidence, motivation in class, and attendance. Technology helps students move beyond sitting attentively and listening and promotes more hands-on learning.

It affects critical thinking by helping students apply what they’ve learned to real-life situations and develop problem-solving skills – two essential elements of critical thinking.

Beyond school-age children, adults benefit from technological learning as well. As new developments arise in technology, people need to have lifelong learning skills, adapt themselves to change, and grow or refresh their existing knowledge.

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Simulations

Simulation programming is growing in popularity to emulate real-life situations virtually. There are many professional fields, such as aviation and medicine, where certain conditions are rare, but you need to prepare for them. Simulations can virtually simulate flight errors for pilot training or rare diseases for medical students to learn how to address them.

Simulations provide a site for learning from mistakes in a high-stakes environment and encourages experimental learning. It takes what is usually a theoretical concept and makes it concrete, ensuring better reasoning and deeper understanding.

The learner, with simulations, can develop and apply critical thinking skills such as making judgments, interpreting information, making decisions objectively, and evaluating outcomes.

Social Media

Social networks open up the world. You can interact with people halfway around the globe with whom you share things in common. Information sharing and interactions have radically changed since the beginnings of social media.

There are many social media sites for people to have conversations, share ideas or interests, make new friends, or professional connections.

Whether you’re a student in the same class or talking with someone with a shared interest, opening yourself up to others’ opinions and ideas and processing them is vital to critical thinking.

Is Technology Killing Critical Thinking?

Depending on what technology you’re using and how you’re using it, technology can be damaging to critical thinking.

In schools, the type of technology that students use can boost their learning quality or harm it. Having classrooms wired for student internet access has been shown to decrease learning. Students that use the internet during a class lecture do not pay as much attention to the speaker. In contrast, students without the internet pay more attention.

This distraction is because technology promotes multi-tasking, but it prevents people from understanding information in a meaningful way.

When it comes to critical thinking, social media is both a positive and a negative. Social media offers the opportunity to access multiple viewpoints, but algorithms tend to show you more of what you’ve already seen.

Critical thinking is essential when it comes to social media. Being a conscious consumer of information means questioning everything we come across. When using social media, you need to take the time to evaluate the news and information you read. The source likely doesn’t go through the same rigorous standards of reliability-checking and validation as other content.

When you replace print news or books with social media, you lose a lot of value. Non-fiction books may seem outdated to some, and podcasts are taking over. But books go through research, editing for accuracy, and fact-checking.

Reading fiction just for enjoyment is also on the decline with the rise of technology. However, reading fiction can captivate your imagination in ways that visual media – like video games and television – do not.

Any kind of reading is full of positive benefits, including reflection, vocabulary, and critical thinking. Print literacy is on the decline while visual literacy is on the rise, and just relying on visual media is not enough to fully develop and master critical thinking.

Real-time media, such as movies and video games, also do not offer time for reflection or analysis. So, while visual media allows you to process information faster, you should still read books or lose out on the other skills that can benefit you.

Final Thoughts

The world of technology is so infinite that it can seem overwhelming. All forms of media don’t work in every setting. There needs to be a balance of modern technology in life, or you run the risk of losing out on developing fundamental skills.

Technology is an excellent boost to your critical thinking skills, but you should be aware of some of the pitfalls that come along with some forms of technology.

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Kate Conway

This chapter examines 21st century learning, including contemporary learning environments and constructivist approaches, with a specific focus on partnering, and how they contribute to developing skills like critical thinking, information literacy, decision making, and problem solving among learners. Insights from academics like Dr. Tony Wagner and Dr. Teresa Amabile are touched on, highlighting their proposed characteristics of successful learners. These characteristics include curiosity and innovation, with a focus on traits like creativity, problem solving, knowledge acquisition, and critical thinking skills. Critical thinking is further defined and broken down into its components, including the Australian Council for Educational Research’s (ACER) critical thinking framework. The intended purpose of such operationalized definitions and frameworks is to empower educators to feel confident in teaching and assessing this competency in their students, especially in a digital age where technology plays a huge role in information gathering and knowledge construction. The role of information communication technology (ICT) and information literacy is defined and examined in the context of critical thinking, and demonstrates that they are interconnected. Finally, educational technology tools and platforms are explored, including their possible applications at the curricular level and suggestions for future improvements are made in the context of the Ontario curriculum.

critical thinking, 21st century learning, information literacy

Introduction

Today’s learners are increasingly familiar with using technology to acquire knowledge and to seek answers. As constructivist pedagogies, like partnering, technology-enhanced active learning (TEAL), and inquiry-based learning, become increasingly prevalent in classrooms, these 21st century learners are taking on the roles of researcher, thinker, and sense-maker, among others (Prensky, 2010). This means that students have the responsibility to ensure that the information they are gathering and applying to learning or action is relevant, accurate, and reliable (Tutor2u, 2021). This necessary shift toward student-centered learning calls on teachers to guide and mentor students in ways that develop the critical thinking skills necessary to be successful learners, with particular focus on informed decision-making.

Dr. Tony Wagner believes that the ability to create new knowledge and solve new problems is the single most important skill that students must master today (Fullan, 2013). In order acquire this skill, modern day education is best conducted in ways that engage and motivate students and foster the development of 21st century competencies, like innovation, critical thinking and problem solving. In order for this to be achieved, one must consider what types of learning environments are conducive to competency development in these categories amongst today’s learners.

This chapter outlines what 21st century learning looks like, what competencies it develops, and how critical thinking, as a concept, has been traditionally difficult to characterize and, therefore, teach to and assess for. Also covered in this chapter will be how researchers and educators approach the definition of critical thinking, including how it overlaps and intertwines with problem solving, decision-making, and information-communication technology (ICT) and, therefore, how technology can play a role in critical thinking development amongst learners.

Background Information

In developing this chapter, a literature review was undertaken to examine how critical thinking plays a role in learners’ educational experience. Through examining existing literature, definitions, and frameworks, it became clear that there are a few elements that are key to understanding critical thinking and decision making through the lens of 21st-century learning.

21st Century Learning

The learning environment.

Educators can create and facilitate learning in effective ways that differ from the traditional lecture, or sage-on-the-stage, approach. Partnering is a 21st century way of working together whereby students explore and discover for themselves the answers to questions, while educators provide just enough guidance to allow that to happen with minimal need for outside assistance (Prensky, 2010). For teachers, this might mean teaching self-monitoring and self-correcting skills to encourage self-sufficient learners. With partnering, the students’ job is to make use of any tools, including technology, available to them to find information, make meaning, and create, while teachers guide with questioning, contextualizing, and providing rigor to ensure quality (Prensky, 2010).

Borne of constructivist leanings, which stipulate that students construct meaning through experience and that meaning is influenced by the interaction of prior knowledge and new events (Arends, 1998), partnering shares traits with more popularized approaches like project-based learning, or inquiry-based learning, while underscoring the reciprocal nature of the student-teacher relationship. This aligns with Tam’s outline of constructivist learning environment characteristics, including that knowledge and authority are shared between teachers and students, the teacher acts as a facilitator, and learning groups are small and heterogenous in nature (Tam, 2000). In partnering, teachers empower students to use any available technology to personalize their learning experience and follow their passions while seeking information, answering questions, sharing ideas, practicing, and creating (Prensky, 2010).

It is clear that technology can be a very supportive tool in a 21st-century learning environment as students use it to engage with their learning experience in the role of researcher. However, it is their other roles – thinker and sense maker – that may go overlooked by the students themselves. Teachers should ensure they inform students that thinking logically and critically is one of their primary roles (Prensky, 2010) and should have structures in place to provide the guidance and feedback necessary to further foster these skills.

21st Century Competencies

Being a learner in the 21st century means a shift from traditional skills associated with being a student, like rote learning and memorization, to skills like innovation and creativity. Dr. Tony Wagner highlights curiosity as being a key characteristic of an innovative learner while Dr. Teresa Amabile highlights that knowledge and problem-solving are important to the creative process (Fullan, 2013). Curiosity begets knowledge acquisition, which enables students to tackle problems that need solved or decisions that need to be made.

This process requires learners to possess certain competencies, which Wagner refers to as the 7 Survival Skills (Asia Society, 2009), including, but not limited to, critical thinking and problem solving as well as accessing and analyzing information. In the technological age we live in, there is boundless information available to those who seek it. For learners, the ability to effectively search for information and identify what is important and parse it out from that which is superfluous is important to the critical thinking and decision-making processes. Wagner (2008) posits that these survival skills are key to successful careers, continuous learning, and active and informed citizenship and, yet, the education community is unsure how to teach or assess them, posing an obvious challenge.

Critical Thinking & Decision Making

This raises the question of how skills like critical thinking and decision-making are defined and why they are so important in contemporary learning environments. It is important that measurable and consistent definitions are generated in order for educators to effectively teach and assess the skills of critical thinking and decision-making.

Definition and Importance of Critical Thinking

Depending on the source, critical thinking has many definitions, each overlapping with some nuanced differences. Heard et al. (2020) curated a collection of critical thinking definitions and formulated this formal definition to guide the development of the Australian Council for Educational Research’s (ACER) critical thinking framework, which will be touched on shortly:

To think critically is to analyze and evaluate information, reasoning and situations, according to appropriate standards such as truth and logic, for the purpose of constructing sound and insightful new knowledge, understandings, hypotheses and beliefs. Critical thinking encompasses the subject’s ability to process and synthesize information in such a way that it enables them to apply it judiciously to tasks for informed decision-making and effective problem-solving. (p.11)

In addition, Robert Ennis’ definition of critical thinking as “reflective thinking focused on deciding on what to believe or do” (Ennis, 1985, p.45 ) suggests that critical thinking does not only influence individual judgment when it comes to what to think, but also what actions to take. By Ennis’ definition, it would seem that decision-making – deciding what action to take – is intertwined with critical thinking. With respect to problem-solving, researchers agree that while it is related to critical thinking, the term problem solving is more often used in relation to well-defined problems with limited solutions, while critical thinking involves open-ended reasoning and ill-defined problems (Heard et al., 2020).

With the aforementioned definitions in mind, Edward Glaser’s summary of critical thinking can serve as a good basis to understanding what critical thinking is in a nutshell. The three characteristics Glaser considers hallmarks of critical thinking ability include: a disposition towards thoughtfully considering the problems and subjects in one’s life experiences and not just in specific contexts or situations, knowledge of the methods of logical inquiry and reasoning, and some skill in applying those methods (Heard et al., 2020).

Teaching and Assessing Critical Thinking

It is clear from these interpretations that critical thinking and decision-making are vital to the success of contemporary learners, both in school and beyond in their personal and professional lives. However, in order to teach and assess critical thinking, an operational definition is required so that assessment tools and intervention techniques can be devised (Heard et al, 2020).

This was the driving force behind the development of the ACER’s critical thinking framework, which is evidence-based and outlines critical thinking processes by strands and aspects, with the intention of providing areas of focus for the teaching and assessing of critical thinking skills. The framework considers critical thinking to be a series of cognitive processes that are goal-oriented and purpose-driven, not just reflective thought (Facione, 1990). These cognitive processes can be broken down into six areas, including interpretation, analysis, evaluation, inference, explanation, and self-regulation, each of which encapsulates a set of subskills. For example, in order for learners to evaluate, they should be able to question the evidence, speculate as to possible alternatives, and draw logical conclusions (Facione, 1990).

For the purposes of the ACER’s critical thinking skills development framework, these cognitive processes were taken into account. In its structure, the critical thinking framework is divided into three strands, further broken down into three aspects each. These aspects encapsulate the knowledge, skills, and understanding that are consistent across definitions of critical thinking (Heard et al, 2020). The three strands are knowledge construction, evaluating reasoning, and decision-making. The aspects of knowledge construction are the identification of gaps in knowledge, discriminating information, and identifying patterns and making connections. The aspects involved in evaluating reasoning include applying logic, identifying assumptions and motivations, and justifying arguments. Finally, the aspects of decision-making are identifying criteria for decision-making, evaluating options, and testing and monitoring implementation (Heard et al, 2020). For reference, the framework is available as a graphical representation in Appendix A.

This framework shares many of the same characteristics of critical thinking that Wagner (2008) discusses when describing the “5 Habits of Mind”. Wagner’s habits of weighing evidence, seeing connections and speculating on possibilities align very closely with the framework’s knowledge construction strand, while Wagner’s habit of being aware of varying viewpoints aligns with the evaluating reasoning strand, and finally, Wagner’s habit of assessing value shares similar aspects to the decision-making strand (Heard et al, 2020; Wagner, 2008). The ACER’s critical thinking framework and Wagner’s “5 Habits of Mind” may be used when considering how to teach and assess critical thinking and decision-making in their classrooms. Wagner (2008) refers to critical thinking as “learning to answer the right questions”, which can be accomplished through an educator’s application of rigor in the classroom when guiding students who are developing critical thinking skills.

This brings us back to the pedagogical approach of partnering when designing the learning environment. To recapitulate, partnering is when students take on the role of researcher, technology user, thinker, and sense maker, while teachers guide, question, provide context, and apply rigor. Educators should make it clear to their students that thinking logically and more critically is one of their primary roles (Prensky, 2010). Learners’ skills of logical and critical thinking can be nurtured and encouraged when educators have a functional definition of critical thinking and clearly articulated subskills that they can draw on when guiding, questioning, and assessing students. The ACER’s framework and Wagner’s “5 Habits of Mind” are two resources that can provide a solid foundation and starting point for teaching and assessing critical thinking.

