list 10 critical thinking skills

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• Published: 31 August 2024

Development and validation of a higher-order thinking skills (HOTS) scale for major students in the interior design discipline for blended learning

• Dandan Li 1 ,
• Xiaolei Fan 2 &
• Lingchao Meng 3  

Scientific Reports volume  14 , Article number:  20287 ( 2024 ) Cite this article

Metrics details

• Environmental social sciences

Assessing and cultivating students’ HOTS are crucial for interior design education in a blended learning environment. However, current research has focused primarily on the impact of blended learning instructional strategies, learning tasks, and activities on the development of HOTS, whereas few studies have specifically addressed the assessment of these skills through dedicated scales in the context of blended learning. This study aimed to develop a comprehensive scale for assessing HOTS in interior design major students within the context of blended learning. Employing a mixed methods design, the research involved in-depth interviews with 10 education stakeholders to gather qualitative data, which informed the development of a 66-item soft skills assessment scale. The scale was administered to a purposive sample of 359 undergraduate students enrolled in an interior design program at a university in China. Exploratory and confirmatory factor analyses were also conducted to evaluate the underlying factor structure of the scale. The findings revealed a robust four-factor model encompassing critical thinking skills, problem-solving skills, teamwork skills, and practical innovation skills. The scale demonstrated high internal consistency (Cronbach's alpha = 0.948–0.966) and satisfactory convergent and discriminant validity. This scale provides a valuable instrument for assessing and cultivating HOTS among interior design major students in blended learning environments. Future research can utilize a scale to examine the factors influencing the development of these skills and inform instructional practices in the field.

Introduction

In the contemporary landscape of the twenty-first century, students face numerous challenges that necessitate the development of competitive skills, with a particular emphasis on the cultivation of HOTS 1 , 2 , 3 , this has become a crucial objective in educational reform. Notably, it is worth noting that the National Education Association (NEA, 2012) has clearly identified critical thinking and problem-solving, communication, collaboration, creativity, and innovation as key competencies that students must possess in the current era, which are considered important components of twenty-first century skills 4 , 5 , 6 , 7 . As learners in the fields of creativity and design, students in the interior design profession also need to possess HOTS to address complex design problems and the evolving demands of the industry 8 , 9 .

Currently, blended learning has become an important instructional model in interior design education 10 , 11 . It serves as a teaching approach that combines traditional face-to-face instruction with online learning, providing students with a more flexible and personalized learning experience 12 , 13 . Indeed, several scholars have recognized the benefits of blended learning in providing students with diverse learning resources, activities, and opportunities for interaction, thereby fostering HOTS 14 , 15 , 16 , 17 . For example, blended learning, as evidenced by studies conducted by Anthony et al. 10 and Castro 11 , has demonstrated its efficacy in enhancing students' HOTS. The integration of online resources, virtual practices, and online discussions in blended learning fosters active student engagement and improves critical thinking, problem solving, and creative thinking skills. Therefore, teachers need to determine appropriate assessment methods and construct corresponding assessment tasks to assess students' expected learning outcomes. This decision requires teachers to have a clear understanding of students' learning progress and the development of various skills, whereas students have knowledge of only their scores and lack awareness of their individual skill development 18 , 19 .

Nevertheless, the precise assessment of students' HOTS in the blended learning milieu poses a formidable challenge. The dearth of empirically validated assessment tools impedes researchers from effectively discerning students' levels of cognitive aptitude and developmental growth within the blended learning realm 20 , 21 , 22 . In addition, from the perspective of actual research topics, current studies on blended learning focus mainly on the "concept, characteristics, mechanisms, models, and supporting technologies of blended learning 23 . " Research on "measuring students' HOTS in blended learning" is relatively limited, with most of the focus being on elementary, middle, and high school students 24 , 25 . Few studies have specifically examined HOTS measurement in the context of university students 26 , 27 , particularly in practical disciplines such as interior design. For example, Bervell et al. 28 suggested that the lack of high-quality assessment scales inevitably impacts the quality of research. Additionally, Schmitt 29 proposed the “Three Cs” principle for measurement, which includes clarity, coherence, and consistency. He highlighted that high-quality assessment scales should possess clear and specific measurement objectives, logically coherent items, and consistent measurement results to ensure the reliability and validity of the data. This reflects the importance of ensuring the alignment of the measurement goals of assessment scales with the research questions and the content of the discipline in the design of assessments.

The development of an assessment scale within the blended learning environment is expected to address the existing gap in measuring and assessing HOTS scores in interior design education. This scale not only facilitates the assessment of students' HOTS but also serves as a guide for curriculum design, instructional interventions, and student support initiatives. Ultimately, the integration of this assessment scale within the blended learning environment has the potential to optimize the development of HOTS among interior design students, empowering them to become adept critical thinkers, creative problem solvers, and competent professionals in the field.

Therefore, this study follows a scientific scale development procedure to develop an assessment scale specifically designed to measure the HOTS of interior design students in blended learning environments. This endeavor aims to provide educators with a reliable instrument for assessing students' progress in cultivating and applying HOTS, thus enabling the implementation of more effective teaching strategies and enhancing the overall quality of interior design education. The research questions are as follows:

What key dimensions should be considered when developing a HOTS assessment scale to accurately capture students' HOTS in an interior design major blended learning environment?

How can an advanced thinking skills assessment scale for blended learning in interior design be developed?

How can the reliability and validity of the HOTS assessment scale be verified and ensured, and is it reliable and effective in the interior design of major blended learning environments?

Key dimensions of HOTS assessment scale in an interior design major blended learning environment

The research results indicate that in the blended learning environment of interior design, this study identified 16 initial codes representing key dimensions for enhancing students' HOTS. These codes were further categorized into 8 main categories and 4 overarching themes: critical thinking, problem-solving, teamwork skills and practical innovation skills. They provide valuable insights for data comprehension and analysis, serving as a comprehensive framework for the HOTS scale. Analyzing category frequency and assessing its significance and universality in a qualitative dataset hold significant analytical value 30 , 31 . High-frequency terms indicate the central position of specific categories in participants' narratives, texts, and other data forms 32 . Through interviews with interior design experts and teachers, all core categories were mentioned more than 20 times, providing compelling evidence of their universality and importance within the field of interior design's HOTS dimensions. As shown in Table 1 .

Themes 1: critical thinking skills

Critical thinking skills constitute a key core category in blended learning environments for interior design and are crucial for cultivating students' HOTS. This discovery emphasizes the importance of critical thinking in interior design learning. This mainly includes the categories of logical reasoning and judgment, doubt and reflection, with a frequency of more than 8, highlighting the importance of critical thinking skills. Therefore, a detailed discussion of each feature is warranted. As shown in Table 2 .

Category 1: logical reasoning and judgment

The research results indicate that in a blended learning environment for interior design, logical reasoning and judgment play a key role in cultivating critical thinking skills. Logical reasoning refers to inferring reasonable conclusions from information through analysis and evaluation 33 . Judgment is based on logic and evidence for decision-making and evaluation. The importance of these concepts lies in their impact on the development and enhancement of students' HOTS. According to the research results, interior design experts and teachers unanimously believe that logical reasoning and judgment are very important. For example, as noted by Interviewee 1, “For students, logical reasoning skills are still very important. Especially in indoor space planning, students use logical reasoning to determine whether the layout of different functional areas is reasonable”. Similarly, Interviewee 2 also stated that “logical reasoning can help students conduct rational analysis of various design element combinations during the conceptual design stage, such as color matching, material selection, and lighting application”.

As emphasized by interviewees 1 and 2, logical reasoning and judgment are among the core competencies of interior designers in practical applications. These abilities enable designers to analyze and evaluate design problems and derive reasonable solutions from them. In the interior design industry, being able to conduct accurate logical reasoning and judgment is one of the key factors for success. Therefore, through targeted training and practice, students can enhance their logical thinking and judgment, thereby better addressing design challenges and providing innovative solutions.

Category 2: skepticism and reflection

Skepticism and reflection play crucial roles in cultivating students' critical thinking skills in a blended learning environment for interior design. Doubt can prompt students to question and explore information and viewpoints, whereas reflection helps students think deeply and evaluate their own thinking process 34 . These abilities are crucial for cultivating students' higher-order thinking skills. According to the research findings, most interior design experts and teachers agree that skepticism and reflection are crucial. For example, as noted by interviewees 3, “Sometimes, when facing learning tasks, students will think about how to better meet the needs of users”. Meanwhile, Interviewee 4 also agreed with this viewpoint. As emphasized by interviewees 3 and 4, skepticism and reflection are among the core competencies of interior designers in practical applications. These abilities enable designers to question existing perspectives and practices and propose innovative design solutions through in-depth thinking and evaluation. Therefore, in the interior design industry, designers with the ability to doubt and reflect are better able to respond to complex design needs and provide clients with unique and valuable design solutions.

Themes 2: problem-solving skills

The research findings indicate that problem-solving skills constitute a key core category in blended learning environments for interior design and are crucial for cultivating students' HOTS. This discovery emphasizes the importance of problem-solving skills in interior design learning. Specifically, categories such as identifying and defining problems, as well as developing and implementing plans, have been studied more than 8 times, highlighting the importance of problem-solving skills. Therefore, it is necessary to discuss each function in detail to better understand and cultivate students' problem-solving skills. As shown in Table 3 .

Category 1: identifying and defining issues

The research findings indicate that in a blended learning environment for interior design, identifying and defining problems play a crucial role in fostering students' problem-solving skills. Identifying and defining problems require students to possess the ability to analyze and evaluate problems, enabling them to accurately determine the essence of the problems and develop effective strategies and approaches to solve them 35 . Interior design experts and teachers widely recognize the importance of identifying and defining problems as core competencies in interior design practice. For example, Interviewee 5 emphasized the importance of identifying and defining problems, stating, "In interior design, identifying and defining problems is the first step in addressing design challenges. Students need to be able to clearly identify the scope, constraints, and objectives of the problems to engage in targeted thinking and decision-making in the subsequent design process." Interviewee 6 also supported this viewpoint. As stressed by Interviewees 5 and 6, identifying and defining problems not only require students to possess critical thinking abilities but also necessitate broad professional knowledge and understanding. Students need to comprehend principles of interior design, spatial planning, human behavior, and other relevant aspects to accurately identify and define problems associated with design tasks.

Category 2: developing and implementing a plan

The research results indicate that in a blended learning environment for interior design, developing and implementing plans plays a crucial role in cultivating students' problem-solving abilities. The development and implementation of a plan refers to students identifying and defining problems, devising specific solutions, and translating them into concrete implementation plans. Specifically, after determining the design strategy, students refine it into specific implementation steps and timelines, including drawing design drawings, organizing PPT reports, and presenting design proposals. For example, Interviewee 6 noted, “Students usually break down design strategies into specific tasks and steps by refining them.” Other interviewees also unanimously support this viewpoint. As emphasized by respondent 6, developing and implementing plans can help students maintain organizational, systematic, and goal-oriented problem-solving skills, thereby enhancing their problem-solving skills.