Applications

Critical thinking includes knowledge construction, which involves identifying gaps in knowledge and discriminating information. In contemporary society, much of our knowledge construction and information acquisition occurs in the digital space. That is why Information-Communications Technology (ICT) has relevant applications in relation to critical thinking and decision-making. Understanding information literacy and the role critical thinking plays in navigating the vast digital world of information is vital. Furthermore, having relevant resources and tools that support the development of critical thinking skills and information literacy can help educators nurture these 21st-century skills amongst learners

Information Communication Technology (ICT)

Typically, when we speak about information literacy, we think of skills that are procedural, like retrieving, managing, referencing, and communicating information (CILIP, 2018), but it is important that individuals apply critical thinking in order to assess the information they are collecting (Paul et al, 2007). Information literacy and critical thinking are interrelated in that information literacy emphasizes the ability to identify and articulate the information needed for a purpose, understanding how to find and identify appropriate information sources, and how to critically assess the information gathered (Grafstein, 2017). Therefore, information-communication technology can play a vital role in developing key 21st-century competencies like knowledge construction and decision making.

As technology has become more versatile and accessible in educational settings, it has become a fixture in many classrooms. In a class following a partnering approach to learning and instruction, students are encouraged to use any technology at their disposal to personalize their learning experience, to aid in seeking information, answering questions, sharing ideas, and creating (Prensky, 2010). Students may use computers, tablets, or personal devices like smartphones to accomplish this.

The ability to put students in the roles of researcher, technology expert, thinker, and sense-maker is largely due to recent changes in the way information can be accessed, thanks to the advent of the internet (Heard et al, 2020). However, with the expansion of technology and the rise of internet use comes challenges. The ease with which users can access information is matched by the ease with which users can manipulate open-access online information sources (Heard et al., 2020). For this reason, the Chartered Institute of Library and Information Professionals has updated the definition of information literacy to align more closely with critical thinking. They now define information literacy as the “ability to think critically and make balanced judgments about any information we find and use” (CILIP, 2018).

Educational Technology Example

One way that learners may be guided to develop their critical thinking skills in the context of ICT and information literacy, is through the provision of resources that can help broaden their opportunities for constructing knowledge and evaluating information. AllSides for Schools is a web-based platform of resources that provides educators with information and curricular guidance to help guide learners in developing skills like critical thinking (AllSides for Schools, 2022). It originated in 2019 as a nonprofit joint initiative by AllSides and Living Room Conversations to aid educators in addressing digital media literacy and communication skills with their students (AllSides for Schools, 2022). The mission of AllSides for Schools is to teach students how to critically evaluate news, media content, and other information as well as how to use their acquired knowledge to engage in productive dialogue, both in the educational setting and in their communities, professionally and in their personal lives (AllSides for Schools, 2022). To accomplish this mission, the platform has centralized and expanded upon the resources available across AllSides and Living Room Conversations and offers classroom activities and lesson plans (AllSides for Schools, 2022) that educators can draw on when providing guidance, context, and rigor for their learners.

Conclusions and Future Recommendations

As outlined throughout this chapter, contemporary learners require a modernized approach to instruction and learning. It is important that educators understand which skills to foster and help develop. The ability to memorize and regurgitate information is no longer an effective or valuable skill, nor is it a motivating concept for most 21st-century learners. Rather, today’s students thrive best when they are put at the center of their learning experience in the roles of researcher, thinker, and creator. Educators, then, should fill the roles of guide and contextualizer, encouraging students to think logically and critically as one of their primary roles (Prensky, 2010). The goal, as posited by Dr. Wagner and Dr. Amabile is to create innovative, creative, and knowledgable learners with strong critical thinking, problem-solving, and decision-making skills.

In order to nurture these 21st-century competencies, educators must be able to teach and assess them using clearly defined metrics. That is where operationalized definitions like the one created by Glaser or Heard et al (2020) and critical thinking frameworks, like the ACER’s, are essential. They provide a structure from which educators can guide students, offer feedback, and assess progress. Additionally, educators can steer students to seek information using whatever technology is available to them, including web-based educational technology and platforms, like AllSides for Schools, a critical thinking and media literacy online resource designed to aid in the development of knowledge acquisition, information literacy, and critical thinking skills.

Moving forward, curricular documents and assessment tools should be constructed with more constructivist and student-centered approaches in mind. As an example, current elementary curriculum documents and assessment guides from the Ontario Ministry of Education do mention critical thinking, albeit briefly, including a definition and where critical thinking fits in when considering assessment, though in some documents critical thinking only appears in the glossary (Ontario, 2010; Ontario, 2007; Ontario, 2006). Beyond this cursory mention, no concrete means of teaching or assessing critical thinking, especially in a student-centered fashion are brought forth. This is an oversight that should be addressed in future renditions of the Ontario curriculum for the reasons outlined throughout this chapter.

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Appendix A: ACER Critical thinking skill development framework

ACER critical thinking skill development framework

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Published: 11 September 2019

Inquiry and critical thinking skills for the next generation: from artificial intelligence back to human intelligence

Jonathan Michael Spector ORCID: orcid.org/0000-0002-6270-3073 1 &
Shanshan Ma 1

Smart Learning Environments volume 6 , Article number: 8 ( 2019 ) Cite this article

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Along with the increasing attention to artificial intelligence (AI), renewed emphasis or reflection on human intelligence (HI) is appearing in many places and at multiple levels. One of the foci is critical thinking. Critical thinking is one of four key 21st century skills – communication, collaboration, critical thinking and creativity. Though most people are aware of the value of critical thinking, it lacks emphasis in curricula. In this paper, we present a comprehensive definition of critical thinking that ranges from observation and inquiry to argumentation and reflection. Given a broad conception of critical thinking, a developmental approach beginning with children is suggested as a way to help develop critical thinking habits of mind. The conclusion of this analysis is that more emphasis should be placed on developing human intelligence, especially in young children and with the support of artificial intelligence. While much funding and support goes to the development of artificial intelligence, this should not happen at the expense of human intelligence. Overall, the purpose of this paper is to argue for more attention to the development of human intelligence with an emphasis on critical thinking.

Introduction

In recent decades, advancements in Artificial Intelligence (AI) have developed at an incredible rate. AI has penetrated into people’s daily life on a variety of levels such as smart homes, personalized healthcare, security systems, self-service stores, and online shopping. One notable AI achievement was when AlphaGo, a computer program, defeated the World Go Champion Mr. Lee Sedol in 2016. In the previous year, AlphaGo won in a competition against a professional Go player (Silver et al. 2016 ). As Go is one of the most challenging games, the wins of AI indicated a breakthrough. Public attention has been further drawn to AI since then, and AlphaGo continues to improve. In 2017, a new version of AlphaGo beat Ke Jie, the current world No.1 ranking Go player. Clearly AI can manage high levels of complexity.

Given many changes and multiple lines of development and implement, it is somewhat difficult to define AI to include all of the changes since the 1980s (Luckin et al. 2016 ). Many definitions incorporate two dimensions as a starting point: (a) human-like thinking, and (b) rational action (Russell and Norvig 2009 ). Basically, AI is a term used to label machines (computers) that imitate human cognitive functions such as learning and problem solving, or that manage to deal with complexity as well as human experts.

AlphaGo’s wins against human players were seen as a comparison between artificial and human intelligence. One concern is that AI has already surpassed HI; other concerns are that AI will replace humans in some settings or that AI will become uncontrollable (Epstein 2016 ; Fang et al. 2018 ). Scholars worry that AI technology in the future might trigger the singularity (Good 1966 ), a hypothesized future that the development of technology becomes uncontrollable and irreversible, resulting in unfathomable changes to human civilization (Vinge 1993 ).

The famous theoretical physicist Stephen Hawking warned that AI might end mankind, yet the technology he used to communicate involved a basic form of AI (Cellan-Jones 2014 ). This example highlights one of the basic dilemmas of AI – namely, what are the overall benefits of AI versus its potential drawbacks, and how to move forward given its rapid development? Obviously, basic or controllable AI technologies are not what people are afraid of. Spector et al. 1993 distinguished strong AI and weak AI. Strong AI involves an application that is intended to replace an activity performed previously by a competent human, while weak AI involves an application that aims to enable a less experienced human to perform at a much higher level. Other researchers categorize AI into three levels: (a) artificial narrow intelligence (Narrow AI), (b) artificial general intelligence (General AI), and (c) artificial super intelligence (Super AI) (Siau and Yang 2017 ; Zhang and Xie 2018 ). Narrow AI, sometimes called weak AI, refers to a computer that focus on a narrow task such as AlphaZero or a self-driving car. General AI, sometimes referred to as strong AI, is the simulation of human-level intelligence, which can perform more cognitive tasks as well as most humans do. Super AI is defined by Bostrom ( 1998 ) as “an intellect that is much smarter than the best human brains in practically every field, including scientific creativity, general wisdom and social skills” (p.1).

Although the consequence of singularity and its potential benefits or harm to the human race have been intensely debated, an undeniable fact is that AI is capable of undertaking recursive self-improvement. With the increasing improvement of this capability, more intelligent generations of AI will appear rapidly. On the other hand, HI has its own limits and its development requires continuous efforts and investment from generation to generation. Education is the main approach humans use to develop and improve HI. Given the extraordinary growth gap between AI and HI, eventually AI can surpass HI. However, that is no reason to neglect the development and improvement of HI. In addition, in contrast to the slow development rate of HI, the growth of funding support to AI has been rapidly increasing according to the following comparison of support for artificial and human intelligence.

The funding support for artificial and human intelligence

There are challenges in comparing artificial and human intelligence by identifying funding for both. Both terms are somewhat vague and can include a variety of aspects. Some analyses will include big data and data analytics within the sphere of artificial intelligence and others will treat them separately. Some will include early childhood developmental research within the sphere of support for HI and others treat them separately. Education is a major way of human beings to develop and improve HI. The investments in education reflect the efforts put on the development of HI, and they pale in comparison with investments in AI.

Sources also vary from governmental funding of research and development to business and industry investments in related research and development. Nonetheless, there are strong indications of increased funding support for AI in North America, Europe and Asia, especially in China. The growth in funding for AI around the world is explosive. According to ZDNet, AI funding more than doubled from 2016 to 2017 and more than tripled from 2016 to 2018. The growth in funding for AI in the last 10 years has been exponential. According to Venture Scanner, there are approximately 2500 companies that have raised $60 billion in funding from 3400 investors in 72 different countries (see https://www.slideshare.net/venturescanner/artificial-intelligence-q1-2019-report-highlights ). Areas included in the Venture Scanner analysis included virtual assistants, recommendation engines, video recognition, context-aware computing, speech recognition, natural language processing, machine learning, and more.

The above data on AI funding focuses primarily on companies making products. There is no direct counterpart in the area of HI where the emphasis is on learning and education. What can be seen, however, are trends within each area. The above data suggest exponential growth in support for AI. In contrast, according to the Urban Institute, per-student funding in the USA has been relatively flat for nearly two decades, with a few states showing modest increases and others showing none (see http://apps.urban.org/features/education-funding-trends/ ). Funding for education is complicated due to the various sources. In the USA, there are local, state and federal sources to consider. While that mixture of funding sources is complex, it is clear that federal and state spending for education in the USA experienced an increase after World War II. However, since the 1980s, federal spending for education has steadily declined, and state spending on education in most states has declined since 2010 according to a government report (see https://www.usgovernmentspending.com/education_spending ). This decline in funding reflects the decreasing emphasis on the development of HI, which is a dangerous signal.

Decreased support for education funding in the USA is not typical of what is happening in other countries, according to The Hechinger Report (see https://hechingerreport.org/rest-world-invests-education-u-s-spends-less/ ). For example, in the period of 2010 to 2014, American spending on elementary and high school education declined 3%, whereas in the same period, education spending in the 35 countries in the OECD rose by 5% with some countries experiencing very significant increases (e.g., 76% in Turkey).

Such data can be questioned in terms of how effectively funds are being spent or how poorly a country was doing prior to experiencing a significant increase. However, given the performance of American students on the Program for International Student Assessment (PISA), the relative lack of funding support in the USA is roughly related with the mediocre performance on PISA tests (see https://nces.ed.gov/surveys/pisa/pisa2015/index.asp ). Research by Darling-Hammond ( 2014 ) indicated that in order to improve learning and reduce the achievement gap, systematic government investments in high-need schools would be more effective if the focus was on capacity building, improving the knowledge and skills of educators and the quality of curriculum opportunities.

Though HI could not be simply defined by the performance on PISA test, improving HI requires systematic efforts and funding support in high-need areas as well. So, in the following section, we present a reflection on HI.

Reflection on human intelligence

Though there is a variety of definitions of HI, from the perspective of psychology, according to Sternberg ( 1999 ), intelligence is a form of developing expertise, from a novice or less experienced person to an expert or more experienced person, a student must be through multiple learning (implicit and explicit) and thinking (critical and creative) processes. In this paper, we adopted such a view and reflected on HI in the following section by discussing learning and critical thinking.

What is learning?