Themes 3: teamwork skills

The research results indicate that teamwork skills constitute a key core category in blended learning environments for interior design and are crucial for cultivating students' HOTS. This discovery emphasizes the importance of teamwork skills in interior design learning. This mainly includes communication and coordination and division of labor and collaboration, which are mentioned frequently in the interview documents. Therefore, it is necessary to discuss each function in detail to better understand and cultivate students' teamwork skills. As shown in Table 4 .

Category 1: communication and coordination

The research results indicate that communication and collaboration play crucial roles in cultivating students' teamwork abilities in a blended learning environment for interior design. Communication and collaboration refer to the ability of students to effectively share information, understand each other's perspectives, and work together to solve problems 36 . Specifically, team members need to understand each other's resource advantages integrate and share these resources to improve work efficiency and project quality. For example, Interviewee 7 noted, “In interior design, one member may be skilled in spatial planning, while another member may be skilled in color matching. Through communication and collaboration, team members can collectively utilize this expertise to improve work efficiency and project quality.” Other interviewees also unanimously believe that this viewpoint can promote students' teamwork skills, thereby promoting the development of their HOTS. As emphasized by the viewpoints of these interviewees, communication and collaboration enable team members to collectively solve problems and overcome challenges. Through effective communication, team members can exchange opinions and suggestions with each other, provide different solutions, and make joint decisions. Collaboration and cooperation among team members contribute to brainstorming and finding the best solution.

Category 2: division of labor and collaboration

The research results indicate that in the blended learning environment of interior design, the division of labor and collaboration play crucial roles in cultivating students' teamwork ability. The division of labor and collaboration refer to the ability of team members to assign different tasks and roles in a project based on their respective expertise and responsibilities and work together to complete the project 37 . For example, Interviewee 8 noted, “In an internal design project, some students are responsible for space planning, some students are responsible for color matching, and some students are responsible for rendering production.” Other interviewees also support this viewpoint. As emphasized by interviewee 8, the division of labor and collaboration help team members fully utilize their respective expertise and abilities, promote resource integration and complementarity, cultivate a spirit of teamwork, and enable team members to collaborate, support, and trust each other to achieve project goals together.

Themes 4: practical innovation skills

The research results indicate that practical innovation skills constitute a key core category in blended learning environments for interior design and are crucial for cultivating students' HOTS. This discovery emphasizes the importance of practical innovation skills in interior design learning. This mainly includes creative conception and design expression, as well as innovative application of materials and technology, which are often mentioned in interview documents. Therefore, it is necessary to discuss each function in detail to better understand and cultivate students' practical innovation skills. As shown in Table 5 .

Category 1: creative conception and design expression

The research results indicate that in the blended learning environment of interior design, creative ideation and design expression play crucial roles in cultivating students' practical and innovative skills. Creative ideation and design expression refer to the ability of students to break free from traditional thinking frameworks and try different design ideas and methods through creative ideation, which helps stimulate their creativity and cultivate their ability to think independently and solve problems. For example, interviewee 10 noted that "blended learning environments combine online and offline teaching modes, allowing students to acquire knowledge and skills more flexibly. Through learning and practice, students can master various expression tools and techniques, such as hand-drawn sketches, computer-aided design software, model making, etc., thereby more accurately conveying their design concepts." Other interviewees also expressed the importance of this viewpoint, emphasizing the importance of creative ideas and design expression in blended learning environments that cannot be ignored. As emphasized by interviewee 10, creative ideation and design expression in the blended learning environment of interior design can not only enhance students' creative thinking skills and problem-solving abilities but also strengthen their application skills in practical projects through diverse expression tools and techniques. The cultivation of these skills is crucial for students' success in their future careers.

Category 2: innovative application of materials and technology

Research findings indicate that the innovative application of materials and technology plays a crucial role in developing students' practical and creative skills within a blended learning environment for interior design. The innovative application of materials and technology refers to students' exploration and utilization of new materials and advanced technologies, enabling them to overcome the limitations of traditional design thinking and experiments with diverse design methods and approaches. This process not only stimulates their creativity but also significantly enhances their problem-solving skills. Specifically, the innovative application of materials and technology involves students gaining a deep understanding of the properties of new materials and their application methods in design, as well as becoming proficient in various advanced technological tools and equipment, such as 3D printing, virtual reality (VR), and augmented reality (AR). These skills enable students to more accurately realize their design concepts and effectively apply them in real-world projects.

For example, Interviewee 1 stated, "The blended learning environment combines online and offline teaching modes, allowing students to flexibly acquire the latest knowledge on materials and technology and apply these innovations in real projects." Other interviewees also emphasized the importance of this view. Therefore, the importance of the innovative application of materials and technology in a blended learning environment cannot be underestimated. As emphasized by interviewee 1, the innovative application of materials and technologies is crucial in the blended learning environment of interior design. This process not only enables students to flexibly acquire the latest materials and technical knowledge but also enables them to apply these innovations to practice in practical projects, thereby improving their practical abilities and professional ethics.

In summary, through research question 1 research, the dimensions of the HOTS assessment scale in blended learning for interior design include four main aspects: critical thinking skills, problem-solving skills, teamwork skills, and practical innovation skills. Based on the assessment scales developed by previous scholars in various dimensions, the researcher developed a HOTS assessment scale suitable for blended learning environments in interior design and collected feedback from interior design experts through interviews.

Development of the HOTS assessment scale

The above research results indicate that the dimensions of the HOTS scale mainly include critical thinking, problem-solving, teamwork skills and practical innovation skills. The dimensions of a scale represent the abstract characteristics and structure of the concept being measured. Since these dimensions are often abstract and difficult to measure directly, they need to be converted into several concrete indicators that can be directly observed or self-reported 38 . These concrete indicators, known as dimension items, operationalize the abstract dimensions, allowing for the measurement and evaluation of various aspects of the concept. This process transforms the abstract dimensions into specific, measurable components. The following content is based on the results of research question 1 to develop an advanced thinking skills assessment scale for mixed learning in interior design.

Dimension 1: critical thinking skills

The research results indicate that critical thinking skills constitute a key core category in blended learning environments for interior design and are crucial for cultivating students' HOTS. Critical thinking skills refer to the ability to analyze information objectively and make a reasoned judgment 39 . Scholars tend to emphasize this concept as a method of general skepticism, rational thinking, and self-reflection 7 , 40 . For example, Goodsett 26 suggested that it should be based on rational skepticism and careful thought about external matters as well as open self-reflection about internal thoughts and actions. Moreover, the California Critical Thinking Disposition Inventory (CCTDI) is widely used to measure critical thinking skills, including dimensions such as seeking truth, confidence, questioning and courage to seek truth, curiosity and openness, as well as analytical and systematic methods 41 . In addition, maturity means continuous adjustment and improvement of a person's cognitive system and learning activities through continuous awareness, reflection, and self-awareness 42 . Moreover, Nguyen 43 confirmed that critical thinking and cognitive maturity can be achieved through these activities, emphasizing that critical thinking includes cognitive skills such as analysis, synthesis, and evaluation, as well as emotional tendencies such as curiosity and openness.

In addition, in a blended learning environment for interior design, critical thinking skills help students better understand, evaluate, and apply design knowledge and skills, cultivating independent thinking and innovation abilities 44 . If students lack these skills, they may accept superficial information and solutions without sufficient thinking and evaluation, resulting in the overlooking of important details or the selection of inappropriate solutions in the design process. Therefore, for the measurement of critical thinking skills, the focus should be on cognitive skills such as analysis, synthesis, and evaluation, as well as curiosity and open mindedness. The specific items for critical thinking skills are shown in Table 6 .

Dimension 2: problem-solving skills

Problem-solving skills constitute a key core category in blended learning environments for interior design and are crucial for cultivating students' HOTS. Problem-solving skills involve the ability to analyze and solve problems by understanding them, identifying their root causes, and developing appropriate solutions 45 . According to the 5E-based STEM education approach, problem-solving skills encompass the following abilities: problem identification and definition, formulation of problem-solving strategies, problem representation, resource allocation, and monitoring and evaluation of solution effectiveness 7 , 46 . Moreover, D'zurilla and Nezu 47 and Tan 48 indicated that attitudes, beliefs, and knowledge skills during problem solving, as well as the quality of proposed solutions and observable outcomes, are demonstrated. In addition, D'Zurilla and Nezu devised the Social Problem-Solving Inventory (SPSI), which comprises seven subscales: cognitive response, emotional response, behavioral response, problem identification, generation of alternative solutions, decision-making, and solution implementation. Based on these research results, the problem-solving skills dimension questions designed in this study are shown in Table 7 .

Dimension 3: teamwork skills

The research results indicate that teamwork skills constitute a key core category in blended learning environments for interior design and are crucial for cultivating students' HOTS. Teamwork skills refer to the ability to effectively collaborate, coordinate, and communicate with others in a team environment 49 . For example, the Teamwork Skills Assessment Tool (TWKSAT) developed by Stevens and Campion 50 identifies five core dimensions of teamwork: conflict management; collaborative problem-solving; communication; goal setting; performance management; decision-making; and task coordination. The design of this tool highlights the essential skills in teamwork and provides a structured approach for evaluating these skills. In addition, he indicated that successful teams need to have a range of skills for problem solving, including situational control, conflict management, decision-making and coordination, monitoring and feedback, and an open mindset. These skills help team members effectively address complex challenges and demonstrate the team’s collaboration and flexibility. Therefore, the assessment of learners' teamwork skills needs to cover the above aspects. As shown in Table 8 .

Dimension 4: practice innovative skills

The research results indicate that practical innovation skills constitute a key core category in blended learning environments for interior design, which is crucial for cultivating students' HOTS. The practice of innovative skills encompasses the utilization of creative cognitive processes and problem-solving strategies to facilitate the generation of original ideas, solutions, and approaches 51 . This practice places significant emphasis on two critical aspects: creative conception and design expression, as well as the innovative application of materials and technology. Tang et al. 52 indicated that creative conception and design expression involve the generation and articulation of imaginative and inventive ideas within a given context. With the introduction of concepts such as 21st-century learning skills, the "5C" competency framework, and core student competencies, blended learning has emerged as the goal and direction of educational reform. It aims to promote the development of students' HOTS, equipping them with the essential qualities and key abilities needed for lifelong development and societal advancement. Blended learning not only emphasizes the mastery of core learning content but also requires students to develop critical thinking, complex problem-solving, creative thinking, and practical innovation skills. To adapt to the changes and developments in the blended learning environment, this study designed 13 preliminary test items based on 21st-century learning skills, the "5C" competency framework, core student competencies, and the TTCT assessment scale developed by Torrance 53 . These items aim to assess students' practice of innovative skills within a blended learning environment, as shown in Table 9 .

The researchers' results indicate that the consensus among the interviewed expert participants is that the structural integrity of the scale is satisfactory and does not require modification. However, certain measurement items have been identified as problematic and require revision. The primary recommendations are as follows: Within the domain of problem-solving skills, the item "I usually conduct classroom and online learning with questions and clear goals" was deemed biased because of its emphasis on the "online" environment. Consequently, the evaluation panel advised splitting this item into two separate components: (1) "I am adept at frequently adjusting and reversing a negative team atmosphere" and (2) "I consistently engage in praising and encouraging others, fostering harmonious relationships. “The assessment process requires revisions and adjustments to specific projects, forming a pilot test scale consisting of 66 observable results from the original 65 items. In addition, there were other suggestions about linguistic formulation and phraseology, which are not expounded upon herein.