We begin with Gagné’s ( 1985 ) definition of learning as characterized by stable and persistent changes in what a person knows or can do. How do humans learn? Do you recall how to prove that the square root of 2 is not a rational number, something you might have learned years ago? The method is intriguing and is called an indirect proof or a reduction to absurdity – assume that the square root of 2 is a rational number and then apply truth preserving rules to arrive at a contradiction to show that the square root of 2 cannot be a rational number. We recommend this as an exercise for those readers who have never encountered that method of learning and proof. (see https://artofproblemsolving.com/wiki/index.php/Proof_by_contradiction ). Yet another interesting method of learning is called the process of elimination, sometimes accredited to Arthur Conan Doyle’s ( 1926 ) in The Adventure of the Blanched Soldier – Sherlock Holmes says to Dr. Watson that the process of elimination “starts upon the supposition that when you have eliminated all which is impossible, that whatever remains, however improbable, must be the truth ” (see https://www.dfw-sherlock.org/uploads/3/7/3/8/37380505/1926_november_the_adventure_of_the_blanched_soldier.pdf ).

The reason to mention Sherlock Holmes early in this paper is to emphasize the role that observation plays in learning. The character Sherlock Holmes was famous for his observation skills that led to his so-called method of deductive reasoning (a process of elimination), which is what logicians would classify as inductive reasoning as the conclusions of that reasoning process are primarily probabilistic rather than certain, unlike the proof of the irrationality of the square root of 2 mentioned previously.

In dealing with uncertainty, it seems necessary to make observations and gather evidence that can lead one to a likely conclusion. Is that not what reasonable people and accomplished detectives do? It is certainly what card counters do at gambling houses; they observe high and low value cards that have already been played in order to estimate the likelihood of the next card being a high or low value card. Observation is a critical process in dealing with uncertainty.

Moreover, humans typically encounter many uncertain situations in the course of life. Few people encounter situations which require resolution using a mathematical proof such as the one with which this article began. Jonassen ( 2000 , 2011 ) argued that problem solving is one of the most important and frequent activities in which people engage. Moreover, many of the more challenging problems are ill-structured in the sense that (a) there is incomplete information pertaining to the situation, or (b) the ideal resolution of the problem is unknown, or (c) how to transform a problematic situation into an acceptable situation is unclear. In short, people are confronted with uncertainty nearly every day and in many different ways. The so called key 21st century skills of communication, collaboration, critical thinking and creativity (the 4 Cs; see http://www.battelleforkids.org/networks/p21 ) are important because uncertainty is a natural and inescapable aspect of the human condition. The 4 Cs are interrelated and have been presented by Spector ( 2018 ) as interrelated capabilities involving logic and epistemology in the form of the new 3Rs – namely, re-examining, reasoning, and reflecting. Re-examining is directly linked to observation as a beginning point for inquiry. The method of elimination is one form of reasoning in which a person engages to solve challenging problems. Reflecting on how well one is doing in the life-long enterprise of solving challenging problems is a higher kind of meta-cognitive activity in which accomplished problem-solvers engage (Ericsson et al. 1993 ; Flavell 1979 ).

Based on these initial comments, a comprehensive definition of critical thinking is presented next in the form of a framework.

A framework of critical thinking

Though there is variety of definitions of critical thinking, a concise definition of critical thinking remains elusive. For delivering a direct understanding of critical thinking to readers such as parents and school teachers, in this paper, we present a comprehensive definition of critical thinking through a framework that includes many of the definitions offered by others. Critical thinking, as treated broadly herein, is a multi-dimensioned and multifaceted human capability. Critical thinking has been interpreted from three perspectives: education, psychology, and epistemology, all of which are represented in the framework that follows.

In a developmental approach to critical thinking, Spector ( 2019 ) argues that critical thinking involves a series of cumulative and related abilities, dispositions and other variables (e.g., motivation, criteria, context, knowledge). This approach proceeds from experience (e.g., observing something unusual) and then to various forms of inquiry, investigation, examination of evidence, exploration of alternatives, argumentation, testing conclusions, rethinking assumptions, and reflecting on the entire process.

Experience and engagement are ongoing throughout the process which proceeds from relatively simple experiences (e.g., direct and immediate observation) to more complex interactions (e.g., manipulation of an actual or virtual artifact and observing effects).

The developmental approach involves a variety of mental processes and non-cognitive states, which help a person’s decision making to become purposeful and goal directed. The associated critical thinking skills enable individuals to be likely to achieve a desired outcome in a challenging situation.

In the process of critical thinking, apart from experience, there are two additional cognitive capabilities essential to critical thinking – namely, metacognition and self-regulation . Many researchers (e.g., Schraw et al. 2006 ) believe that metacognition has two components: (a) awareness and understanding of one’s own thoughts, and (b) the ability to regulate one’s own cognitive processes. Some other researchers put more emphasis on the latter component. For example, Davies ( 2015 ) described metacognition as the capacity to monitor the quality of one’s thinking process, and then to make appropriate changes. However, the American Psychology Association (APA) defines metacognition as an awareness and understanding of one’s own thought with the ability to control related cognitive processes (see https://psycnet.apa.org/record/2008-15725-005 ).

Although the definition and elaboration of these two concepts deserve further exploration, they are often used interchangeably (Hofer and Sinatra 2010 ; Schunk 2008 ). Many psychologists see the two related capabilities of metacognition and self-regulation as being closely related - two sides on one coin, so to speak. Metacognition involves or emphasizes awareness, whereas self-regulation involves and emphasizes appropriate control. These two concepts taken together enable a person to create a self-regulatory mechanism, which monitors and regulates the corresponding skills (e.g., observation, inquiry, interpretation, explanation, reasoning, analysis, evaluation, synthesis, reflection, and judgement).

As to the critical thinking skills, it should be noted that there is much discussion about the generalizability and domain specificity of them, just as there is about problem-solving skills in general (Chi et al. 1982 ; Chiesi et al. 1979 ; Ennis 1989 ; Fischer 1980 ). The research supports the notion that to achieve high levels of expertise and performance, one must develop high levels of domain knowledge. As a consequence, becoming a highly effective critical thinker in a particular domain of inquiry requires significant domain knowledge. One may achieve such levels in a domain in which one has significant domain knowledge and experience but not in a different domain in which one has little domain knowledge and experience. The processes involved in developing high levels of critical thinking are somewhat generic. Therefore, it is possible to develop critical thinking in nearly any domain when the two additional capabilities of metacognition and self-regulation are coupled with motivation and engagement and supportive emotional states (Ericsson et al. 1993 ).

Consequently, the framework presented here (see Fig. 1 ) is built around three main perspectives about critical thinking (i.e., educational, psychological and epistemological) and relevant learning theories. This framework provides a visual presentation of critical thinking with four dimensions: abilities (educational perspective), dispositions (psychological perspective), levels (epistemological perspective) and time. Time is added to emphasize the dynamic nature of critical thinking in terms of a specific context and a developmental approach.

Critical thinking often begins with simple experiences such as observing a difference, encountering a puzzling question or problem, questioning someone’s statement, and then leads, in some instances to an inquiry, and then to more complex experiences such as interactions and application of higher order thinking skills (e.g., logical reasoning, questioning assumptions, considering and evaluating alternative explanations).

If the individual is not interested in what was observed, an inquiry typically does not begin. Inquiry and critical thinking require motivation along with an inquisitive disposition. The process of critical thinking requires the support of corresponding internal indispositions such as open-mindedness and truth-seeking. Consequently, a disposition to initiate an inquiry (e.g., curiosity) along with an internal inquisitive disposition (e.g., that links a mental habit to something motivating to the individual) are both required (Hitchcock 2018 ). Initiating dispositions are those that contribute to the start of inquiry and critical thinking. Internal dispositions are those that initiate and support corresponding critical thinking skills during the process. Therefore, critical thinking dispositions consist of initiating dispositions and internal dispositions. Besides these factors, critical thinking also involves motivation. Motivation and dispositions are not mutually exclusive, for example, curiosity is a disposition and also a motivation.

Critical thinking abilities and dispositions are two main components of critical thinking, which involve such interrelated cognitive constructs as interpretation, explanation, reasoning, evaluation, synthesis, reflection, judgement, metacognition and self-regulation (Dwyer et al. 2014 ; Davies 2015 ; Ennis 2018 ; Facione 1990 ; Hitchcock 2018 ; Paul and Elder 2006 ). There are also some other abilities such as communication, collaboration and creativity, which are now essential in current society (see https://en.wikipedia.org/wiki/21st_century_skills ). Those abilities along with critical thinking are called the 4Cs; they are individually monitored and regulated through metacognitive and self-regulation processes.

The abilities involved in critical thinking are categorized in Bloom’s taxonomy into higher order skills (e.g., analyzing and synthesizing) and lower level skills (e.g., remembering and applying) (Anderson and Krathwohl 2001 ; Bloom et al. 1956 ).

The thinking process can be depicted as a spiral through both lower and higher order thinking skills. It encompasses several reasoning loops. Some of them might be iterative until a desired outcome is achieved. Each loop might be a mix of higher order thinking skills and lower level thinking skills. Each loop is subject to the self-regulatory mechanism of metacognition and self-regulation.

But, due to the complexity of human thinking, a specific spiral with reasoning loops is difficult to represent. Therefore, instead of a visualized spiral with an indefinite number of reasoning loops, the developmental stages of critical thinking are presented in the diagram (Fig. 1 ).

Besides, most of the definitions of critical thinking are based on the imagination about ideal critical thinkers such as the consensus generated from the Delphi report (Facione 1990 ). However, according to Dreyfus and Dreyfus ( 1980 ), in the course of developing an expertise, students would pass through five stages. Those five stages are “absolute beginner”, “advanced beginner”, “competent performer”, “proficient performer,” and “intuitive expert performer”. Dreyfus and Dreyfus ( 1980 ) described the five stages the result of the successive transformations of four mental functions: recollection, recognition, decision making, and awareness.

In the course of developing critical thinking and expertise, individuals will pass through similar stages which are accompanied with the increasing practices and accumulation of experience. Through the intervention and experience of developing critical thinking, as a novice, tasks are decomposed into context-free features which could be recognized by students without the experience of particular situations. For further improving, students need to be able to monitor their awareness, and with a considerable experience. They can note recurrent meaningful component patterns in some contexts. Gradually, increased practices expose students to a variety of whole situations which enable the students to recognize tasks in a more holistic manner as a professional. On the other hand, with the increasing accumulation of experience, individuals are less likely to depend simply on abstract principles. The decision will turn to something intuitive and highly situational as well as analytical. Students might unconsciously apply rules, principles or abilities. A high level of awareness is absorbed. At this stage, critical thinking is turned into habits of mind and in some cases expertise. The description above presents a process of critical thinking development evolving from a novice to an expert, eventually developing critical thinking into habits of mind.

We mention the five-stage model proposed by Dreyfus and Dreyfus ( 1980 ) to categorize levels of critical thinking and emphasize the developmental nature involved in becoming a critical thinker. Correspondingly, critical thinking is categorized into 5 levels: absolute beginner (novice), advanced beginner (beginner), competent performer (competent), proficient performer (proficient), and intuitive expert (expert).

Ability level and critical thinker (critical thinking) level together represent one of the four dimensions represented in Fig. 1 .

In addition, it is noteworthy that the other two elements of critical thinking are the context and knowledge in which the inquiry is based. Contextual and domain knowledge must be taken into account with regard to critical thinking, as previously argued. Besides, as Hitchcock ( 2018 ) argued, effective critical thinking requires knowledge about and experience applying critical thinking concepts and principles as well.

Critical thinking is considered valuable across disciplines. But except few courses such as philosophy, critical thinking is reported lacking in most school education. Most of researchers and educators thus proclaim that integrating critical thinking across the curriculum (Hatcher 2013 ). For example, Ennis ( 2018 ) provided a vision about incorporating critical thinking across the curriculum in higher education. Though people are aware of the value of critical thinking, few of them practice it. Between 2012 and 2015, in Australia, the demand of critical thinking as one of the enterprise skills for early-career job increased 125% (Statista Research Department, 2016). According to a survey across 1000 adults by The Reboot Foundation 2018 , more than 80% of respondents believed that critical thinking skills are lacking in today’s youth. Respondents were deeply concerned that schools do not teach critical thinking. Besides, the investigation also found that respondents were split over when and how to teach critical thinking, clearly.

In the previous analysis of critical thinking, we presented the mechanism of critical thinking instead of a concise definition. This is because, given the various perspectives of interpreting critical thinking, it is not easy to come out with an unitary definition, but it is essential for the public to understand how critical thinking works, the elements it involves and the relationships between them, so they can achieve an explicit understanding.

In the framework, critical thinking starts from simple experience such as observing a difference, then entering the stage of inquiry, inquiry does not necessarily turn the thinking process into critical thinking unless the student enters a higher level of thinking process or reasoning loops such as re-examining, reasoning, reflection (3Rs). Being an ideal critical thinker (or an expert) requires efforts and time.

According to the framework, simple abilities such as observational skills and inquiry are indispensable to lead to critical thinking, which suggests that paying attention to those simple skills at an early stage of children can be an entry point to critical thinking. Considering the child development theory by Piaget ( 1964 ), a developmental approach spanning multiple years can be employed to help children develop critical thinking at each corresponding development stage until critical thinking becomes habits of mind.

Although we emphasized critical thinking in this paper, for the improvement of intelligence, creative thinking and critical thinking are separable, they are both essential abilities that develop expertise, eventually drive the improvement of HI at human race level.

As previously argued, there is a similar pattern among students who think critically in different domains, but students from different domains might perform differently in creativity because of different thinking styles (Haller and Courvoisier 2010 ). Plus, students have different learning styles and preferences. Personalized learning has been the most appropriate approach to address those differences. Though the way of realizing personalized learning varies along with the development of technologies. Generally, personalized learning aims at customizing learning to accommodate diverse students based on their strengths, needs, interests, preferences, and abilities.