Verify the effectiveness of the HOTS assessment scale

The research results indicate that there are significant differences in the average scores of the four dimensions of the HOTS, including critical thinking skills (A1–A24 items), problem-solving skills (B1–B13 items), teamwork skills (C1–C16 items), and practical innovation skills (D1–D13 items). Moreover, this also suggests that each item has discriminative power. Specifically, this will be explained through the following aspects.

Project analysis based on the CR value

The critical ratio (CR) method, which uses the CR value (decision value) to remove measurement items with poor discrimination, is the most used method in project analysis. The specific process involves the use of the CR value (critical value) to identify and remove such items. First, the modified pilot test scale data are aggregated and sorted. Individuals representing the top and bottom 27% of the distribution were subsequently selected, constituting 66 respondents in each group. The high-score group comprises individuals with a total score of 127 or above (including 127), whereas the low-score group comprises individuals with a total score of 99 or below (including 99). Finally, an independent sample t test was conducted to determine the significant differences in the mean scores for each item between the high-score and low-score groups. The statistical results are presented in Table 10 .

The above table shows that independent sample t tests were conducted for all the items; their t values were greater than 3, and their p values were less than 0.001, indicating that the difference between the highest and lowest 27% of the samples was significant and that each item had discriminative power.

In summary, based on previous research and relevant theories, the HOTS scale for interior design was revised. This revision process involved interviews with interior design experts, teachers, and students, followed by item examination and homogeneity testing via the critical ratio (CR) method. The results revealed significant correlations ( p  < 0.01) between all the items and the total score, with correlation coefficients (R) above 0.4. Therefore, the scale exhibits good accuracy and internal consistency in capturing measured HOTS. These findings provide a reliable foundation for further research and practical applications.

Pilot study exploratory factor analysis

This study used SPSS (version 28) to conduct the KMO and Bartlett tests on the scale. The total HOTS test scale as well as the KMO and Bartlett sphericities were first calculated for the four subscales to ensure that the sample data were suitable for factor analysis 7 . The overall KMO value is 0.946, indicating that the data are highly suitable for factor analysis. Additionally, Bartlett's test of sphericity was significant, further supporting the appropriateness of conducting factor analysis ( p  < 0.05). All the values are above 0.7, indicating that the data for these subscales are also suitable for factor analysis. According to Javadi et al. 54 , these results suggest the presence of shared factors among the items within the subscales, as shown in Table 11 .

For each subscale, exploratory factor analysis was conducted to extract factors with eigenvalues greater than 1 while eliminating items with communalities less than 0.30, loadings less than 0.50, and items that cross multiple (more than one) common factors 55 , 56 . Additionally, items that were inconsistent with the assumed structure of the measure were identified and eliminated to ensure the best structural validity. These principles were applied to the factor analysis of each subscale, ensuring that the extracted factor structure and observed items are consistent with the hypothesized measurement structure and analysis results, as shown in the table 55 , 58 . In the exploratory factor analysis (EFA), the latent variables were effectively interpreted and demonstrated a significant response, with cumulative explained variances of the common factors exceeding 60%. This finding confirms the alignment between the scale structure, comprising the remaining items, and the initial theoretical framework proposed in this study. Additionally, the items were systematically reorganized to construct the final questionnaire. Consequently, items A1 to A24 were associated with the critical thinking skills dimension, items B25 to B37 were linked to problem-solving skills, items C38 to C53 were indicative of teamwork skills, and items D54 to D66 were reflective of practical innovation skills. As shown in Table 12 below.

In addition, the criterion for extracting principal components in factor analysis is typically based on eigenvalues, with values greater than 1 indicating greater explanatory power than individual variables. The variance contribution ratio reflects the proportion of variance explained by each principal component relative to the total variance and signifies the ability of the principal component to capture comprehensive information. The cumulative variance contribution ratio measures the accumulated proportion of variance explained by the selected principal components, aiding in determining the optimal number of components to retain while minimizing information loss. The above table shows that four principal components can be extracted from the data, and their cumulative variance contribution rate reaches 59.748%.

However, from the scree plot (as shown in Fig.  1 ), the slope flattens starting from the fifth factor, indicating that no distinct factors can be extracted beyond that point. Therefore, retaining four factors seems more appropriate. The factor loading matrix is the core of factor analysis, and the values in the matrix represent the factor loading of each item on the common factors. Larger values indicate a stronger correlation between the item variable and the common factor. For ease of analysis, this study used the maximum variance method to rotate the initial factor loading matrix, redistributing the relationships between the factors and original variables and making the correlation coefficients range from 0 to 1, which facilitates interpretation. In this study, factor loadings with absolute values less than 0.4 were filtered out. According to the analysis results, the items of the HOTS assessment scale can be divided into four dimensions, which is consistent with theoretical expectations.

Gravel plot of factors.

Through the pretest of the scale and selection of measurement items, 66 measurement items were ultimately determined. On this basis, a formal scale for assessing HOTS in a blended learning environment was developed, and the reliability and validity of the scale were tested to ultimately confirm its usability.

Confirmatory factor analysis of final testing

Final test employed that AMOS (version 26.0), a confirmatory factor analysis (CFA) was conducted on the retested sample data to validate the stability of the HOTS structural model obtained through exploratory factor analysis. This analysis aimed to assess the fit between the measurement results and the actual data, confirming the robustness of the derived HOTS structure and its alignment with the empirical data. The relevant model was constructed based on the factor structure of each component obtained through EFA and the observed variables, as shown in the diagram. The model fit indices are presented in Fig.  2 (among them, A represents critical thinking skills, B represents problem-solving skills, C represents teamwork skills, and D represents practical innovation skills). The models strongly support the "4-dimensional" structure of the HOTS, which includes four first-order factors: critical thinking skills, problem-solving skills, teamwork skills, and practical innovation skills. Critical thinking skills play a pivotal role in the blended learning environment of interior design, connecting problem-solving skills, teamwork skills, and innovative practices. These four dimensions form the assessment structure of HOTS, with critical thinking skills serving as the core element, inspiring individuals to assess problems and propose innovative solutions. By providing appropriate learning resources, diverse learning activities, and learning tasks, as well as designing items for assessment scales, it is possible to delve into the measurement and development of HOTS in the field of interior design, providing guidance for educational and organizational practices. This comprehensive approach to learning and assessment helps cultivate students' HOTS and lays a solid foundation for their comprehensive abilities in the field of interior design. Thus, the CFA structural models provide strong support for the initial hypothesis of the proposed HOTS assessment structure in this study. As shown in Fig.  2 .

Confirmatory factor analysis based on 4 dimensions. *A represents the dimension of critical thinking. B represents the dimension of problem-solving skills. C represents the dimension of teamwork skills. D represents the dimension of practical innovation skills.

Additionally, χ2. The fitting values of RMSEA and SRMR are both below the threshold, whereas the fitting values of the other indicators are all above the threshold, indicating that the model fits well. As shown in Table 13 .

Reliability and validity analysis

The reliability and validity of the scale need to be assessed after the model fit has been determined through validation factor analysis 57 . Based on the findings of Marsh et al. 57 , the following conclusions can be drawn. In terms of hierarchical and correlational model fit, the standardized factor loadings of each item range from 0.700 to 0.802, all of which are greater than or equal to 0.7. This indicates a strong correspondence between the observed items and each latent variable. Furthermore, the Cronbach's α coefficients, which are used to assess the internal consistency or reliability of the scale, ranged from 0.948 to 0.966 for each dimension, indicating a high level of data reliability and internal consistency. The composite reliabilities ranged from 0.948 to 0.967, exceeding the threshold of 0.6 and demonstrating a substantial level of consistency (as shown in Table 14 ).

Additionally, the diagonal bold font represents the square root of the AVE for each dimension. All the dimensions have average variance extracted (AVE) values ranging from 0.551 to 0.589, all of which are greater than 0.5, indicating that the latent variables have strong explanatory power for their corresponding items. These results suggest that the scale structure constructed in this study is reliable and effective. Furthermore, according to the results presented in Table 15 , the square roots of the AVE values for each dimension are greater than the absolute values of the correlations with other dimensions, indicating discriminant validity of the data. Therefore, these four subscales demonstrate good convergent and discriminant validity, indicating that they are both interrelated and independent. This implies that they can effectively capture the content required to complete the HOTS test scale.

Discussion and conclusion

The assessment scale for HOTS in interior design blended learning encompasses four dimensions: critical thinking skills, problem-solving skills, teamwork skills, and practical innovation skills. The selection of these dimensions is based on the characteristics and requirements of the interior design discipline, which aims to comprehensively evaluate students' HOTS demonstrated in blended learning environments to better cultivate their ability to successfully address complex design projects in practice. Notably, multiple studies have shown that HOTSs include critical thinking, problem-solving skills, creative thinking, and decision-making skills, which are considered crucial in various fields, such as education, business, and engineering 20 , 59 , 60 , 61 . Compared with prior studies, these dimensions largely mirror previous research outcomes, with notable distinctions in the emphasis on teamwork skills and practical innovation skills 62 , 63 . Teamwork skills underscore the critical importance of collaboration in contemporary design endeavors, particularly within the realm of interior design 64 . Effective communication and coordination among team members are imperative for achieving collective design objectives.

Moreover, practical innovation skills aim to increase students' capacity for creatively applying theoretical knowledge in practical design settings. Innovation serves as a key driver of advancement in interior design, necessitating students to possess innovative acumen and adaptability to evolving design trends for industry success. Evaluating practical innovation skills aims to motivate students toward innovative thinking, exploration of novel concepts, and development of unique design solutions, which is consistent with the dynamic and evolving nature of the interior design sector. Prior research suggests a close interplay between critical thinking, problem-solving abilities, teamwork competencies, and creative thinking, with teamwork skills acting as a regulatory factor for critical and creative thought processes 7 , 65 . This interconnected nature of HOTS provides theoretical support for the construction and validation of a holistic assessment framework for HOTS.

After the examination by interior design expert members, one item needed to be split into two items. The results of the CR (construct validity) analysis of the scale items indicate that independent sample t tests were subsequently conducted on all the items. The t values were greater than 3, with p values less than 0.001, indicating significant differences between the top and bottom 27% of the samples and demonstrating the discriminant validity of each item. This discovery highlights the diversity and effectiveness of the scale's internal items, revealing the discriminatory power of the scale in assessing the study subjects. The high t values and significant p values reflect the substantiality of the internal items in distinguishing between different sample groups, further confirming the efficacy of these items in evaluating the target characteristics. These results provide a robust basis for further refinement and optimization of the scale and offer guidance for future research, emphasizing the importance of scale design in research and providing strong support for data interpretation and analysis.

This process involves evaluating measurement scales through EFA, and it was found that the explanatory variance of each subscale reached 59.748%, and the CR, AVE, Cronbach's alpha, and Pearson correlation coefficient values of the total scale and subscales were in a better state, which strongly demonstrates the structure, discrimination, and convergence effectiveness of the scale 57 .

The scale structure and items of this study are reliable and effective, which means that students in the field of interior design can use them to test their HOTS level and assess their qualities and abilities. In addition, scholars can use this scale to explore the relationships between students' HOTS and external factors, personal personalities, etc., to determine different methods and strategies for developing and improving HOTS.

Limitations and future research

The developed mixed learning HOTS assessment scale for interior design also has certain limitations that need to be addressed in future research. The first issue is that, owing to the requirement of practical innovation skills, students need to have certain practical experience and innovative abilities. First-grade students usually have not yet had sufficient opportunities for learning and practical experience, so it may not be possible to evaluate their abilities effectively in this dimension. Therefore, when this scale is used for assessment, it is necessary to consider students' grade level and learning experience to ensure the applicability and accuracy of the assessment tool. For first-grade students, it may be necessary to use other assessment tools that are suitable for their developmental stage and learning experience to evaluate other aspects of their HOTS 7 . Future research should focus on expanding the scope of this dimension to ensure greater applicability.

The second issue is that the sample comes from ordinary private undergraduate universities in central China and does not come from national public universities or key universities. Therefore, there may be regional characteristics in the obtained data. These findings suggest that the improved model should be validated with a wider range of regional origins, a more comprehensive school hierarchy, and a larger sample size. The thirdly issue is the findings of this study are derived from self-reported data collected from participants through surveys. However, it is important to note that the literature suggests caution in heavily relying on such self-reported data, as perception does not always equate to actions 66 . In addition, future research can draw on this scale to evaluate the HOTS of interior design students, explore the factors that affect their development, determine their training and improvement paths, and cultivate skilled talent for the twenty-first century.

This study adopts a mixed method research approach, combining qualitative and quantitative methods to achieve a comprehensive understanding of the phenomenon 67 . By integrating qualitative and quantitative research methods, mixed methods research provides a comprehensive and detailed exploration of research questions, using multiple data sources and analytical methods to obtain accurate and meaningful answers 68 . To increase the quality of the research, the entire study followed the guidelines for scale development procedures outlined by Professor Li after the data were obtained. As shown in Fig.  3

Scale development program.

Basis of theory

This study is guided by educational objectives such as 21st-century learning skills, the "5C" competency framework, and students' core abilities 4 . The construction process of the scale is based on theoretical foundations, including Bloom's taxonomy. Drawing from existing research, such as the CCTDI 41 , SPSI 69 , and TWKSAT scales, the dimensions and preliminary items of the scale were developed. Additionally, to enhance the validity and reliability of the scale, dimensions related to HOTS in interior design were obtained through semi-structured interviews, and the preliminary project adapted or directly cited existing research results. The preliminary items were primarily adapted or directly referenced from existing research findings. Based on existing research, such as the CCTDI, SPSI, TWKSAT, and twenty-first century skills frameworks, this study takes "critical thinking skills, problem-solving skills, teamwork skills, and practical innovative skills" as the four basic dimensions of the scale.

Participants and procedures

This study is based on previous research and develops a HOTS assessment scale to measure the thinking levels of interior design students in blended learning. By investigating the challenges and opportunities students encounter in blended learning environments and exploring the complexity and diversity of their HOTS, this study aims to obtain comprehensive insights. For research question 1, via the purposive sampling method, 10 interior design experts are selected to investigate the dimensions and evaluation indicators of HOTS in blended learning of interior design. The researcher employed a semi structured interview method, and a random sampling technique was used to select 10 senior experts and teachers in the field of interior design, holding the rank of associate professor or above. This included 5 males and 5 females. As shown in Table 16 .

For research question 2 and 3, the research was conducted at an undergraduate university in China, in the field of interior design and within a blended learning environment. In addition, a statement confirms that all experimental plans have been approved by the authorized committee of Zhengzhou University of Finance and Economics. In the process of practice, the methods used were all in accordance with relevant guidelines and regulations, and informed consent was obtained from all participants. The Interior Design Blended Learning HOTS assessment scale was developed based on sample data from 350 students who underwent one pre-test and retest. The participants in the study consisted of second-, third-, and fourth-grade students who had participated in at least one blended learning course. The sample sizes were 115, 118, and 117 for the respective grade levels, totaling 350 individuals. Among the participants, there were 218 male students and 132 female students, all of whom were within the age range of 19–22 years. Through purposeful sampling, this study ensured the involvement of relevant participants and focused on a specific university environment with diverse demographic characteristics and rich educational resources.

This approach enhances the reliability and generalizability of the research and contributes to a deeper understanding of the research question (as shown in Table 17 ).

Instruments

The tools used in this study include semi structured interview guidelines and the HOTS assessment scale developed by the researchers. For research question 1, the semi structured interview guidelines were reviewed by interior design experts to ensure the accuracy and appropriateness of their content and questions. In addition, for research question 2 and 3, the HOTS assessment scale developed by the researchers will be checked via the consistency ratio (CR) method to assess the consistency and reliability of the scale items and validate their effectiveness.

Data analysis

For research question 1, the researcher will utilize the NVivo version 14 software tool to conduct thematic analysis on the data obtained through semi structured interviews. Thematic analysis is a commonly used qualitative research method that aims to identify and categorize themes, concepts, and perspectives that emerge within a dataset 70 . By employing NVivo software, researchers can effectively organize and manage large amounts of textual data and extract themes and patterns from them.

For research question 2, the critical ratio (CR) method was employed to conduct item analysis and homogeneity testing on the items of the pilot test questionnaire. The CR method allows for the assessment of each item's contribution to the total score and the evaluation of the interrelationships among the items within the questionnaire. These analytical techniques served to facilitate the evaluation and validation of the scale's reliability and validity.

For research question 3, this study used SPSS (version 26), in which confirmatory factor analysis (CFA) was conducted on the confirmatory sample data via maximum likelihood estimation. The purpose of this analysis was to verify whether the hypothesized factor structure model of the questionnaire aligned with the actual survey data. Finally, several indices, including composite reliability (CR), average variance extracted (CR), average variance extracted (AVE), Cronbach's alpha coefficient, and the Pearson correlation coefficient, were computed to assess the reliability and validity of the developed scale and assess its reliability and validity.

In addition, exploratory factor analysis (EFA) and confirmatory factor analysis (CFA) are commonly utilized techniques in questionnaire development and adaptation research 31 , 70 . The statistical software packages SPSS and AMOS are frequently employed for implementing these analytical techniques 71 , 72 , 73 . CFA is a data-driven approach to factor generation that does not require a predetermined number of factors or specific relationships with observed variables. Its focus lies in the numerical characteristics of the data. Therefore, prior to conducting CFA, survey questionnaires are typically constructed through EFA to reveal the underlying structure and relationships between observed variables and the latent structure.

In contrast, CFA tests the hypothesized model structure under specific theoretical assumptions or structural hypotheses, including the interrelationships among factors and the known number of factors. Its purpose is to validate the hypothesized model structure. Thus, the initial validity of the questionnaire structure, established through EFA, necessitates further confirmation through CFA 57 , 70 . Additionally, a sample size of at least 200 is recommended for conducting the validation factor analysis. In this study, confirmatory factor analysis was performed on a sample size of 317.

Data availability

All data generated or analyzed during this study are included in this published article. All the experimental protocols were approved by the Zhengzhou College of Finance and Economics licensing committee.

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D.L. Conceptualized a text experiment, and wrote the main manuscript text. D.L. and X.F. conducted experiments, D.L., X.F. and L.M. analyzed the results. L.M. contributed to the conceptualization, methodology and editing, and critically reviewed the manuscript. All authors have reviewed the manuscript.

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Li, D., Fan, X. & Meng, L. Development and validation of a higher-order thinking skills (HOTS) scale for major students in the interior design discipline for blended learning. Sci Rep 14 , 20287 (2024). https://doi.org/10.1038/s41598-024-70908-3

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Entrepreneurship Games for Students: Engage & Educate Innovators

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In today's education world, helping students develop entrepreneurial skills is essential. These skills prepare students for the tricky parts of the modern economy. Entrepreneurship games are a fun way to learn that mix creativity, critical thinking, and hands-on experience. 

Did you know that approximately 60% of Indiana residents have participated in entrepreneurship? [1] If the next generation is better educated, more Hoosier entrepreneurs are sure to be successful. 

This guide will look at different games designed to get young people excited about entrepreneurship and teach them the basics.

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Encourage students to explore different aspects of entrepreneurship, such as marketing, finance, and innovation, through hands-on activities. Foster a collaborative classroom culture where students can share ideas, learn from one another, and nurture their creativity. 

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How Entrepreneurship Games for Students Work to Teach Problem-solving Skills

Entrepreneurship games are structured activities that simulate real-world business challenges in an educational setting. Students engage in hands-on exercises where they make decisions, solve problems, and manage resources — mirroring the experiences of entrepreneurs. 

These games foster critical thinking, creativity, and practical skills such as teamwork and decision-making. By providing a dynamic learning environment, entrepreneurship games prepare students to navigate complexities, innovate, and thrive in entrepreneurial or professional settings.

You might also like:  Small Business Budget Example  

4 Top Entrepreneurship Games to Engage & Teach Students / Children

There are countless entrepreneurial games that can be used for engaging and interactive learning experiences. The following games are designed to teach the basics of business while encouraging creativity and critical thinking. They provide immersive simulations of different aspects of business, from coming up with new ideas to dealing with challenges and making strategic decisions. 

By playing these games, your students can experience the complexities of entrepreneurship. If you include these games in your lessons, students will gain valuable skills that will help them in their future careers.

You might also like:  10 Steps to Start Your Business  

1. The Innovation Auction

The Innovation Auction game is designed to help students practice investing in business ideas with a virtual budget. Students will learn skills for presenting, evaluating, and investing in promising business ideas.

Instructions:

Assign each student a set budget (e.g., $100 play or virtual dollars).

Students present their business ideas in a structured format, such as an elevator pitch.

Conduct a silent auction where students bid on the ideas presented by their peers. Then students or student teams must invest a portion of their money into three or more business ideas, not including their own idea. 

The business idea with the highest investment at the end of the auction wins the game.

This activity teaches students how to assess business opportunities, manage resources effectively, and make strategic investment decisions (think shark tank).

You might also like:  List of Monthly Expenses for Small Business  

2. The Pivot Challenge

The Pivot Challenge game encourages teams to adapt their business ideas based on feedback and changing market conditions. Teams will pivot and add to their original initial business concept significantly to better meet market demands or overcome obstacles.

Guide team sessions to brainstorm and develop a basic business concept.

Provide feedback from classmates or mentors to prompt teams to rethink their ideas.

Based on the feedback they receive, teams should make substantial changes to their target market, product features, or business model.

The Pivot Challenge helps to foster adaptability, creative problem-solving skills, and the ability to respond effectively to market changes.

You might also like:  How Can I Fund My Business Without a Bank Loan?  

3. The Marketing Challenge

The Marketing Challenge game focuses on developing and executing a comprehensive marketing strategy for a new product or service. Students will create and implement an effective marketing plan within given constraints, such as budget and/or timeframe.

Guide students in identifying target audiences and researching their preferences and needs.