Meanwhile, the advancement of technology including AI is revolutionizing education; students’ learning environments are shifting from technology-enhanced learning environments to smart learning environments. Although lots of potentials are unrealized yet (Spector 2016 ), the so-called smart learning environments rely more on the support of AI technology such as neural networks, learning analytics and natural language processing. Personalized learning is better supported and realized in a smart learning environment. In short, in the current era, personalized learning is to use AI to help learners perform at a higher level making adjustments based on differences of learners. This is the notion with which we conclude – the future lies in using AI to improve HI and accommodating individual differences.

The application of AI in education has been a subject for decades. There are efforts heading to such a direction though personalized learning is not technically involved in them. For example, using AI technology to stimulate critical thinking (Zhu 2015 ), applying a virtual environment for building and assessing higher order inquiry skills (Ketelhut et al. 2010 ). Developing computational thinking through robotics (Angeli and Valanides 2019 ) is another such promising application of AI to support the development of HI.

However, almost all of those efforts are limited to laboratory experiments. For accelerating the development rate of HI, we argue that more emphasis should be given to the development of HI at scale with the support of AI, especially in young children focusing on critical and creative thinking.

In this paper, we argue that more emphasis should be given to HI development. Rather than decreasing the funding of AI, the analysis of progress in artificial and human intelligence indicates that it would be reasonable to see increased emphasis placed on using various AI techniques and technologies to improve HI on a large and sustainable scale. Well, most researchers might agree that AI techniques or the situation might be not mature enough to support such a large-scale development. But it would be dangerous if HI development is overlooked. Based on research and theory drawn from psychology as well as from epistemology, the framework is intended to provide a practical guide to the progressive development of inquiry and critical thinking skills in young children as children represent the future of our fragile planet. And we suggested a sustainable development approach for developing inquiry and critical thinking (See, Spector 2019 ). Such an approach could be realized through AI and infused into HI development. Besides, a project is underway in collaboration with NetDragon to develop gamified applications to develop the relevant skills and habits of mind. A game-based assessment methodology is being developed and tested at East China Normal University that is appropriate for middle school children. The intention of the effort is to refocus some of the attention on the development of HI in young children.

Availability of data and materials

Not applicable.

Abbreviations

Artificial Intelligence

Human Intelligence

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Acknowledgements

We wish to acknowledge the generous support of NetDragon and the Digital Research Centre at the University of North Texas.

Initial work is being funded through the NetDragon Digital Research Centre at the University of North Texas with Author as the Principal Investigator.

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Spector, J.M., Ma, S. Inquiry and critical thinking skills for the next generation: from artificial intelligence back to human intelligence. Smart Learn. Environ. 6 , 8 (2019). https://doi.org/10.1186/s40561-019-0088-z

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Taking critical thinking, creativity and grit online

Published: 09 November 2020
Volume 69 , pages 201–206, ( 2021 )

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Miguel Nussbaum ORCID: orcid.org/0000-0001-5617-5983 1 ,
Camila Barahona 1 ,
Fernanda Rodriguez 1 ,
Victoria Guentulle 1 ,
Felipe Lopez 1 ,
Enrique Vazquez-Uscanga 1 &
Veronica Cabezas 2

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Technology has the potential to facilitate the development of higher-order thinking skills in learning. There has been a rush towards online learning by education systems during COVID-19; this can therefore be seen as an opportunity to develop students’ higher-order thinking skills. In this short report we show how critical thinking and creativity can be developed in an online context, as well as highlighting the importance of grit. We also suggest the importance of heuristic evaluation in the design of online systems to support twenty-first century learning.

Creativity, Criticality and Engaging the Senses in Higher Education: Creating Online Opportunities for Multisensory Learning and Assessment

Strategies for effective faculty involvement in online activities aimed at promoting critical thinking and deep learning

Supporting the Development of Critical Thinking Skills Through Work-Based Learning Activities: A Pilot Experience in the Educational Science Context

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Introduction

This paper is in response to the article “Designing for 21st century learning online: a heuristic method to enable educator learning support roles” (Nacu et al. 2018 ). In this paper, the authors outline a framework for heuristic evaluation when designing online experiences to support twenty-first century learning.

Twenty-first century skills can be key to success in a modern knowledge society. Among these skills, critical thinking is important not only at work, where problem solving is essential, but also in any social setting where adequate decision making is required (Dwyer and Walsh 2020 ). Additionally, creativity helps ensure that the outcomes of critical thinking can be both culturally ingenious as well as treasured (Yeh et al. 2019b ). This is achieved by embracing cognitive abilities in order to create new combinations of ideas (Davis 1969 ).

Technology has been shown to facilitate the development of higher-order thinking skills in learning (Engerman et al. 2018 ). However, in general, schools have failed to take advantage of this by incorporating adequate use of technology into their practices (Olszewski and Crompton 2020 ). Therefore, the rush towards online learning by education systems during COVID-19 can also be seen as an opportunity to develop students’ higher-order thinking skills. One potential drawback with online learning is the distance it creates between peers, thus hindering student engagement and the development of higher-order thinking skills (Dwyer and Walsh 2020 ). We show how this barrier can be overcome when developing critical thinking and creativity in an online context.

Critical thinking

Critical thinking includes the ability to identify the main elements and assumptions of an argument and the relationships between them, as well as drawing conclusions based on the information that is available, evaluating evidence, and self-correcting, among others. It is seen as a self-regulated process that comes from developing skills such as interpretation, analysis, evaluation and explanation; going beyond technical skills. It can therefore be considered a metacognitive process (Saxton et al. 2012 ; Facione 1990 ).

By taking learning online, both self-study and teacher-led sessions can be enhanced through a problem-based learning strategy. In the first stage, students build on a question or topic posed by the teacher, e.g. a mathematical problem or an essay writing assignment. In the second stage, students peer-review their classmates’ responses or essays using a rubric provided by the teacher. Students break down their classmates’ responses and see how they relate to the objective of the activity. They then compare this analysis with the rubric in order to provide feedback. In a third stage, the students develop a new response based on their initial response, the experience of giving feedback, and the feedback they received. This process develops self-evaluation as the students compare their own response with their classmates’ and discover any gaps in their knowledge. It can also develop metacognition as they integrate various sources of knowledge (initial response, feedback received and the experience of giving feedback) when developing a new response. In the final stage, the teacher discusses the different responses with the class. The teacher then compares the students’ work with the expected response and provides a general summary, transferring the responses to different domains.

While Stages 1 through 3 are asynchronous and computer-aided, stage 4 can be synchronous and supported by the use of a web-based video conferencing tool. Active student participation and teacher mediation are both key since interactive and instant feedback has been shown to improve critical thinking (Chang et al. 2020 ).

In addition to the problem-based strategy presented here, other active learning strategies can also be used to develop critical thinking, e.g. structured questioning, role playing, and cooperative learning (Cruz and Dominguez 2020 ). How these might be implemented online is still open to discussion, though heuristic evaluations may be a good alternative given the possibilities presented by online learning as a resource provider, learning broker and learning promoter (Nacu et al. 2018 ).

Creativity is an essential element of the problem-solving process. Creative people often find ways of addressing a problem that others cannot see, while also having the ability to overcome barriers where others may otherwise give up (Kaufman 2016 ). There are different techniques for developing creativity. In-depth learning is facilitated when students represent concepts based on their own personal perceptions (Liu et al. 2018 ). In this sense, analogy can be a powerful tool for boosting creativity. Analogical transfer includes the idea of making analogies by analyzing objects, ideas or concepts across domains, i.e. information is transferred from the known (the original domain) to the unknown (the new domain) by searching for similarities (Shen and Lai 2014 ).

We propose an analogical transfer strategy. In the first stage, the teacher identifies a concept with examples from different domains. This might include showing a video that not only introduces the concept but also provides a context that is both familiar and relatable for the students. In the second stage, students reflect on situations from their own lives where they can apply the concept that is being studied. Here, the use of open-ended questions allows the students’ creativity to be explored in greater depth, while adapting to their different backgrounds and levels of prior knowledge. In the third stage, which is mediated by the teacher, the students discuss their responses from stage 2. The teacher should focus on original responses from different domains, or responses where it is not clear whether the solution is correct.

Stages 1 and 2 can be conducted asynchronously and scaffolded using technology through the inclusion of multimedia and student guides. However, stage 3 should be synchronous and supported by the use of a web-based video conferencing tool. In this way, technology facilitates the development of creativity by facilitating the discovery process, the collection of ideas, and the integration of knowledge (Yang et al. 2018 ). Mediation in stage 3 is therefore key (Giacumo and Savenye 2020 ). Effective teacher-student dialogue can improve the teacher-student relationship and enhance the creative process. Heuristic evaluation can therefore help us understand this relationship by looking at these interactions on the online platform (Nacu et al. 2018 ).

As with any learning process, critical thinking and creativity require students to be both present and focused, which in turn requires grit (Yeh et al. 2019a ). In other words, the way in which students approach their schooling is just as important as what and how we teach them (Tissenbaum 2020 ). Grit should therefore not only be considered an essential element of academic achievement but also as a mental process that activates and/or directs people’s behavior and actions (Datu et al. 2018 , Lan and Moscardino 2019 ). This is particularly relevant in a COVID-19 context, where the pandemic is affecting the wellbeing and mental health of many students, families & communities (OECD 2020 ).

In order to achieve effective student engagement, the objective must be attainable, interesting and accessible (i.e. in their zone of proximal development). The means used to complete the task must be attractive and feel more like a reward than an assignment. Finally, the teacher should work on the students’ persistence, not just in order to complete the task but as an essential quality for everyday life (Barnes 2019 ).

Teacher grit may also be key. As Haderer ( 2020 ) suggests “Why do some teachers stay when others run from the challenges?” In this sense, reflection has been shown to be relevant for teacher efficacy and grit (Haderer 2020 ). Heuristic evaluation methods may therefore allow the educator to understand the learning system as a whole (Nacu et al. 2018 ).

Ending remarks

As indicated in (Nacu et al. 2018 ) we are “faced with the need to create youth-centered spaces that also provide adult facilitation of learning”. Heuristic evaluation can therefore help connect online platforms with students, teachers and twenty-first century skills needs.

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The research results informed in this report were supported by ANID/FONDECYT 1180024.

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Nussbaum, M., Barahona, C., Rodriguez, F. et al. Taking critical thinking, creativity and grit online. Education Tech Research Dev 69 , 201–206 (2021). https://doi.org/10.1007/s11423-020-09867-1

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Critical thinking and problem solving with technology.

Brief Summary: Critical thinking and problem solving is a crucial skill in a technical world that can immediately be applied to academics and careers. A highly skilled individual in this competency can choose the appropriate tool to accomplish a task, easily switch between tools, has a basic understanding of different file types, and can troubleshoot technology when it’s not working properly. They can also differentiate between true information and falsified information online and has basic proficiency in data gathering, processing and interpretation.

Learners with proficient skills in critical thinking and problem solving should be able to:

Troubleshoot computers and mobile devices when issues arise, like restarting the device and checking if it requires a software or operating system update
Move across tools to complete a task (for example, adding PowerPoint slides into a note taking app for annotation)
Differentiate between legitimate and falsified information online
Understand basic file types and know when to use them (for example, the difference between .doc and .pdf files)

Market/Employer Trends: Employers indicate value in employee ability to problem solve using technology, particularly related to drawing information from data to identify and solve challenges. Further, knowing how to leverage technology tools to see a problem, break it down into manageable pieces, and work toward solving is of important value. Employers expect new employees to be able to navigate across common toolsets, making decisions to use the right tool for the right task.

Self-Evaluation:

Key questions for reflection:

How comfortable are you when technology doesn’t work the way you expect?
Do you know basic troubleshooting skills to solve tech issues?
Do you know the key indicators of whether information you read online is reliable?

Strong digital skills in this area could appear as:

Updating your computer after encountering a problem and resolving the issue
Discerning legitimate news sources from illegitimate ones to successfully meet goals
Converting a PowerPoint presentation into a PDF for easy access for peers who can’t use PowerPoint
Taking notes on a phone and seamlessly completing them on a computer

Ways to Upskill:

Ready to grow your strength in this competency? Try:

Reviewing University Libraries’ resources on research and information literacy
Read about troubleshooting in college in the Learner Technology Handbook
Registering for ESEPSY 1359: Critical Thinking and Collaboration in Online Learning

Educator Tips to Support Digital Skills:

Create an assignment in Carmen prompting students to find legitimate peer-reviewed research
Provide links to information literacy resources on research-related assignments or projects for student review
Develop assignments that require using more than one tech tool to accomplish a single task

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Is critical thinking a superpower in the ai era.

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Critical thinking skills are crucial for AI.

AI, particularly generative AI, is having an immediate and dramatic impact on our lives, both personally and professionally. AI enables everyone to become better writers, content creators, coders, and artists. Interestingly, to derive effective value from AI systems, we must also develop our "soft skills”, of which critical thinking becomes one of the most important.

Just a few years ago, to get real benefit from AI, you needed to build and train AI systems which required “hard” skills such as math, programming, or data engineering skills. Now, because of generative AI, you no longer need to be an expert in statistics & probability, calculus, or linear algebra to get value from using Generative AI. You also don’t need knowledge of different algorithms & modeling skills. Instead, you need to use soft skills such as communication, curiosity, problem solving, adaptability, and critical thinking.