Help students choose appropriate marketing channels (e.g., social media, print) and design promotional materials.

Students should implement their marketing plan to effectively communicate the product’s benefits to potential customers.

This game helps students understand the importance of market research, customer engagement, and clear communication strategies in business.

Recommended:  Typical Marketing Budget for Small Business to Unlock Success  

4. The Business Banking Simulation

The Business Banking Simulation game immerses students in real-world scenarios where they manage financial transactions and utilize banking products relevant to business. Students will learn to navigate and utilize essential business banking products and services effectively.

Divide students into teams representing virtual businesses (e.g., retail store, tech startup, consultancy).

Begin with a session where students learn about various business banking products:

–          Business checking accounts . Explain the features and benefits, such as transaction limits, fees, and online banking capabilities.

–          Commercial cards . Discuss how credit limits, rewards programs, and interest rates impact business finances.

–          Business loans and lines of credit . Introduce different types of loans (e.g., term loans, SBA loans) and lines of credit available for business expansion and operational needs.

–          Merchant services . Cover payment processing solutions, including POS systems, online payment gateways, and associated fees.

Provide teams with simulated business scenarios. This might include purchasing inventory, paying suppliers, or replacing broken equipment.

Teams must decide which banking products to use for each transaction based on cost-effectiveness, cash flow management, and financial planning. Require teams to create budgets and forecasts using real banking data and transaction history.

Assess teams based on their financial decisions, budget accuracy, and ability to effectively manage cash flow using the provided banking products.

Conclude with a debriefing session where teams reflect on their decisions, discuss challenges faced, and identify strategies for improving financial management in future simulations.

The Business Banking Simulation game enhances students' understanding of business banking, financial management, and decision-making in a simulated environment. It prepares them for real-world scenarios where effective use of banking services is crucial for business success.

You might also like:  Best Practices to Establish Good Business Credit  

Advance Your Entrepreneurial Journey with Centier

These entrepreneurship fun games are more than just play—they're powerful tools for learning and growth. By participating, you'll gain hands-on experience in business fundamentals, develop essential skills for future success, and ignite your entrepreneurial spirit. Whether you're a student exploring career options or an educator looking to inspire the next generation of innovators, these games are an excellent way to engage and educate.

Want to learn more about entrepreneurship and level up your business skills?  Explore Centier’s small business tools and resources today . 

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Information Literacy Skills of Students in Secondary Schools with African Perspective. A Literature Review

• First Online: 28 August 2024

Cite this chapter

• John Mwaura Ireri 5  

Part of the book series: Synthesis Lectures on Information Concepts, Retrieval, and Services ((SLICRS))

Information literacy is a set of abilities requiring individuals to recognize when information is needed and to locate, evaluate and use the needed information effectively. It is significant to scholars for making decisions with critical thinking skills, seeking answers to critical questions, finding information from sources, forming intelligent opinions, and evaluating sources of information. Therefore, it is pertinent that governments incorporate information literacy knowledge into academic programs to ensure that citizens are productive and equipped to function globally in the 21st century. Information literacy skills are essential to secondary school students in developing countries. However, many secondary schools’ students have very little or no basic knowledge about library use, computer literacy and information searching skills. This problem can be attributed to students being educated in environments with poor learning facilities, such as lack of well-equipped school libraries, lack of computers in schools and failure to recognize the school library (where in existence) as a learning resource. In this information technology age, secondary school students need to be equipped to develop the skills to help them search, evaluate, and utilize the information effectively. This chapter delved on the extant literature discussing information literacy in secondary schools to establish existing gaps found in this study of information literacy skills of students in secondary schools with African perspective.

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Ireri, J.M. (2025). Information Literacy Skills of Students in Secondary Schools with African Perspective. A Literature Review. In: Ocholla, D., Onyancha, O.B., Adesina, A.O. (eds) Information, Knowledge, and Technology for Teaching and Research in Africa. Synthesis Lectures on Information Concepts, Retrieval, and Services. Springer, Cham. https://doi.org/10.1007/978-3-031-65745-0_6

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The 100 Best Books of the 21st Century: A Printable List

By The New York Times Books Staff Aug. 26, 2024

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The New York Times Book Review I've I want THE 100 BEST BOOKS OF THE 21ST CENTURY read to it read it 1 My Brilliant Friend, by Elena Ferrante 26 26 Atonement, by lan McEwan 2 The Warmth of Other Suns, by Isabel Wilkerson 27 Americanah, by Chimamanda Ngozi Adichie 3 Wolf Hall, by Hilary Mantel 28 Cloud Atlas, by David Mitchell 4 The Known World, by Edward P. Jones 29 The Last Samurai, by Helen DeWitt 5 The Corrections, by Jonathan Franzen 30 Sing, Unburied, Sing, by Jesmyn Ward 6 2666, by Roberto Bolaño 31 White Teeth, by Zadie Smith 7 The Underground Railroad, by Colson Whitehead 32 The Line of Beauty, by Alan Hollinghurst 8 Austerlitz, by W.G. Sebald 33 Salvage the Bones, by Jesmyn Ward 9 Never Let Me Go, by Kazuo Ishiguro 34 Citizen, by Claudia Rankine 10 Gilead, by Marilynne Robinson 35 Fun Home, by Alison Bechdel 11 The Brief Wondrous Life of Oscar Wao, by Junot Díaz 36 Between the World and Me, by Ta-Nehisi Coates 12 The Year of Magical Thinking, by Joan Didion 37 The Years, by Annie Ernaux 13 The Road, by Cormac McCarthy 38 The Savage Detectives, by Roberto Bolaño 14 Outline, by Rachel Cusk 39 A Visit From the Goon Squad, by Jennifer Egan 15 Pachinko, by Min Jin Lee 40 H Is for Hawk, by Helen Macdonald 16 The Amazing Adventures of Kavalier & Clay, by Michael Chabon 41 Small Things Like These, by Claire Keegan 17 The Sellout, by Paul Beatty 42 A Brief History of Seven Killings, by Marlon James 18 Lincoln in the Bardo, by George Saunders 43 Postwar, by Tony Judt 19 Say Nothing, by Patrick Radden Keefe 44 The Fifth Season, by N.K. Jemisin 20 Erasure, by Percival Everrett 45 The Argonauts, by Maggie Nelson 21 Evicted, by Matthew Desmond 46 The Goldfinch, by Donna Tartt 22 22 Behind the Beautiful Forevers, by Katherine Boo 47 A Mercy, by Toni Morrison 23 Hateship, Friendship, Courtship, Loveship, Marriage, by Alice Munro 48 Persepolis, by Marjane Satrapi 24 The Overstory, by Richard Powers 49 The Vegetarian, by Han Kang 25 25 Random Family, by Adrian Nicole LeBlanc 50 Trust, by Hernan Diaz I've I want read to it read it

The New York Times Book Review I've I want THE 100 BEST BOOKS OF THE 21ST CENTURY read to it read it 51 Life After Life, by Kate Atkinson 52 52 Train Dreams, by Denis Johnson 53 Runaway, by Alice Munro 76 77 An American Marriage, by Tayari Jones 78 Septology, by Jon Fosse Tomorrow, and Tomorrow, and Tomorrow, by Gabrielle Zevin 54 Tenth of December, by George Saunders 55 The Looming Tower, by Lawrence Wright 56 The Flamethrowers, by Rachel Kushner 57 Nickel and Dimed, by Barbara Ehrenreich ཤྲཱ རྒྱ སྐྱ A Manual for Cleaning Women, by Lucia Berlin The Story of the Lost Child, by Elena Ferrante Pulphead, by John Jeremiah Sullivan. Hurricane Season, by Fernanda Melchor 58 Stay True, by Hua Hsu 83 When We Cease to Understand the World, by Benjamín Labatut 59 Middlesex, by Jeffrey Eugenides 84 The Emperor of All Maladies, by Siddhartha Mukherjee 60 Heavy, by Kiese Laymon 85 Pastoralia, by George Saunders 61 Demon Copperhead, by Barbara Kingsolver 86 Frederick Douglass, by David W. Blight 62 10:04, by Ben Lerner 87 Detransition, Baby, by Torrey Peters 63 Veronica, by Mary Gaitskill 88 The Collected Stories of Lydia Davis 64 The Great Believers, by Rebecca Makkai 89 The Return, by Hisham Matar 65 The Plot Against America, by Philip Roth 90 The Sympathizer, by Viet Thanh Nguyen 66 We the Animals, by Justin Torres 91 The Human Stain, by Philip Roth 67 Far From the Tree, by Andrew Solomon 92 The Days of Abandonment, by Elena Ferrante 68 The Friend, by Sigrid Nunez 93 Station Eleven, by Emily St. John Mandel 69 59 The New Jim Crow, by Michelle Alexander 94 On Beauty, by Zadie Smith 10 70 All Aunt Hagar's Children, by Edward P. Jones 95 Bring Up the Bodies, by Hilary Mantel 71 The Copenhagen Trilogy, by Tove Ditlevsen 96 Wayward Lives, Beautiful Experiments, by Saidiya Hartman 72 22 Secondhand Time, by Svetlana Alexievich 97 Men We Reaped, by Jesmyn Ward 73 The Passage of Power, by Robert A. Caro 98 Bel Canto, by Ann Patchett 74 Olive Kitteridge, by Elizabeth Strout 99 How to Be Both, by Ali Smith 75 15 Exit West, by Mohsin Hamid 100 Tree of Smoke, by Denis Johnson I've I want read to it read it

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Evidence Supports Classroom Cellphone Bans, Expert Says

Key Takeaways

Cellphone bans can help classroom learning

Students will be more focused and creative without their phones

They also will be more apt to learn better social skills

THURSDAY, Aug. 29, 2024 (HealthDay News) -- Classroom cellphone bans should help improve learning environments in schools, a child development expert says.

Keeping the devices out of classrooms would help focus attention, improve problem-solving and -- by allowing kids to occasionally lapse into boredom -- spur creativity, says Jon Piacentini , a child and adolescent psychologist at UCLA Health.

“There are more harms associated with cellphone use in school than the benefits,” Piacentini, a father of three, said in a UCLA news release.

As a new school year kicks in, school district officials across the United States are weighing cellphone restrictions, experts said.

Nearly 84% of teens ages 16 to 19 have a cellphone, making the devices as ubiquitous as backpacks, highlighters and three-ring binders, according to the National Institutes of Health (NIH).

What’s more, U.S. children ages 8 to 12 spend about six hours a day on screens , sometimes while in class, the NIH said.

“We know that a lot of kids are spending time on their phone during class or during recess,” Piacentini said.

Dividing attention between class and a smartphone can make it tough for students to concentrate or problem-solve, he noted.

Students who can’t concentrate “do not have the ability to take multiple perspectives or see problems from multiple approaches,” Piacentini said.

Cellphones can also harm kids’ imagination and critical thinking skills by never allowing their minds to wander, and boredom actually stimulates creativity in kids, he explained.

“If kids are on their phones 24/7, it doesn’t help them develop a sense that they can create, understand and generate thoughts and ideas,” Piacentini said.

Smartphones can also stunt kids’ social development. Traditional forms of play and connection are being replaced by video games and online platforms, according to Piacentini. As a result, kids might not be prepared to engage socially in person with others they don’t know.

Social media algorithms also can increase a child’s anxiety by spreading misinformation or reinforcing biases, Piacentini said.

Young children without the capacity and context to understand and interpret such messages may come to believe “that the world is scary,” he said.

Parents can help schools that ban classroom cellphones by mirroring those restrictions at home.

For example, parents can require no cellphones at the dinner table or in the bedroom before sleep, Piacentini said. Parents also can create more opportunities for children to put away their phones and enjoy non-screen activities with family and friends.

More information

The National Education Association has more on classroom cellphone bans .

SOURCE: UCLA, news release, Aug. 12, 2024

What This Means For You

Parents can help support classroom cellphone bans by setting guidelines around phone use at home.

Related Stories

What Are Critical Thinking Skills? (Example List Included)

Mike Simpson 0 Comments

By Mike Simpson

Ah, critical thinking skills. As a candidate, it’s vital to understand that pretty much all employers are on the hunt for job seekers with critical thinking skills. Why? Because it’s universally helpful on the job.

When employees know how to think critically, they are more effective in their positions. They’ll be more productive and self-sufficient. In the eyes of employers, that matters a ton.

But what are critical thinking skills exactly? And, if you don’t have them, what can you do to improve your ability to think critically?

If you’re asking yourself questions like those, you’re in luck. After all, you’re here, and we’re about to tell you all about the characteristics of critical thinking and how to get better at it. So, if you’re ready to dig in, here’s what you need to know.

What Are Critical Thinking Skills?

If we’re going to talk about critical thinking skills, it’s best to begin by answering a crucial question: what are critical thinking skills?

Well, to figure that out, it’s helpful to know what critical thinking means. According to the Cambridge Dictionary , critical thinking is “the process of thinking carefully about a subject or idea, without allowing feelings or opinions to affect you.” That’s actually a pretty solid place to start.

In many ways, critical thinking is a two-fold process. First, it focuses on information-gathering and fact-analysis. It’s all about understanding a subject thoroughly.

Second, it’s about setting your feelings aside. With critical thinking, it isn’t about what you want the facts to say; it’s about the reality of the situation. It’s a very Vulcans-from-Star-Trek approach to topics. Emotions and personal preference simply aren’t part of the equation in the vast majority of cases. Instead, objectivity reigns.

Alright, so what are critical thinking skills then? Well, critical thinking skills are the soft skills and hard skills that help you assess situations, collect data, analyze information, identify solutions, determine the viability of solutions, and make decisions without letting your emotions run the show. Any capability or trait that makes it easier to do those things can qualify.

In many cases, thinking critically plays a bigger role in your day-to-day than you’d expect. When you approach any task, you usually spend a moment analyzing it. That way, you can find the best path toward success.

When a task is simple, it doesn’t take much time to do a quick critical thinking once over, so you probably don’t even notice you’re doing it. It’s only when an activity is challenging or when something unexpected occurs that your thought process really stands out. As a result, you probably spend far more time thinking critically than you realize.

How Are Critical Thinking Skills Relevant to a Job Search?

Okay, we’ve given you a solid overview of what critical thinking skills are. Now it’s time to talk about the importance of critical thinking during a job search.

When you’re hunting for new opportunities, critical thinking skills are immensely valuable. For example, they can help you figure out if a job opening is genuinely a good fit for your capabilities and career.

When you find a job ad, do you just apply without seeing if it matches your skills and aligns with your goals? Of course not. Instead, you take a look at the requirements, examine the job ad for potential, and decide whether or not that opportunity really fits. That’s critical thinking.

But that’s not the only way these skills make a difference during your job search. They may also help you identify what points to include in your resume and cover letter to stand out to a hiring manager or what to talk about when you’re answering specific job interview questions.

How can it do all of that? Well, when you decide what to list in your resume or cover letter, or add to an interview answer, you have to do some analysis. You consider the hiring manager’s needs. Next, you find a matching accomplishment that highlights what they are after. Then, you figure out present it in an engaging way. That’s all critical thinking, too.

Plus, thinking critically can also make a difference post-interview. You’ll have an easier time assessing your own performance, allowing you to identify areas for improvement. Good stuff, right?

When it comes to why hiring managers prefer candidates with these skills, there are actually several reasons. The biggest is that employees with strong critical thinking skills tend to be more self-sufficient and productive. They are better equipped to assess situations and find their own solutions, and that matters, particularly in faster-paced environments.

Plus, workers that know how to think critically may have an easier time collaborating. They can separate their emotions from the situation, allowing them to focus on what’s best for the team and company.

So, which critical thinking skills are they after? Well, that can depend on the hiring manager. However, most want to see you possess capabilities in four core areas: information-gathering, analysis , problem-solving, and creativity. If you tap into all of those, you usually have what it takes to think critically.

How to Highlight Critical Thinking Skills for Job Search

Okay, at this point, you probably understand the importance of critical thinking skills. Now onto the next part of the equation: how to show off your capabilities during a job search.

Let’s start with the earliest part of the job search: your resume and cover letter. When you’re writing a resume or creating a cover letter , the best thing you can do is focus on achievements.

Highlighting accomplishments where you put your critical thinking skills to work lets you “show” the hiring manager you have what it takes instead of just telling them. After all, anyone can say, “I’m an excellent critical thinker,” even if they aren’t. By having examples, you prove that you have those capabilities. That matters.

How do you pick the right achievements? By using a winning strategy, like the Tailoring Method . The Tailoring Method focuses on relevancy. It helps you choose accomplishments that showcase the skills the hiring manager wants to see, increasing the odds that they’ll view you as an excellent match for their needs.

Now that your resume and cover letter are squared away, it’s time to talk about the interview. Luckily, you can use the Tailoring Method here, too. It’s a great technique for straightforward job interview questions , as well as behavioral interview questions .

When you’re dealing with behavioral interview questions, couple the Tailoring Method with the STAR Method . That way, your answers are engaging and relevant, making them even more impactful.

How to Develop Critical Thinking Skills If You Don’t Have Them

Some people may think that they don’t have any critical thinking skills. In reality, that probably isn’t true.

Nearly everyone develops some critical thinking capabilities over the course of their lives; they just may not realize it. Luckily, that’s a good thing. It means you probably have a solid foundation, even if you don’t know it.

Why does that matter? Well, it means you can focus more on developing what you have. You aren’t actually starting from scratch, which can make it easier.

Ready to take your critical thinking skills to the next level? Great! Here’s how you can.

Understand the Critical Thinking Process

When it comes to how to think critically, there is actually a core process involved. By understanding the steps, you can make sure you approach situations properly.

Usually, the critical thinking process involves:

• Observation
• Information-Gathering
• Brainstorming

Typically, you start by observing the issue at hand. Next, you do some research, helping you gather more information. After that, you focus on brainstorming ideas on how to proceed. Then, you consider each option, identifying the best one. Finally, you decide to proceed, taking actions based on what you’ve learned.

It’s a systematic way to address a range of scenarios. By learning the process, you can put it into use more often, allowing you to increase your skills.

Take Up a Hobby

Many hobbies actually require quite a bit of critical thinking. For example, if you want to have a thriving garden, you need to take several factors into account. Soil condition, water availability, the amount of sunlight, aesthetics… those are just some of the points you need to analyze if you want to succeed.

Arts and crafts can also help you boost critical thinking. When you’re making something, you have to evaluate your options for materials, techniques, and more, ensuring you choose a path that leads to the best final product.

Join a Debate Club

If you’re looking for possibly one of the best critical thinking examples around, debate is probably it. That means, if you want to take your skills up a notch, joining a debate club can be a great option.

You have to support a position – at times one that doesn’t align with your personal beliefs – and try to convince others that your side is correct. You’ll dive into unfamiliar topics, gather data to support the perspective you’re assigned, and choose how to present information in a convincing way.

While you might think that, if you aren’t in high school, that this isn’t an option, that isn’t the case. There are many meetups that focus on debate, giving people of all ages a place to boost their skills.

List of Critical Thinking Skills

There are quite a few characteristics and capabilities that support critical thinking. By knowing which skills fall into that category, you can decide what to showcase during your job search.

So, let’s dig in. Here is a quick list of critical thinking skill examples:

• Self-Reliance
• Decision-Making
• Open-Mindedness
• Deductive Reasoning
• Problem-Solving
• Communication
• Collaboration
• Attention to Detail
• Pattern Recognition
• Interpretation
• Active Listening
• Conceptualization

Now, these aren’t the only skills that can help you think critically. Practically anything that enables you to navigate the process can count.

Additionally, you don’t have to fit all of these skills on your resume to show that you know how to think critically. Instead, you want to highlight a range, demonstrating that you have what it takes to navigate situations effectively and accomplish your goals.

Spend some time reflecting on your work history or educational experiences. Then, identify moments where you used critical thinking to accomplish something noteworthy. Once you have, think about the skills that came into play, and make sure to mention them as you describe what led up to the achievement.

If you’re looking for more skills to put on a resume , we’ve actually taken a deep dive into that topic before. Along with various critical thinking skills, we tap on a ton of other areas, making it easier for you to figure out what you should feature during your job search.

Putting It All Together

In the end, critical thinking skills are essential for nearly every member of the workforce. By elevating yours as much as possible and showcasing them during your job search, you won’t just be a stronger candidate but also a more capable employee. That’s all great stuff. It’ll help you have your ideal career and, ultimately, isn’t that what it’s all about?

Co-Founder and CEO of TheInterviewGuys.com. Mike is a job interview and career expert and the head writer at TheInterviewGuys.com.

His advice and insights have been shared and featured by publications such as Forbes , Entrepreneur , CNBC and more as well as educational institutions such as the University of Michigan , Penn State , Northeastern and others.

Learn more about The Interview Guys on our About Us page .

About The Author

Mike simpson.

Co-Founder and CEO of TheInterviewGuys.com. Mike is a job interview and career expert and the head writer at TheInterviewGuys.com. His advice and insights have been shared and featured by publications such as Forbes , Entrepreneur , CNBC and more as well as educational institutions such as the University of Michigan , Penn State , Northeastern and others. Learn more about The Interview Guys on our About Us page .

Copyright © 2024 · TheInterviewguys.com · All Rights Reserved

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How to build critical thinking skills for better decision-making

It’s simple in theory, but tougher in practice – here are five tips to get you started.

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Have you heard the riddle about two coins that equal thirty cents, but one of them is not a nickel? What about the one where a surgeon says they can’t operate on their own son?

Those brain teasers tap into your critical thinking skills. But your ability to think critically isn’t just helpful for solving those random puzzles – it plays a big role in your career. 

An impressive 81% of employers say critical thinking carries a lot of weight when they’re evaluating job candidates. It ranks as the top competency companies consider when hiring recent graduates (even ahead of communication ). Plus, once you’re hired, several studies show that critical thinking skills are highly correlated with better job performance.

So what exactly are critical thinking skills? And even more importantly, how do you build and improve them? 

What is critical thinking?

Critical thinking is the ability to evaluate facts and information, remain objective, and make a sound decision about how to move forward.