Why Critical Thinking is Crucial for AI

There’s no doubt that in today's fast-paced business environment, workers will need to use AI tools to stay ahead in the market. While AI systems will let anyone get a basic grasp of hard skills, the soft skills are proving to be the most important to get value from AI systems. In particular, the soft skill of critical thinking is proving indispensable. Put simply, critical thinking is the ability to get a solid, reliable, and as truthful as possible understanding of information, and then use that understanding to make sound decisions based on that knowledge. This means scrutinizing information, questioning assumptions, and ensuring that conclusions are supported by solid evidence.

When it comes to using generative AI systems, being able to observe, analyze, discern, and ask the right questions is what not only allows you to get the required results from the AI, but also to determine if the outputs are credible, lack bias, and truthful. Critical thinking approaches provide the necessary mental tools to iteratively refine prompts and hone in to get more effective results. Trying different approaches using thinking skills leads to clearer, more accurate results. The ability to analyze complex requirements helps in designing effective prompts and assessing the quality of AI-generated responses.

How To Develop Critical Thinking Skills

Critical thinking skills will only become more important in our AI-driven organizations. This means that people of all ages will need to make sure to develop and use critical thinking skills to be able to stay ahead of the pack. A key approach to develop and refine critical thinking skills is to always approach interactions with AI systems with a healthy dose of skepticism, and question assumptions, especially your own. Ask yourself whether the information going into and out of AI systems make sense and what assumptions are being made. Look for evidence to support or refute these assumptions.

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New android warning shows why iphone is impossible to beat, nsa warns iphone and android users to turn it off and on again.

Additionally, you’ll want to seek evidence. It goes without saying that especially in an AI-generated world, you can’t take what you see, hear, or read at face value. Large language models are known to hallucinate, or confidently provide you with the wrong information. Verify the sources of your information and ensure that your conclusions are backed by solid proof, research, or findings, and dive deeper to find supporting evidence.

Critical thinking also requires you to be aware of potential informational and data biases. Those biases could be represented in your thinking, data, analyses, outputs of LLM systems, or the way in which you utilize or scrutinize AI outputs. Work to observe and identify patterns and trends in data. This involves not just looking at the data, but understanding the context and relationships between different variables.

Key Benefits Of Critical Thinking in an AI-Centric World

As you continue to work on your critical thinking skills, you’ll see many key benefits, especially as more people make use of AI to augment or assist their work. Professionals are often required to make decisions based on various data points and pieces of information. Critical thinking enables you to sift through the mountains of AI-generated information, identify what is relevant, and then make decisions based on accurate interpretations. This is especially the case with generative AI. Without critical thinking, there is a risk of making decisions based on incomplete or incorrect information, which can lead to erroneous, suboptimal, or misleading results.

A key to critical thinking is problem solving skills. Critical thinking helps professionals approach problems systematically, considering all possible solutions and their implications before making decisions. This thorough approach reduces the likelihood of overlooking important factors and increases the chances of finding effective solutions. It also helps you become a better prompt engineer as you’ll not stop until you get a satisfactory response. You are able to evaluate complex situations to make informed decisions. This analytical ability helps in designing effective prompts and assessing the quality of AI-generated responses.

Setting Yourself Apart With Critical Thinking

Individuals who excel in critical thinking will stand out when it comes to the use of AI. These individuals can navigate complex information landscapes, create better results and responses from LLMs, make better informed decisions, iterate more effectively to get desired outcomes, and be more effective when it comes to communicating and sharing results.

The ability to critically evaluate and interpret information is a strategic advantage for those who are working with AI systems. As AI becomes an increasing part of our every day business processes, tools, and interactions, those with strong critical thinking abilities will be better equipped to harness AI’s full potential, driving innovation, better insights, and answers.

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PMC10607682

Critical Thinking: Creating Job-Proof Skills for the Future of Work

Daniela dumitru.

1 Teacher Training Department, Bucharest University of Economic Studies, 010374 Bucharest, Romania

2 Doctoral School of Psychology and Educational Sciences, University of Bucharest, 050663 Bucharest, Romania

Diane F. Halpern

3 Department of Psychology, Claremont McKenna College, Claremont, CA 91711, USA; moc.liamg@nreplahfenaid

In this study, we explore the transformative impact of artificial intelligence (AI) on the job market and argue for the growing importance of critical thinking skills in the face of job automation and changing work dynamics. Advancements in AI have the potential to disrupt various professions, including, for example, programming, legal work, and radiology. However, solely relying on AI systems can lead to errors and misjudgments, emphasizing the need for human oversight. The concept of “job-proof skills” is introduced, highlighting the importance of critical thinking, problem-solving, empathy, ethics, and other human attributes that machines cannot replicate with the same standards and agility. We maintain that critical thinking can be taught and learned through appropriate classroom instruction and transfer-focused approaches. The need for critical thinking skills is further reinforced by the influx of information and the spread of misinformation in the age of social media. Moreover, employers increasingly value critical thinking skills in their workforce, yet there exists a gap between the demand for these skills and the preparedness of college graduates. Critical thinking is not only essential for the future of work, but also for informed citizenship in an increasingly complex world. The potential impact of AI on job disruption, wages, and employment polarization is discussed, highlighting the correlation between jobs requiring critical thinking skills and their resistance to automation. We conclude by discussing collaborative efforts between universities and labor market organizations to adapt curricula and promote the development of critical thinking skills, drawing on examples from European initiatives. The need to prioritize critical thinking skills in education and address the evolving demands of the labor market is emphasized as a crucial step for navigating the future of work and opportunities for workers.

1. Introduction: Critical Thinking: Creating Job-Proof Skills for the Future of Work

The rapid evolution of online technologies has ushered in a paradigm shift in employment, redefining the nature of work and the skills required to succeed in the digital age. This transformative landscape, characterized by the ubiquitous presence of the Internet, social media platforms, and advanced artificial intelligence systems, has created a plethora of new opportunities and challenges in the labor market. As we navigate this digital frontier, it is becoming increasingly clear that traditional employment paradigms are undergoing a profound transformation. The convergence of online technologies with the demands of a networked world has not only created new job opportunities, but it has also disrupted established industries, rendering some job roles obsolete while creating demand for previously unforeseen skills. In this era of unprecedented connectivity and innovation, examining the intricate interplay between online technologies and jobs is paramount as it holds the key to understanding the dynamics of our rapidly evolving workforce.

Artificial intelligence (AI) is disrupting many jobs and promises “to change the way the world works” ( adminGPT 2023, para. 13 ). The number and range of AI programs are increasing at a rapid pace, and they are likely to continually improve to meet user demands. Consider, for example, ChatGPT, which can respond to questions and requests in a way that seems to come from a human rather than a computer program. GPT stands for “generative pretrained transformer”. It is generative in that it can provide responses that it never “learned”; it is pretrained with a large language model ( Bushwick et al. 2023 ). Newer versions can describe visual images, although thus far, they cannot create visual images. Its uses are seemingly endless. It is easy to imagine how such programs can change the lives of blind individuals. In fact, it can and will change the lives of all of us.

In this paper, we argue that these advances in online technologies will make critical thinking (CT) more important than ever before. Many who are preparing to enter the job market, and many who are already employed, will need to adapt to new forms of job automation and different ways of working.

Consider, for example, that an early achievement of ChatGPT was its generation of Python code (a computer language) to compute various tasks, such as data analysis. Apparently, getting ChatGPT to generate code is so easy that several YouTube videos have popped up claiming that they can teach novice users to use ChatGPT to generate code in 90 s. ( Data Professor 2023 ). The benefits are obvious, but so are the potential job losses for people who work in Python. Python coders will need to upgrade their skills, perhaps first becoming experts in the use of ChatGPT and similar programs, but this also has a positive side--they can spend more time working on larger questions such as which analyses are needed, and, of course, carefully reviewing the work produced by AI to ensure that it is accurate and understandable. Early versions of ChatGPT responses often contained errors. A New York lawyer learned the hard way: Steven A. Schwartz, a lawyer for 30 years, used ChatGPT to create a legal document ( Weiser and Schweber 2023 ). It was filled with fake citations and bogus judicial opinions. Sadly, Mr. Schwartz never checked the accuracy of the document he filed in court. The judge was not amused. This highly public and embarrassing event should be a lesson for all of us. Current AI programs cannot be trusted to take over our work, though they may be able to aid or supplement it. However, other AI programs can “read” radiographs more accurately than human radiologists, which provides a benefit to both radiologists and patients. There is an immediate positive effect for this advancement: Radiologists will have more time to directly work with patients, and yes, they must also check the accuracy of the outputs from their programs when presenting diagnoses.

For the rest of us, whether we are students or early or late in our careers, we need to focus on the development of “job-proof skills” in the face of AI advances. A report from the United Nations defines job-proof skills as “conceptual and strategic thinking, problem-solving, empathy, optimism, ethics, emotional intelligence, and judgments are the future-proof skills and attributes that machines will not be able to replicate with the same standards and agility as qualified human beings” ( Elkeiy 2022, para. 5 ). In other words, critical thinking skills will always be needed.

2. What Is Critical Thinking?

Although some scholars in the field of critical thinking have emphasized differences among various definitions, we believe that the commonalities are evident (c.f., Dwyer 2017 ; Nisbett 2015 ; Lipman 1991 ; Fisher 2001 ). There are some differences in the use of terms and several skills might be more important, but all of the definitions (more or less) conform to our preferred definition: “Critical thinking is the use of those cognitive skills and abilities that increase the probability of a desirable outcome. It is purposeful, reasoned, and goal directed. It is the kind of thinking involved in solving problems, formulating inferences, calculating likelihoods, and making decisions. Critical thinkers use these skills appropriately, without prompting, and usually with conscious intent, in a variety of settings. That is, they are predisposed to think critically. When we think critically, we are evaluating the outcomes of our thought processes--how good a decision is or how well a problem is solved. Critical thinking also involves evaluating the thinking process--the reasoning that went into the conclusion we’ve arrived at, or the kinds of factors considered in making a decision” ( Halpern and Dunn 2023, pp. 6–7 ). The reason we need a common definition of critical thinking is that, without it, instructors can and have passed almost anything off as instruction in critical thinking. However, common ground is to be found concerning CT definitions. In a European project, which we shall refer to in Section 4.3 , the critical thinking definition is based on the works of Halpern and Dunn ( 2023 ), Facione ( 1990 ), Paul and Elder ( 2008 ), and Kuhn ( 1999 ). During two debate sessions, 33 international participants from higher education and the labor market defined critical thinking as a deliberate cognitive process guided by conscious, dynamic, self-directed, self-monitored, and self-correcting thought ( Rebelo et al. 2023 ). It relies on both disciplinary and procedural knowledge, along with metacognitive aspects (including metacognitive, meta-strategic, and epistemological dimensions). Critical thinking can be cultivated and enhanced through the development of competencies, and it is facilitated by various attitudes, such as systematic thinking, open-mindedness, empathy, flexibility, and cognitive maturity. Additionally, it encompasses intellectual skills such as reflection, self-regulation, analysis, inference, explanation, synthesis, and systematic thought. Critical thinking not only stimulates problem-solving capabilities but also facilitates effective communication, fosters independent and holistic thinking, and bolsters decision-making and active citizenship ( Pnevmatikos et al. 2021 ).

2.1. Can Critical Thinking Be Learned?

We teach writing, oral communication, and mathematics with the (often implicit) belief that these skills will be learned and transferred to multiple settings both inside and outside of the classroom. There is a large and growing research literature showing that, with appropriate classroom instruction in critical thinking, including specific instruction designed for transfer, the skills will spontaneously transfer and in uncued (i.e., there are no reminders to use the critical thinking skill that was learned in class) situations ( Dumitru 2012 ; Heijltjes et al. 2014 ; Tiruneh 2019 ). Several such studies were presented by Dwyer ( 2017 ) and Halpern and Dunn ( 2023 ). For the sake of brevity, we review just one recent study. The study was designed to counteract the effects of conspiracy theories. When people believe conspiracy theories, they often act in harmful ways–such as refusing to get the COVID-19 vaccine, which resulted in the death of large numbers of people around the world, or attacking the United State Capitol Building on 6 January 2021 in the belief that there was a conspiracy afoot designed to steal the United States 2020 presidential election from Donald Trump. In a review of the research literature on the efficacy of interventions, the researchers found “there was one intervention which was characteristically different to the rest” ( O’Mahony et al. 2023, para. 23 ). It was a semester-long university course in critical thinking that was designed to teach students the difference between good scientific practices and pseudoscience. These courses require effort and commitment, but they are effective. The same conclusion applies to all interventions designed to enhance critical thinking. There are no fast and easy “once and done” strategies that work. This is why we recommend continuous and pervasive coursework to make sure that the learning of CT skills “sticks.”

2.2. The Need for Critical Thinking Skills

Online technologies-related (including AI) job loss and redesign are not the only reasons why we need to concentrate on teaching and learning the skills of critical thinking. COVID-19 left 140 million people out of work, and many of their jobs will never return ( Roslansky 2021 ). We are drowning in a tsunami of information, confronted with advertisements online, in news reports, social media, podcasts, and more. The need to be able to distinguish good information from bad is critical. In addition, employers want to hire people with critical thinking skills. In a recent report by Hart Research Associated ( 2018 ), they found that in an employer survey of 501 business executives, 78% said that critical thinking/analytic reasoning is the most important skill they want in their employees, but they also added that only 34% of college graduates arrive well prepared in critical thinking. This gap between what employers want and their perception of the preparedness of the workforce was larger for critical thinking than for any other area. In fact, every report on the future of work made this same point. Consider this quote from The World Economic Forum ( 2020 ) on the future of jobs: “Skills gaps continue to be high as in-demand skills across jobs change in the next five years. The top skills and skill groups which employers see as rising in prominence in the lead up to 2025 include groups such as critical thinking and analysis as well as problem-solving.” (p. 5). In a report from the Office of the European Union: Key Competences for Lifelong Learning, the commissioner wrote “Critical thinking, media literacy, and communication skills are some of the requirements to navigate our increasingly complex world” ( Navracsics 2019, p. 3 ). Of course, critical thinking is not just needed in the world of work. A true democracy requires an educated citizenry with citizens who can think critically about world social issues, such as the use/threat of AI, war, poverty, climate change, and so much more. Irrational voters are a threat to all of us—and to themselves.

The need to think critically is not new, but it has taken on a new urgency as social media and other forms of communication have made the deliberate spread of misinformation move at the speed of light. There is nothing new about the use of lies, half-truths, and innuendos to get people to believe something that is not true. Anyone can post anything on popular media sites, and this “fake news” is often copied and shared thousands of times. Sometimes the information is spread with a deliberate attempt to mislead; other times, it is copied and spread by people who believe it is true. These messages are often used to discredit political adversaries, create social unrest, and incite fear. It can be a difficult task to determine what to believe and what to discard. Vosoughi et al. ( 2018 ) analyzed data from 126,000 tweets that were spread by approximately 3 million people. How did the researchers discriminate true data from false data? The same way we all should. They used several different fact-checking sites and found 95% to 98% agreement regarding the truth or falsehood of information. They found that false data spread more quickly and more widely than true data because the false data tended to be novel and sensational, rendering it salient and seductive.

In today’s landscape, the imperative to foster critical thinking skills is becoming increasingly apparent as we grapple with the rapid rise of social media and artificial intelligence technologies and their profound impact on the future of work. The confluence of these transformative forces has ushered in a new era characterized by the potential for significant job disruption. As online technologies advance and automation becomes more widespread, certain traditional job roles may become obsolete, requiring the development of innovative skills and adaptability in the workforce. In this context, critical thinking emerges as a central element in preparing individuals to navigate the evolving job market. It equips individuals with the ability to analyze complex information, discern credible sources from the proliferation of social media information, and make informed decisions in an era of blurring boundaries between human and machine contributions to the workforce. Cultivating critical thinking skills will be essential to ensuring that individuals can take advantage of the opportunities presented by new technologies while mitigating the challenges of job disruption in this AI-driven future.

3. Critical Thinking Skills and Job Disruption and Replacement

Eloundou et al. in 2023 estimated that about 15% of all U.S. workers’ jobs could be accomplished much faster and at the same level of quality with currently available AI. There are large differences in the extent to which various occupations and industries will be affected by advancements in AI. For example, tasks that require a high degree of human interaction, highly specialized domain knowledge, or creating innovative technologies will be minimally affected; whereas, other occupations such as providing captions for images or answering questions about a text or document are more likely to be affected. Routine-based jobs in general are more likely to be dislodged by advanced technologies ( Acemoglu 2002 ). Using the basic definitions of skills that are standard in O*Net, Eloundou et al. ( 2023 ) found a clear negative correlation between jobs requiring knowledge of science and critical thinking skills and the likelihood that AI will “take over” the job. These findings reinforce our main point—the best way to gain job-proof skills is with critical thinking.

The effect of online technologies on wages is complicated because of the large number of factors that come together to determine earnings. Acemoglu and Autor ( 2011 ) advocated for a model that simultaneously considers the level of the tasks required for any job (low, medium, and high), where a high level of skill is defined as one that allows employees to perform a variety of tasks, the demand for the tasks, and technological changes that can complement a task or replace it. They assert that employment has become increasingly polarized with the growth in both high education, high wage occupations and low education, and low wage occupations in the United States and the European Union. To understand and predict which occupations will be most disrupted by AI (and other developing technologies), an investigator will need to simultaneously consider all of these variables. Technological advancements can generate shifts in demand, favoring either high- or low-skilled workers. According to Acemoglu and Autor ( 2011 ), we can expect some of the largest disruptive effects at the middle level of skills, where some of the tasks performed at this level can be more easily replaced by new technologies, with widespread employment growth in high- and low-skilled occupations.

4. Business-University Collaborations

The pursuit of promoting high standards of critical thinking in university students across various academic disciplines is a challenging endeavor that should be leveraged through collaboration with stakeholders. In such collaborations, stakeholders can contribute to refining the skills required by learners and bring their own perspectives to academic instruction. This close partnership between universities and stakeholders helps minimize gaps and mismatches in the transition to the labor market, facilitates research collaboration, and increases student motivation.

Collaborations between businesses and universities have gained increasing importance in today’s rapidly evolving educational and economic landscape. These partnerships are instrumental in bridging the gap between academic learning and the real-world skills demanded by the job market. One key aspect of business-university collaboration (BUC) is the alignment of curricula with the dynamic needs of industries. This entails the joint effort of higher education institutions (HEIs) and industry experts to design, develop, and deliver educational programs that equip students with practical, job-ready skills. The curriculum design phase involves tailoring study programs, courses, and modules to address skills gaps and align with the specific requirements of employers.

Moreover, BUC extends beyond the classroom. Collaborations often involve business engagement in educational activities, including guest lectures, internships, co-op programs, and research projects. These interactions provide students with invaluable exposure to real-world scenarios, allowing them to apply theoretical knowledge in practical settings.

In essence, BUC is a multifaceted partnership that benefits both students and businesses. It ensures that educational programs remain relevant, fostering a seamless transition from academia to the workforce. This collaborative approach not only enhances students’ employability but also contributes to the overall growth and innovation of industries.

Operationalizing the collaboration implicates a particular focus on curriculum design, development, and delivery. These involve the collaboration between higher education institutions and labor market partners to create or enhance undergraduate or postgraduate study programs, courses, or modules. This collaborative effort aims to address skills gaps, align curricula with employers’ needs, integrate training initiatives, and improve graduates’ employability. Additionally, curriculum delivery includes various forms of business involvement, such as guest lectures, placements, supervision, mentoring, and work-based learning activities.

While the existing literature often discusses the barriers and motivations for university-business collaboration ( Healy et al. 2014 ; Orazbayeva et al. 2020 ), there is a need for more empirical insights into the roles and responsibilities of each party engaged in joint curriculum design, development, and delivery, as well as lessons learned from these collaborations ( Rebelo et al. 2023 ).

4.1. Why Do We Need Higher Education’s Help?

In the preceding sections of this paper, we delved into the disruptive forces of artificial intelligence (AI) on the job market and the critical need for individuals to adapt to these changes by developing “job-proof skills”. The rise of online technologies such as ChatGPT presents both opportunities and challenges, particularly in fields where middle-level skills are required. To effectively tackle these challenges, we must turn our attention to the pivotal role of education and the cultivation of essential skills such as critical thinking.

We highlighted how AI is rapidly transforming various industries and the need for individuals to adapt to these changes. Moreover, we explored the question of whether critical thinking can be learned, showcasing research evidence that supports the teachability of this skill. Now, we shall explore practical strategies for fostering critical thinking skills through collaborations between universities and businesses. The idea here is to create an educational framework that equips students with the capabilities needed to thrive in the evolving workforce.

Building upon the success of two European projects, “Critical thinking across higher education curricula—CRITHINKEDU” and “Critical thinking for successful jobs—THINK4JOBS”, we argue that incorporating practical experience and CT development through apprenticeships is a possible action for better higher education classes. This collaborative approach between HEI and LMO designed to address the differing perspectives and terminologies used by these two entities regarding critical thinking could be an important curriculum design for the better adaptation of job market technology disruptions.

Research conducted by Eloundou et al. ( 2023 ), which shows that critical thinking skills and science skills are less likely to be taken by AI, compels us to sustain the THINK4JOBS apprenticeship curricula as a possible teaching protocol for critical thinking enhancement to face challenges posed by AI at work.

The results from these projects demonstrate significant progress in students’ critical thinking skills and dispositions. These improvements, as highlighted below in Section 4.3 , underscore the effectiveness of embedding critical thinking in the curriculum. The guidelines formulated for implementing Critical Thinking Blended Apprenticeship Curricula provide a roadmap for educators to follow when effectively integrating critical thinking into their courses.

As we ponder the possibility of a world where critical thinking is widespread, we can envision a future where individuals are equipped to confront the ideological fanaticism that threatens global stability. Critical thinking, as both a cognitive skill and a disposition, has the potential to shape a workforce capable of adapting to the ever-changing landscape of work, making informed decisions, and contributing to a more rational and democratic world. The THINK4JOBS project emphasizes the practical steps taken to prepare students for the future job market and sets the stage for further exploration of the role of critical thinking in addressing global challenges, including AI presence in the job market.

4.2. CRITHINKEDU Proctocol for Critical Thinking Education across Curricula

Given that the best education for the future of work is the acquisition of critical thinking skills, how can we facilitate this sort of education? One way to obtain a job-proof education is to create classes with the help of labor market organizations. Two projects funded by the European Union were designed to bring to life the idea that better communication and collaboration between universities and employers result in a better adaptation of the curriculum, especially a curriculum involving critical thinking skill development.

Between 2016 and 2019, the project “Critical thinking across the European higher education curriculum—CRITHINKEDU” focused on how CT is taught in various academic domains. The CRITHINKEDU project, involving universities across Europe, exemplifies how academia and industry can join forces to bridge the gap between classroom learning and real-world job demands. This initiative aimed to enhance the curriculum by explicitly emphasizing critical thinking skill development. It revealed that employers across various fields value critical thinking, and they perceive it as essential for recent graduates entering the workforce.

The participants were eleven universities from nine European countries (Belgium, Czech Republic, Greece, Italy, Spain, Portugal, Romania, Lithuania, and Ireland; Dominguez 2018). Qualitative research was conducted with 32 focus groups comprised of professionals from various European countries and fields. The findings align with previous studies: “CT is a set of interconnected skills (interpretation, inference, analysis, explanation, evaluation, self-regulation”, see Payan-Carreira et al. ( 2023, p. 16 ), and dispositions (open-mindedness, refection, attentiveness, organization, perseverance, intrinsic goal motivation ( Payan-Carreira et al. 2023 ), essential for recent graduates in response to labor market demands. However, an important consideration is that the practical application of CT varies across professional fields. The participants in this study defined the ideal critical thinker as someone with a cultivated mindset, motivated to learn and improve, and equipped with cognitive and behavioral tools to anticipate, regulate, and monitor their thinking. CT is associated with problem-solving and decision-making and is intertwined with other skills such as proactivity, adaptability, creativity, emotional intelligence, communication, and teamwork. The report from this project also introduced “a European collection of the Critical Thinking skills and dispositions needed in different professional fields for the 21st century” ( Dominguez 2018 ), which categorizes CT skills and dispositions based on professional fields and offers a basis for defining learning objectives and adapting university curricula. This study provides valuable insights from 189 European employers into CT needs in the labor market for new graduates. The interviewed professionals had an obvious preference for CT skills in STEM fields and an obvious preference for dispositions in the Humanities. Social Sciences and bio-medical sciences professionals were equally interested in CT skills and dispositions, with a slight preference for dispositions ( Dominguez 2018, p. 28 ).

4.3. Next Steps: THINK4JOBS Blended Appreticeship Curricula

After the termination of the CRITHINKEDU project, partners from Romania, Greece, Lithuania, and Portugal, with the addition of a new partner from Germany, proposed a new research application: “Critical Thinking for Successful Jobs—THINK4JOBS” ( www.think4jobs.uowm.gr ). The idea was to utilize the results from the previous project and, together with labor market organizations, create new courses that are more adapted to the reality of the future of work. The core element of the classes was explicit teaching of critical thinking, using real-life cases and methods. In an apprenticeship model, critical thinking skills are embedded in a relevant context. The value of realistic contexts is that students can see the need for the skills being taught in a workplace scenario. Relevant contexts enhance student engagement and motivation to learn. Dumitru et al. ( 2021 ) focused on improving students’ critical thinking skills and dispositions through collaboration between Higher Education Institutions (HEIs) and Labor Market Organizations (LMOs). The aim was to bridge the gap between HEI curricula and the expectations of the labor market by incorporating apprenticeships that provide practical experience and CT development.

The process of mapping responses from those in the labor market organizations onto college curricula involved the use of research methods such as observation, focus groups, and documentary analysis, with stakeholders from HEIs and LMOs participating. The findings indicated that while there were no definitive “gaps” between HEIs and LMOs, there were contextual differences in the approach to CT. HEIs focus on long-term career preparation, while LMOs emphasize short-term learning strategies. The terminology and expression of CT also differed between the two contexts. Based on the findings, ten work-based scenarios were created, with one from each discipline involved in the project. Overall, the report ( Dumitru et al. 2021 ) highlighted the different goals and perspectives of HEIs and LMOs regarding CT, emphasizing the need for collaboration and a common understanding of which skills should be included in the college curriculum.

There is a different context in the approach to CT, since HEIs usually use different learning activities, focusing more on career preparation with long-term goals, while LMOs follow compact and short-term learning and teaching strategies. Furthermore, the findings suggest that CT is a new workplace requirement and that HEIs and LMOs do not choose the same terminology when referring to the concept, with HEIs usually choosing scientific terms. Another element that emerged is that CT is generally expressed in a declarative way in higher education institutions, while in LMOs the application to specific cases follows a more procedural approach. Put another way, LMOs are focused on making a profit, while HEI is focused on being socially responsible.