Does that sound like how you approach every decision or problem? Not so fast. Critical thinking seems simple in theory but is much tougher in practice, which helps explain why 65% of employers say their organization has a need for more critical thinking. 

In reality, critical thinking doesn’t come naturally to a lot of us. In order to do it well, you need to:

• Remain open-minded and inquisitive, rather than relying on assumptions or jumping to conclusions
• Ask questions and dig deep, rather than accepting information at face value
• Keep your own biases and perceptions in check to stay as objective as possible
• Rely on your emotional intelligence to fill in the blanks and gain a more well-rounded understanding of a situation

So, critical thinking isn’t just being intelligent or analytical. In many ways, it requires you to step outside of yourself, let go of your own preconceived notions, and approach a problem or situation with curiosity and fairness.

It’s a challenge, but it’s well worth it. Critical thinking skills will help you connect ideas, make reasonable decisions, and solve complex problems.

7 critical thinking skills to help you dig deeper

Critical thinking is often labeled as a skill itself (you’ll see it bulleted as a desired trait in a variety of job descriptions). But it’s better to think of critical thinking less as a distinct skill and more as a collection or category of skills. 

To think critically, you’ll need to tap into a bunch of your other soft skills. Here are seven of the most important. 

Open-mindedness

It’s important to kick off the critical thinking process with the idea that anything is possible. The more you’re able to set aside your own suspicions, beliefs, and agenda, the better prepared you are to approach the situation with the level of inquisitiveness you need. 

That means not closing yourself off to any possibilities and allowing yourself the space to pull on every thread – yes, even the ones that seem totally implausible.

As Christopher Dwyer, Ph.D. writes in a piece for Psychology Today , “Even if an idea appears foolish, sometimes its consideration can lead to an intelligent, critically considered conclusion.” He goes on to compare the critical thinking process to brainstorming . Sometimes the “bad” ideas are what lay the foundation for the good ones. 

Open-mindedness is challenging because it requires more effort and mental bandwidth than sticking with your own perceptions. Approaching problems or situations with true impartiality often means:

• Practicing self-regulation : Giving yourself a pause between when you feel something and when you actually react or take action.
• Challenging your own biases: Acknowledging your biases and seeking feedback are two powerful ways to get a broader understanding. 

Critical thinking example

In a team meeting, your boss mentioned that your company newsletter signups have been decreasing and she wants to figure out why.

At first, you feel offended and defensive – it feels like she’s blaming you for the dip in subscribers. You recognize and rationalize that emotion before thinking about potential causes. You have a hunch about what’s happening, but you will explore all possibilities and contributions from your team members.

Observation

Observation is, of course, your ability to notice and process the details all around you (even the subtle or seemingly inconsequential ones). Critical thinking demands that you’re flexible and willing to go beyond surface-level information, and solid observation skills help you do that.

Your observations help you pick up on clues from a variety of sources and experiences, all of which help you draw a final conclusion. After all, sometimes it’s the most minuscule realization that leads you to the strongest conclusion.

Over the next week or so, you keep a close eye on your company’s website and newsletter analytics to see if numbers are in fact declining or if your boss’s concerns were just a fluke. 

Critical thinking hinges on objectivity. And, to be objective, you need to base your judgments on the facts – which you collect through research. You’ll lean on your research skills to gather as much information as possible that’s relevant to your problem or situation. 

Keep in mind that this isn’t just about the quantity of information – quality matters too. You want to find data and details from a variety of trusted sources to drill past the surface and build a deeper understanding of what’s happening. 

You dig into your email and website analytics to identify trends in bounce rates, time on page, conversions, and more. You also review recent newsletters and email promotions to understand what customers have received, look through current customer feedback, and connect with your customer support team to learn what they’re hearing in their conversations with customers.

The critical thinking process is sort of like a treasure hunt – you’ll find some nuggets that are fundamental for your final conclusion and some that might be interesting but aren’t pertinent to the problem at hand.

That’s why you need analytical skills. They’re what help you separate the wheat from the chaff, prioritize information, identify trends or themes, and draw conclusions based on the most relevant and influential facts. 

It’s easy to confuse analytical thinking with critical thinking itself, and it’s true there is a lot of overlap between the two. But analytical thinking is just a piece of critical thinking. It focuses strictly on the facts and data, while critical thinking incorporates other factors like emotions, opinions, and experiences. 

As you analyze your research, you notice that one specific webpage has contributed to a significant decline in newsletter signups. While all of the other sources have stayed fairly steady with regard to conversions, that one has sharply decreased.

You decide to move on from your other hypotheses about newsletter quality and dig deeper into the analytics. 

One of the traps of critical thinking is that it’s easy to feel like you’re never done. There’s always more information you could collect and more rabbit holes you could fall down.

But at some point, you need to accept that you’ve done your due diligence and make a decision about how to move forward. That’s where inference comes in. It’s your ability to look at the evidence and facts available to you and draw an informed conclusion based on those. 

When you’re so focused on staying objective and pursuing all possibilities, inference can feel like the antithesis of critical thinking. But ultimately, it’s your inference skills that allow you to move out of the thinking process and onto the action steps. 

You dig deeper into the analytics for the page that hasn’t been converting and notice that the sharp drop-off happened around the same time you switched email providers.

After looking more into the backend, you realize that the signup form on that page isn’t correctly connected to your newsletter platform. It seems like anybody who has signed up on that page hasn’t been fed to your email list. 

Communication

3 ways to improve your communication skills at work

If and when you identify a solution or answer, you can’t keep it close to the vest. You’ll need to use your communication skills to share your findings with the relevant stakeholders – like your boss, team members, or anybody who needs to be involved in the next steps.

Your analysis skills will come in handy here too, as they’ll help you determine what information other people need to know so you can avoid bogging them down with unnecessary details. 

In your next team meeting, you pull up the analytics and show your team the sharp drop-off as well as the missing connection between that page and your email platform. You ask the web team to reinstall and double-check that connection and you also ask a member of the marketing team to draft an apology email to the subscribers who were missed. 

Problem-solving

Critical thinking and problem-solving are two more terms that are frequently confused. After all, when you think critically, you’re often doing so with the objective of solving a problem.

The best way to understand how problem-solving and critical thinking differ is to think of problem-solving as much more narrow. You’re focused on finding a solution.

In contrast, you can use critical thinking for a variety of use cases beyond solving a problem – like answering questions or identifying opportunities for improvement. Even so, within the critical thinking process, you’ll flex your problem-solving skills when it comes time to take action. 

Once the fix is implemented, you monitor the analytics to see if subscribers continue to increase. If not (or if they increase at a slower rate than you anticipated), you’ll roll out some other tests like changing the CTA language or the placement of the subscribe form on the page.

5 ways to improve your critical thinking skills

Beyond the buzzwords: Why interpersonal skills matter at work

Think critically about critical thinking and you’ll quickly realize that it’s not as instinctive as you’d like it to be. Fortunately, your critical thinking skills are learned competencies and not inherent gifts – and that means you can improve them. Here’s how:

• Practice active listening: Active listening helps you process and understand what other people share. That’s crucial as you aim to be open-minded and inquisitive.
• Ask open-ended questions: If your critical thinking process involves collecting feedback and opinions from others, ask open-ended questions (meaning, questions that can’t be answered with “yes” or “no”). Doing so will give you more valuable information and also prevent your own biases from influencing people’s input.
• Scrutinize your sources: Figuring out what to trust and prioritize is crucial for critical thinking. Boosting your media literacy and asking more questions will help you be more discerning about what to factor in. It’s hard to strike a balance between skepticism and open-mindedness, but approaching information with questions (rather than unquestioning trust) will help you draw better conclusions. 
• Play a game: Remember those riddles we mentioned at the beginning? As trivial as they might seem, games and exercises like those can help you boost your critical thinking skills. There are plenty of critical thinking exercises you can do individually or as a team . 
• Give yourself time: Research shows that rushed decisions are often regrettable ones. That’s likely because critical thinking takes time – you can’t do it under the wire. So, for big decisions or hairy problems, give yourself enough time and breathing room to work through the process. It’s hard enough to think critically without a countdown ticking in your brain. 

Critical thinking really is critical

The ability to think critically is important, but it doesn’t come naturally to most of us. It’s just easier to stick with biases, assumptions, and surface-level information. 

But that route often leads you to rash judgments, shaky conclusions, and disappointing decisions. So here’s a conclusion we can draw without any more noodling: Even if it is more demanding on your mental resources, critical thinking is well worth the effort.

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Professional Skills

• Jul 21, 2019

10 Ways to Develop Your Critical Thinking Skills

Valerie David

Lifestyle and Career Expert

Many a TV and movie hero would have you believe that all the best decisions are made with a ‘gut feeling’. Unlike that onscreen police detective whose hunches solve major crimes and get him the key to the city, however, most of us would likely be jobless if we operated this way.

While intuition can be a valuable skill in the workplace , most employers would prefer you excel in critical thinking and problem solving . So, what makes someone a critical thinker, exactly? It’s the ability to look at issues objectively and effectively, without letting bias or emotions cloud your judgement.

It’s not an easy task, but critical thinking improves your communication with others, helps you solve problems in the best interests of everyone involved, and allows you to see a clearer path to success and advancement in your career . The good news is you can begin right away, so read on to learn how to develop your critical thinking skills.

1. Take Time to Evaluate Your Decision Making

The first step in developing your critical thinking skills is to set aside time to evaluate your daily choices and decisions. In the same way a coach looks at a recording of a game to identify his team’s strengths and weaknesses, use this exercise to identify your successful actions that day, as well as the scenarios that didn’t turn out as well as you hoped.

Ask yourself a series of questions about those actions. What was your motivation? Did you achieve your goals? Did you do something contrary to your own belief system? Take the extra time to really think about your answers. You might want to keep a journal of these self-evaluations to help you spot patterns in your thinking and decision making .

2. Avoid Egocentrism

Most people evaluate issues or disagreements with the default view that they themselves are correct. Being a more critical thinker requires us to contemplate the possibility that we may be wrong or are acting in our own self-interest rather than the good of others or of the company we work for.

Two prominent authors and instructors in the field of critical thinking development , Richard Paul and Linda Elder, say that feelings of irritation and resentment during the workday can actually be signs of egocentric thinking. Considering how a ‘rational’ person (think Mr Spock from Star Trek ) might have reacted to the same situation can help you understand how your own emotions or bias affected your actions.

Those same emotions can also affect your interpretation of others’ actions. Taking arguments personally and feeling attacked by someone else’s opinion can cloud your judgement. Try to view their statements as an attempt to solve a problem or improve conditions, and not a strike against your self-worth.

3. Be an Active Listener

When someone is speaking to us, we are often more focused on what we’re going to say in response than in carefully listening to everything they’re sharing. We miss important details and don’t take the time to consider or fully comprehend their point of view.

Next time you converse with someone, actively listen to their story, their argument and even their criticisms. Cataloguing all this information without immediately reacting to it helps you improve your critical thinking skills and understand your colleagues better.

Active listening also gives you the time to experience and empathise with their situation, which is helpful for facilitating teamwork and resolving conflicts at work .