In the second phase of the project, partners ( Pnevmatikos et al. 2021 ) focused on the development of a collaborative training curriculum for Higher Education Instructors and LMO tutors. The purpose of the training was to enhance comprehension and knowledge of critical thinking for both sides of this collaboration, since previous research indicated a potential lack of conceptual and procedural understanding between these two entities. Additionally, the training aimed to facilitate the promotion, support, and evaluation of students’ CT skills within apprenticeship curricula, as well as the creation of blended curricula utilizing an open-source learning platform. The training course encompassed workshops that delved into various aspects of CT, including analyzing and reassembling ideas about CT, formulating a working definition of CT, instructional methodologies, blended learning techniques, usage of a learning platform, CT assessment, and the development of a Memorandum of Understanding (MoU) between higher education institutions and LMOs. The participants’ knowledge about these topics was assessed through pre- and post-training online questionnaires. Although data analysis showed various predicted trends, only perceived self-confidence in the topics covered during the training obtained statistical significance ( Pnevmatikos et al. 2021 ).

In the final report from this project, Payan-Carreira et al. ( 2023 ) presented the results of the implementation of the critical thinking Blended Apprenticeships Curricula (CTBAC) and discussed the improvements in critical thinking skills and dispositions observed in students. The study involved cross-disciplinary analysis and assessed changes before and after the piloting activities. A total of 609 students participated, and their critical thinking skills and dispositions were evaluated.

The consortium chose the Critical Thinking Self-Assessment Scale (CTSAS) developed by Nair ( 2011 ) as an instrument to assess CT skills based on an earlier conceptualization ( Facione 1990 ). The questionnaire has been tested in various geographic and cultural contexts, demonstrating good reliability, internal consistency, and confirmatory factor analysis results. However, the original CTSAS was considered too long to complete, consisting of 115 items, so a shorter version was specifically developed for this project. The short form of the questionnaire (CTSAS-SF) was created through a two-step process. Items with loading weights below .500 were eliminated, resulting in 84 remaining items. Redundant and non-cognitive-focused items were marked for elimination, leaving 60 items. The short form maintained the original scale’s framework and utilized a seven-point Likert scale ranging from 0 (Never) to 6 (Always) for students to respond to items assessing various dimensions and subdimensions of CT skills.

The CTSAS-SF validation process, with confirmatory factor analysis, resulted in two models with equivalent satisfactory goodness-of-fit indices. Model 4, the second-order factor model (RMSEA = .051; TLI = .924; CFI = .927), had a chi-square/df ratio of 2.33. The Cronbach alpha of the overall instrument was excellent (α = .969). Sample items are shown in Table 1 .

Sample items forming Critical Thinking Self-Assessment Scale (CTSAS), Nair ( 2011 ).

Compared to instruments for assessing CT skills, the availability of instruments for measuring critical thinking (CT) dispositions is limited. However, one of the instruments adopted by the consortium to assess CT dispositions is the Student-Educator Negotiated Critical Thinking Dispositions Scale (SENCTDS), which was developed by Quinn et al. ( 2020 ). The scale was validated with a mixed population of Irish and American undergraduate students. The scale considers a variety of CT dispositions that the authors consider important for the labor market and real-world decision-making. Some of the items in the scale combine Facione ’s ( 1990 ) original CT dispositions into new dimensions that are relevant to academic and labor market success, such as organization, perseverance, and intrinsic goal motivation. The scale consists of six dimensions (Reflection, Attentiveness, Open-mindedness, Organization, Perseverance, and Intrinsic Goal Motivation) and presents statements for students to respond to using a 7-point Likert scale. The Likert scale ranges from 1 (strongly disagree) to 7 (strongly agree). The original version of the SENCTDS contains 21 items. The validation process, with confirmatory factor analysis, identified only one model presenting a satisfactory goodness-of-fit index—model 3, comprised of six correlated factors (RMSEA = .054; TLI = .974; CFI = .969) with a chi-square/df ratio of 2.57. The instrument presented a high Cronbach alpha (α = .842), suggesting a strong internal consistency of the instrument. Sample items are presented in Table 2 .

Sample items from Student-Educator Negotiated Critical Thinking Dispositions Scale (SENCTDS), developed by Quinn et al. ( 2020 ).

The analysis showed gains in critical thinking skills and indicated that changes were more prominent in skills than dispositions. All skills (interpretation, analysis, inference, explanation, self-regulation, and evaluation) obtained significant differences between the pretest and posttest, with p ≤ .0001 to all skills, plus the integrated critical thinking skills score was t = 9.705 and p ≤ .0001, which demonstrates strong significant difference between pre- and the posttest. Dispositions displayed no significant differences regarding the integrated score, but showed significant differences in reflection (t = 1.766, p = .079), open-mindedness (t = 2.636, p = .009), organization (t = 2.568, p = .011), and intrinsic goal motivation (t = 1.712, p = .088).

Based on the findings from the implementation of the blended apprenticeship curricula, the following guidelines were formulated for implementing Critical Thinking Blended Apprenticeship Curricula ( Payan-Carreira et al. 2023 ):

Provide an explanation of the importance of critical thinking—Clearly communicate to students why critical thinking is a vital skill in today’s workforce and how it is valued in specific professions. Explicitly incorporate the development of critical thinking as an outcome of the course.
Emphasize continuous and pervasive CT training—To achieve success, there should be a concerted effort across disciplinary curricula to foster students’ critical thinking skills and dispositions. Skills require training, and dispositions necessitate the internalization of desired attitudes. Therefore, sufficient time and a collaborative approach at the disciplinary level are necessary for consistent and significant progress.
Allocate dedicated time—Building on the previous point, it is essential to allocate specific time within the course to work on the proposed critical thinking goals. Students and educators need to schedule activities and create opportunities for preparation, development, and feedback exchange. This ensures that the intervention leads to meaningful, lasting learning.
Establish connections with real-world scenarios—Foster student engagement and improve their perception of learning experiences by incorporating case studies that reflect situations professionals encounter in their daily work. By grounding the learning content in reality, students are more likely to be motivated and actively participate in the educational process.

Foster reflection on CT skills and dispositions—Offer students the chance to reflect on their reasoning processes and the attitudes they have developed throughout their learning experiences. Encouraging reflective thinking enhances the effectiveness of learning interventions and helps cultivate a deeper understanding of one’s experiences.

These steps aim to guide educators in effectively implementing the critical thinking blended apprenticeship curricula while also maximizing the impact of critical thinking development in students.

The two European projects made a great start in integrating the skills that employers want employees to learn from university curricula, but the results are nonetheless provisional. There is not a clear agreement among participating universities regarding how best to teach critical thinking, nor any regarding its importance for future jobs. We urge that more work should be done to nurture critical thinking within university curricula in order to provide our current students—who represent the future of the workforce—the much-wanted job-proof skills they need.

5. European Recommendations and Good Practices

Critical thinking stands as a pivotal goal for European Higher Education Institutions. To facilitate the attainment of this objective, we present an educational protocol that draws from comprehensive research and practical experiences, including insights from the CRITHINKEDU project. This protocol amalgamates insights from both theoretical and empirical studies on critical thinking with practical strategies for its cultivation.

Recommendations go toward signing memorandums of understanding between universities and labor market organizations to cultivate strong partnerships ( Rebelo et al. 2023 ). Effective collaboration between universities and businesses is crucial in fostering critical thinking. This partnership thrives on the synergy that results when academic institutions and businesses combine their expertise, resources, and perspectives. Strategies such as aligning goals, fostering long-term commitment, and promoting a culture of collaboration can strengthen these partnerships and ensure that academic research is harmoniously aligned with real-world needs.

Another recommendation relates to the formulation of compelling goals . Accurate and transparent goals are fundamental to the successful implementation of university-industry collaborations to promote critical thinking. These goals must be clearly defined and easily understood at multiple levels, from the institutional to the program and course levels. Recognition of critical thinking as an overarching goal implies its integration into assessment and evaluation processes.

Another recommendation is to develop flexible curricula . To effectively foster critical thinking, curricula must demonstrate adaptability and responsiveness to emerging trends and market demands. The use of agile curriculum design methodologies and the involvement of business partners in curriculum development is of great value. Approaches such as problem-based and case-based learning facilitate rapid adaptation to evolving market needs, such as the use of AI-powered software to solve work tasks better and faster. Regular feedback mechanisms and ongoing collaboration with business partners ensure that curricula remain relevant and flexible.

Incorporating real-world challenges and case studies into curricula bridges the gap between academia and the business world, creating an environment that encourages experiential learning. The active involvement of business stakeholders in providing relevant challenges plays a key role. Students’ problem-solving skills are enhanced by shifting from traditional teaching methods to project-based, problem-based, or case-based learning. Engaging students through apprenticeships, internships, guest lectures, and seminars immerses them in authentic work environments and fosters their professional development.

Ongoing, multi-faceted evaluation is a cornerstone of the collaboration between higher education and the business community to cultivate critical thinking. Assessment includes measuring learners’ progress in critical thinking, the effectiveness of curricula, and the impact of partnerships through the use of key performance indicators.

Regarding how to implement a critical thinking curriculum, pedagogical research ( Elen et al. 2019 ) suggests that in the development of critical thinking, whether it is regarded as a skill, disposition, or a combination of both, three categories of supportive measures can be identified: modeling, induction, and declaration.

Modeling: Support the development of critical thinking skills by demonstrating what it means to think critically at the institutional, programmatic, and course levels, considering multiple perspectives and alternative viewpoints.

Induction: Support critical thinking development by provoking critical thinking through the presentation of open-ended questions, unstructured tasks, complex problems, and real-world issues. The exact nature of “induction” and how it is implemented may vary across fields and disciplines. Induction can be carried out in a variety of ways; for example, presenting unstructured problems, providing authentic tasks, encouraging constructive controversy, asking “why” questions, or encouraging student autonomy.

Explanation: Promote the development of critical thinking by articulating or explicitly stating what is at stake, what strategies can be used, and what criteria must be met. This explanation can take the form of oral or written communication and should always be explicit and specific. Declaring and making things explicit can be accomplished in a variety of ways, including using critical thinking rubrics, developing elaborate concept maps, providing feedback on critical thinking, and engaging in discussion and reflection on critical issues.

This integrated approach, encompassing university-business collaboration and an educational protocol, underscores the significance of critical thinking in higher education. It provides a structured framework for nurturing this essential skill by aligning objectives, fostering partnerships, adapting curricula, and implementing ongoing evaluation practices. In doing so, educational institutions are better poised to equip students with the critical thinking skills needed to thrive in a rapidly evolving world.

6. Concluding Remarks or Can Critical THINKING Save the World?

In summary, the dynamic interaction between universities, businesses, and the evolving technology landscape, including the rise of artificial intelligence (AI) and online technologies, underscore the critical need to nurture and develop students’ critical thinking skills. As we navigate the challenges posed by AI and the ever-expanding digital realm, collaborative efforts between academia and industry have proven to be instrumental in preparing students for the future job market.

Incorporating real-world experiences, such as apprenticeships, into the curriculum is an important step toward improving students’ critical thinking skills in real-world contexts. Projects such as “Critical thinking across higher education curricula—CRITHINKEDU” and “Critical thinking for successful jobs—THINK4JOBS” have demonstrated the potential of these collaborations to bridge the gap between classroom learning and industry needs. In addition, the development of flexible curricula that can adapt to the evolving needs of the job market, especially considering online technologies, is essential. By integrating real-world challenges and case studies into the curriculum, students gain valuable problem-solving skills and are better prepared to navigate the complexities of the digital age.

Ongoing assessment and evaluation are critical components of this collaborative effort, ensuring that critical thinking remains a central focus and that students are making meaningful progress in acquiring this essential skill.

With the disruption of AI and the ubiquity of online technologies, the integration of critical thinking into higher education curricula is more important than ever. It enables students not only to thrive in a technology-driven world, but also to contribute to a rational, democratic, and globally interconnected society. The partnerships forged between universities and businesses, along with a well-defined educational protocol, provide a roadmap for cultivating these essential skills and preparing students for the challenges and opportunities of the future job market. The imperative to foster critical thinking in university curricula remains a fundamental step in equipping tomorrow’s workforce to navigate the complexities of an AI-influenced job market and a rapidly changing world.

Lilienfeld ( 2007, para. 3 ) said it well: “The greatest threat to the world is ideological fanaticism, by ideological fanaticism I mean the unshakeable conviction that one’s belief system and that of other in-group members is always right and righteous and that others’ belief systems are always wrong and wrong-headed”. Imagine a world where (most or even many) people use the skills of critical thinking. Just maybe, CT could save the world.

The job market will require a psychologically adaptable toolkit, and we propose that critical thinking is an essential component therein. The disruptions imposed by new technological advances such as AI will require students to learn new employable skills because we will need not just an engineer, but a critical thinking engineer; not just a programmer, but a critical thinking programmer; and not just a journalist, but a critical thinking journalist. The dignity of workers—their humanity and our collective survival—may well depend on CT, a very human creation.

Acknowledgments

We sincerely thank Dana Dunn, Moravian University, for comments on an earlier version of this manuscript.

Funding Statement

Daniela Dumitru received funding from European Commission/EACEA, through the ERASMUS+ Programme, “Critical Thinking for Successful Jobs—Think4Jobs” Project, with the reference number 2020-1-EL01-KA203-078797.

Author Contributions

Conceptualization, D.F.H. and D.D.; investigation, D.F.H. and D.D.; resources, D.F.H. and D.D.; writing—original draft preparation, D.F.H. and D.D.; writing—review and editing, D.F.H. and D.D. All authors have read and agreed to the published version of the manuscript.

Conflicts of Interest

The authors declare no conflict of interest.

Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

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Ep. 16 - Preparing Your Kids for a Rapidly Changing Job Market (Part 1 of 2) // Lisa Nehring The Christy-Faith Show

Today’s conversation with Lisa Nehring explores the concept of the fourth industrial revolution and its implications for homeschooling. Christy-Faith and Lisa discuss the rapid changes in technology and the job market, emphasizing the need for adaptable skills and critical thinking. The ladies higlight importance of literacy, self-learning, soft skills, and emotional intelligence. They also touch on the five emerging economies and offer practical advice for homeschooling parents to adapt their teaching methods and curriculum. Takeaways: The fourth industrial revolution is characterized by the merging of technology and humanity, blurring the lines between physical, biological, and digital spheres.Children are likely to have multiple jobs in different industries throughout their lives, and many of the jobs that will exist in the future do not exist yet.To prepare children for the future, focus on developing critical thinking skills, promoting literacy, fostering self-learning, and cultivating soft skills such as communication, collaboration, and creativity.Emotional intelligence is also crucial, as it helps children navigate the global gig economy and work effectively with people from diverse backgrounds.Homeschooling parents can adapt their teaching methods by incorporating literature-based curriculum, engaging in Socratic discussions, and creating space for open and challenging conversations with their children About today’s guest: Lisa Nehring is the owner of True North Homeschool Academy, a 2nd -12th grade full service on-line Academy, as well as “Its Not that Hard to Homeschool” and Blue Collar Homeschool, providing books, tools and online community for families that choose to homeschool. ******************************************* LINKS & RESOURCES Build A Homeschool That Does Right By Your Kids: https://christy-faith.com/pages/thrive Use my Homeschool Success Framework: https://christy-faith.com/pages/thrive#r-1681759143216 It’s time to defeat homeschool doubt and second-guessing forever. Find homeschool-friendly service providers (like doctors, educators, and more): https://www.christy-faiths-list.com Take my FREE 5-Minute Homeschool Style Finder: https://christy-faith.com/pages/christy-faiths-5-minute-homeschool-style-finder Pick up your copy of Christy-Faith’s latest book! Homeschool Rising: Shattering Myths, Finding Courage, and Opting Out of the School System https://christy-faith.com/pages/homeschool-rising-book Links & Free: https://christy-faith.com/pages/links Work with Christy-Faith: https://christy-faith.com/pages/contact ******************************************* SHOW SPONSORS CTC Math - Get 50% off my favorite online math curriculum https://ctcmath.com/how-it-works/home-school Thrive Homeschool Community - Create a homeschool that’s better than any public or private school option https://christy-faith.com/pages/thrive ******************************************* CHAPTERS 00:00 Introduction to the Fourth Industrial Revolution 07:00 Preparing Children for a Rapidly Changing Job Market 10:21 The Importance of Literacy and Critical Thinking 11:20 Developing Self-Learning Skills and Soft Skills 24:08 Adapting Teaching Methods and Curriculum ******************************************* FIND CHRISTY-FAITH HERE TikTok: https://www.tiktok.com/@christy_faith Instagram: https://www.instagram.com/christy_faith_homeschool YouTube: https://www.youtube.com/@christy-faith Pinterest: https://www.pinterest.com/ChristyFaithHomeschooling Facebook: https://www.facebook.com/ChristyFaithHomeschool Threads: https://www.threads.net/@christy_faith_homeschool X (Twitter): https://twitter.com/Christy_Faith_1 (00:00) - Introduction to the Fourth Industrial Revolution  (07:00) - Preparing Children for a Rapidly Changing Job Market  (10:21) - The Importance of Literacy and Critical Thinking  (11:20) - Developing Self-Learning Skills and Soft Skills  (24:08) - Adap

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Is technology producing a decline in critical thinking and analysis
UCLA psychology professor Patricia Greenfield analyzed more than 50 studies on learning and technology, and found that technology has reduced our skills in critical thinking and analysis, while improving our visual skills. She suggests a balanced media diet, more reading for pleasure, and less multi-tasking to enhance learning.
Using Technology To Develop Students' Critical Thinking Skills
Learn how to use online tools to create activities that promote lower-level and higher-level critical thinking skills in your courses. See examples of reflection, peer review, discussion, small group, and digital storytelling activities and how to assess them.
Does Technology Help Boost Students' Critical Thinking Skills?
The Reboot Foundation was started—and funded—by Helen Bouygues , whose background is in business, to explore the role of technology in developing critical thinking skills. It was inspired by ...
Assessing Critical Thinking in the Digital Era
Technology is poised to revolutionize education. Instead of being disrupted by the new tech, schools should participate in its development. ... Critical thinking is a complex skill that involves the ability to analyze and evaluate information, think creatively, and make reasoned judgments, as Richard Paul and Linda Elder outline in their 2019 ...
How Does Technology Affect Critical Thinking?
Learn how technology can improve or hinder your critical thinking skills depending on the type and context of technology. Explore the impact of technology on education, learning, simulations, and social media.
Enhancing critical thinking skills with AI-assisted technology
This example demonstrates how AI can be used to enhance learners' critical thinking skills . At every point in the activity, learners are asked to question the assumptions behind the chatbot's answer and learn to be more critical of the information that they come across. By putting learners in control of the materials that they are using to ...
Using technology to teach critical thinking skills
Fortunately, research has uncovered five ways technology can be used to teach critical thinking skills. 1. Interactive activities can stimulate student interest and improve academic achievement. Education researchers agree that engaging students in interactive, multisensory activities that promote elaboration, questioning, and explanation can ...
Leveraging Technology to Develop Students' Critical Thinking Skills
This article describes the nexus of the Technological Pedagogical and Content Knowledge (TPACK) framework, principles of the Backward Curriculum Design process, and the Education 1.0, 2.0, & 3.0 communication flows working together to help TK-12 educators leverage technology tools to support the development of students' critical thinking skills.
Bridging critical thinking and transformative learning: The role of
In recent decades, approaches to critical thinking have generally taken a practical turn, pivoting away from more abstract accounts - such as emphasizing the logical relations that hold between statements (Ennis, 1964) - and moving toward an emphasis on belief and action.According to the definition that Robert Ennis (2018) has been advocating for the last few decades, critical thinking is ...
Developing Students' Critical Thinking Skills and Argumentation
Critical thinking skills that include the ability to evaluate arguments and counterarguments in a variety of contexts are very important, and effective argumentation is the focal point of criticism and the informed decision (Nussbaum, 2008).Argumentation is defined as the process of making claims about a scientific subject, supporting them with data, using warrants, and criticizing, refuting ...
Leveraging Technology to Develop Students' Critical Thinking Skills
how technology can be leveraged to support students ' critical thinking skills. Ed 1.0, 2.0 & 3.0: A Scaffold to Analyze and Select the Integration of T echnology T ools
Thinking critically about critical thinking dispositions in technology
The development of critical thinking skills is key to unlocking a lifetime of learning (Trilling and Fadel 2009).Critical thinking has, in fact, become an increasingly important feature in the educational policies of many countries (Binkley et al. 2012).In South Africa, the Department of Basic Education has also articulated the need for learners to think critically.
What Are Critical Thinking Skills and Why Are They Important?
According to the University of the People in California, having critical thinking skills is important because they are [ 1 ]: Universal. Crucial for the economy. Essential for improving language and presentation skills. Very helpful in promoting creativity. Important for self-reflection.
Critical Thinking & Informed Decision-Making
The goal, as posited by Dr. Wagner and Dr. Amabile is to create innovative, creative, and knowledgable learners with strong critical thinking, problem-solving, and decision-making skills. In order to nurture these 21st-century competencies, educators must be able to teach and assess them using clearly defined metrics.
Inquiry and critical thinking skills for the next generation: from
For example, using AI technology to stimulate critical thinking (Zhu 2015), applying a virtual environment for building and assessing higher order inquiry skills (Ketelhut et al. 2010). Developing computational thinking through robotics (Angeli and Valanides 2019) is another such promising application of AI to support the development of HI.
Full article: The rise of technology and impact on skills
The first section begins with a literature review of how technology impacts jobs and skills. This is followed by a discussion of implications for education and skills supply. ... and economic growth has been well established. Cognitive skills - both foundational and higher-order skills such as critical thinking, analyzing, and problem-solving ...
Taking critical thinking, creativity and grit online
Technology has the potential to facilitate the development of higher-order thinking skills in learning. There has been a rush towards online learning by education systems during COVID-19; this can therefore be seen as an opportunity to develop students' higher-order thinking skills. In this short report we show how critical thinking and creativity can be developed in an online context, as ...
RESEARCH PAPER Twisted thinking: Technology, values and critical thinking
critical thinking carve out no space for the critical scrutiny of values. We will argue that we need critical thinking that focuses on values instead of taking them as unexamined starting points. In order to play a crucial role in helping to align values and technology, critical thinking needs to be modified and refocused on values.
(PDF) Critical Thinking and Digital Technologies: Concepts
The ﬁrst part consists of the. conceptual framewor k about, technology use in education, critical thinking, the eﬀect of technology on. critical thinking and new technologies used to develop ...
What Is Critical Thinking?
Critical thinking is the ability to effectively analyze information and form a judgment. To think critically, you must be aware of your own biases and assumptions when encountering information, and apply consistent standards when evaluating sources. Critical thinking skills help you to: Identify credible sources. Evaluate and respond to arguments.
(PDF) The Interplay of Technology and Critical Thinking Skills in the
In this age of information technology and globalization there is an inherent need for students to be prepared in such a way that they use critical thinking skills proactively. With current ...
Critical Thinking and Problem Solving with Technology
Brief Summary: Critical thinking and problem solving is a crucial skill in a technical world that can immediately be applied to academics and careers.A highly skilled individual in this competency can choose the appropriate tool to accomplish a task, easily switch between tools, has a basic understanding of different file types, and can troubleshoot technology when it's not working properly.
What Is Critical Thinking and Why Is It Important?
Critical Thinking and Technology. The information and misinformation available on the internet have increased the need for critical thinking skills. Every person on the planet with internet access and a device can share information with others—which is both beautiful and challenging. Technology creates opportunities for growth and community ...
Is Critical Thinking A Superpower In The AI Era?
Critical thinking is an essential soft skill that empowers professionals to navigate and harness AI technologies effectively in today's digital age.
Technology and Critical Thinking: How Do We Keep Young Minds Engaged?
For years, experts have been evaluating the impact of technology on critical thinking skills. According to Patricia Greenfield, UCLA professor of psychology and director of the Children's Digital Media Center, children's critical thinking skills are getting worse while their visual skills are improving. She analyzed more than 50 studies on ...
Critical Thinking: Creating Job-Proof Skills for the Future of Work
Critical thinking, as both a cognitive skill and a disposition, has the potential to shape a workforce capable of adapting to the ever-changing landscape of work, making informed decisions, and contributing to a more rational and democratic world. ... It enables students not only to thrive in a technology-driven world, but also to contribute to ...
Advance Your Career with Critical Thinking and Tech
By applying critical thinking to assess and adopt new technologies, you can not only improve your work efficiency but also showcase your value as a forward-thinking professional.
Precision Machine Technology
This degree option provides education and training using advanced machine technology, Instruction covers basic technology using hands-on activities which includes CadCam for CNC's. ... a Social Sciences course to satisfy the Scientific Inquiry requirement should take a Humanities course to satisfy the Critical Thinking/Creativity and Social ...
‎The Christy-Faith Show: Ep. 16
Today's conversation with Lisa Nehring explores the concept of the fourth industrial revolution and its implications for homeschooling. Christy-Faith and Lisa discuss the rapid changes in technology and the job market, emphasizing the need for adaptable skills and critical thinking. The ladies higli…
Big Data: Latest Articles, News & Trends
Big Data Big Data 8 Best Data Science Tools and Software . Apache Spark and Hadoop, Microsoft Power BI, Jupyter Notebook and Alteryx are among the top data science tools for finding business insights.

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What Is Critical Thinking?

Types of Critical Thinking Skills

Using Online Tools to Teach Critical Thinking Skills

Pulling it All Together

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Does Technology Help Boost Students’ Critical Thinking Skills?

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Assessing Critical Thinking in the Digital Era

The Importance of Assessment

A Partnership Between Industry and Academia

At the Forefront of Disruption

How Does Technology Affect Critical Thinking?

Impact of Technology on Critical Thinking

How Does Technology Improve Critical Thinking?

Education and Learning

Simulations

Social Media

Is Technology Killing Critical Thinking?

Final Thoughts

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History of Critical Thinking

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Introduction

Background Information

21st Century Learning

21st Century Competencies

Critical Thinking & Decision Making

Definition and Importance of Critical Thinking

Teaching and Assessing Critical Thinking

Applications

Information Communication Technology (ICT)

Educational Technology Example

Conclusions and Future Recommendations

Appendix A: ACER Critical thinking skill development framework

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Inquiry and critical thinking skills for the next generation: from artificial intelligence back to human intelligence

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Taking critical thinking, creativity and grit online

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Creativity, Criticality and Engaging the Senses in Higher Education: Creating Online Opportunities for Multisensory Learning and Assessment

Strategies for effective faculty involvement in online activities aimed at promoting critical thinking and deep learning

Supporting the Development of Critical Thinking Skills Through Work-Based Learning Activities: A Pilot Experience in the Educational Science Context

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