4. Analyse the Information

Gathering data is only the first step in the process of becoming a critical thinker. Achieving a goal or resolving an argument requires analysing all that information. This once again means asking a lot of questions.

• What is the source of the information?
• Are there gaps in logic in someone’s argument?
• Are they using emotion rather than facts to sway your opinion?
• Is there any evidence to support their point of view or yours?

In a work environment, you have to carefully dissect each side of an issue, and then consider how any decision would affect your colleagues as well as the company’s bottom line.

5. Gather Research

Another important step in improving your critical thinking skills is to accept that you don’t know everything. Many articles have been written about common misconceptions about a whole range of subjects, so you should always take the time to verify any ‘facts’ you base your decisions or arguments on.

The trick of researching is to find reliable information. Always check the source. Is it a well-respected journal or news outlet? Is the author an educated and experienced expert? Can you verify the same information from multiple sites or authorities?

Critical thinkers also consider an author’s agenda, anything from a political affiliation to a product to sell.

6. Develop Your Curiosity

Think about the last time you conversed with someone who asked you a lot of detailed questions and made you uncomfortable. We often spend time with friends, sharing opinions without challenge, and it can be startling when someone actually calls us out on those opinions. Forced to explain our thought process, we may realise our argument wasn’t that sound after all.

If you want to develop your critical thinking, it’s time to be that questioning person. When someone shares an idea or judgement, don’t just accept it and move on to the next thing. Indulge your curiosity and ask some open-ended questions to get more details, and further explore the issue.

7. Approach Arguments with Compassion

In the age of social media discourse, which can escalate rapidly from name-calling to harassment to even death threats, a peaceful approach can be daunting. The first step is to look for the logic in an opponent’s argument. Focus on the critical thinking skills you apply to your own decisions and examine their motivations, evidence and reasoning.

Making an immediate effort to understand the opposing point of view can help keep you from becoming defensive and escalating the disagreement. The compassionate approach won’t necessarily lead to complete harmony, but an open mind allows you to examine all the information and, hopefully, find common ground.

The ability to understand others’ emotions and skilfully negotiate with them is considered a valuable skill to potential employers . Becoming a critical thinker in highly charged situations needn't be wasted on Twitter flame wars; it’s extremely useful in making a sale to a difficult client, keeping an unhappy customer on board or even convincing your boss to use your idea for a new product line instead of theirs.

8. Examine Decisions in Multiple Environments

When facing a difficult decision, everyone has heard the advice to ‘sleep on it’. This is sound advice. One of the main pillars of critical thinking is to remove emotion from the equation. If you’ve just had an argument with a colleague, you’ve been reprimanded by your boss for a mistake or even if you’ve just had an all-around bad day at work , it’s best to hold off on important decisions until you feel calmer and more rational.

Even when things are peaceful, take the time to look at a problem from multiple angles. Change your environment, mood, and who you interact with to help spark creative thinking and get you to a solution you might not have considered at the start.

9. Assign Yourself a Problem to Work On

Any skill you want to master requires practice. Applying critical thinking in your daily interactions will help you improve, but a specific task is also useful. Think of an issue in your career and spend any free moments during the day, like during your commute or on your lunch break, breaking that problem down into pieces you can analyse.

The goal during this analysis is to identify actionable elements. What can you do right now? What moves can you make over time to reach the perfect solution? How can you work around the issues that you can’t control? Continue to analyse the results after you act and adapt your strategies as you move forward.

Critical thinking and problem solving have always been useful at work, but employers will increasingly look for these skills as jobs become more complex and challenging due to ever-evolving technology and globalisation. Continue to assign yourself problems to tackle; even minor issues will help you keep your critical skills sharp.

10. Talk to a More Diverse Group of People

You can develop critical thinking skills with a lot of self-reflection, research and study, but staying locked in your own bubble can lead right back to egocentrism. Seek out people with different backgrounds, experiences and opinions to simply learn from them or to engage in some lively debate.

One of the most positive aspects of the internet is that it allows us to make these connections more easily. Aside from forums, group chats and social media, consider guesting on a podcast in your field of expertise. The more casual format can lead to some lively discussions and will force you to apply all your critical thinking skills on the fly. You can approach podcasters directly or try out services like Podcast Guests to connect you with interested hosts.

The key to improving your critical thinking skills is to constantly ask questions and seek the truth about everyone’s motives and actions, including your own. You won’t always be able to keep emotions out of an argument but practising these critical thinking strategies will help you find your way through difficult and complex situations to the best possible outcome.

Can you think of a time when these strategies helped you solve a problem at work? Do you have your own techniques for perfecting critical thinking? Let us know in the comments section below.

Scott H Young

Rasmussen College

Soft Skills

Critical Thinking Skills

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• How to build your critical thinking ski ...

How to build your critical thinking skills in 7 steps (with examples)

Critical thinking is, well, critical. By building these skills, you improve your ability to analyze information and come to the best decision possible. In this article, we cover the basics of critical thinking, as well as the seven steps you can use to implement the full critical thinking process.

Critical thinking comes from asking the right questions to come to the best conclusion possible. Strong critical thinkers analyze information from a variety of viewpoints in order to identify the best course of action.

Don’t worry if you don’t think you have strong critical thinking abilities. In this article, we’ll help you build a foundation for critical thinking so you can absorb, analyze, and make informed decisions. 

What is critical thinking? 

Critical thinking is the ability to collect and analyze information to come to a conclusion. Being able to think critically is important in virtually every industry and applicable across a wide range of positions. That’s because critical thinking isn’t subject-specific—rather, it’s your ability to parse through information, data, statistics, and other details in order to identify a satisfactory solution. 

Definitions of critical thinking

Various scholars have provided definitions of critical thinking, each emphasizing different aspects of this complex cognitive process:

Michael Scriven , an American philosopher, defines critical thinking as "the intellectually disciplined process of actively and skillfully conceptualizing, applying, analyzing, synthesizing, and/or evaluating information gathered from, or generated by, observation, experience, reflection, reasoning, or communication as a guide to belief and action."

Robert Ennis , professor emeritus at the University of Illinois, describes critical thinking as "reasonable, reflective thinking focused on deciding what to believe or do."

Diane Halpern , a cognitive psychologist and former president of the American Psychological Association, defines it as "the use of cognitive skills or strategies that increase the probability of a desirable outcome."

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Top 8 critical thinking skills

Critical thinking is essential for success in everyday life, higher education, and professional settings. The handbook "Foundation for Critical Thinking" defines it as a process of conceptualization, analysis, synthesis, and evaluation of information.

In no particular order, here are eight key critical thinking abilities that can help you excel in any situation:

1. Analytical thinking

Analytical thinking involves evaluating data from multiple sources in order to come to the best conclusions. Analytical thinking allows people to reject cognitive biases and strive to gather and analyze intricate subject matter while solving complex problems. Analytical thinkers who thrive at critical thinking can:

Identify patterns and trends in the data

Break down complex issues into manageable components

Recognize cause-and-effect relationships

Evaluate the strength of arguments and evidence

Example: A data analyst breaks down complex sales figures to identify trends and patterns that inform the company's marketing strategy.

2. Open-mindedness

Open-mindedness is the willingness to consider new ideas, arguments, and information without prejudice. This critical thinking skill helps you analyze and process information to come to an unbiased conclusion. Part of the critical thinking process is letting your personal biases go, taking information at face value and coming to a conclusion based on multiple points of view .

Open-minded critical thinkers demonstrate:

Willingness to consider alternative viewpoints

Ability to suspend judgment until sufficient evidence is gathered

Receptiveness to constructive criticism and feedback

Flexibility in updating beliefs based on new information

Example: During a product development meeting, a team leader actively considers unconventional ideas from junior members, leading to an innovative solution.

3. Problem-solving

Effective problem solving is a cornerstone of critical thinking. It requires the ability to identify issues, generate possible solutions, evaluate alternatives, and implement the best course of action. This critical thinking skill is particularly valuable in fields like project management and entrepreneurship.

Key aspects of problem-solving include:

Clearly defining the problem

Gathering relevant information

Brainstorming potential solutions

Evaluating the pros and cons of each option

Implementing and monitoring the chosen solution

Reflecting on the outcome and adjusting as necessary

Example: A high school principal uses problem-solving skills to address declining student engagement by surveying learners, consulting with higher education experts, and implementing a new curriculum that balances academic rigor with practical, real-world applications.

4. Reasoned judgment

Reasoned judgment is a key component of higher order thinking that involves making thoughtful decisions based on logical analysis of evidence and thorough consideration of alternatives. This critical thinking skill is important in both academic and professional settings. Key aspects reasoned judgment include:

Objectively gathering and analyzing information

Evaluating the credibility and relevance of evidence

Considering multiple perspectives before drawing conclusions

Making decisions based on logical inference and sound reasoning

Example: A high school science teacher uses reasoned judgment to design an experiment, carefully observing and analyzing results before drawing conclusions about the hypothesis.

5. Reflective thinking

Reflective thinking is the process of analyzing one's own thought processes, actions, and outcomes to gain deeper understanding and improve future performance. Good critical thinking requires analyzing and synthesizing information to form a coherent understanding of a problem. It's an essential critical thinking skill for continuous learning and improvement.

Key aspects of reflective thinking include:

Critically examining one's own assumptions and cognitive biases

Considering diverse viewpoints and perspectives

Synthesizing information from various experiences and sources

Applying insights to improve future decision-making and actions

Continuously evaluating and adjusting one's thinking processes

Example: A community organizer reflects on the outcomes of a recent public event, considering what worked well and what could be improved for future initiatives.

6. Communication

Strong communication skills help critical thinkers articulate ideas clearly and persuasively. Communication in the workplace is crucial for effective teamwork, leadership, and knowledge dissemination. Key aspects of communication in critical thinking include:

Clearly expressing complex ideas

Active listening and comprehension

Adapting communication styles to different audiences

Constructing and delivering persuasive arguments

Example: A manager effectively explains a new company policy to her team, addressing their concerns and ensuring everyone understands its implications.

7. Research

Critical thinkers with strong research skills gather, evaluate, and synthesize information from various sources of information. This is particularly important in academic settings and in professional fields that require continuous learning. Effective research involves:

Identifying reliable and relevant sources of information

Evaluating the credibility and bias of sources

Synthesizing information from multiple sources

Recognizing gaps in existing knowledge

Example: A journalist verifies information from multiple credible sources before publishing an article on a controversial topic.

8. Decision-making

Effective decision making is the culmination of various critical thinking skills that allow an individual to draw logical conclusions and generalizations. It involves weighing options, considering consequences, and choosing the best course of action. Key aspects of decision-making include:

Defining clear criteria for evaluation

Gathering and analyzing relevant information

Considering short-term and long-term consequences

Managing uncertainty and risk

Balancing logic and intuition

Example: A homeowner weighs the costs, benefits, and long-term implications before deciding to invest in solar panels for their house.

7 steps to improve critical thinking

Critical thinking is a skill that you can build by following these seven steps. The seven steps to critical thinking help you ensure you’re approaching a problem from the right angle, considering every alternative, and coming to an unbiased conclusion.

First things first: When to use the 7 step critical thinking process

There’s a lot that goes into the full critical thinking process, and not every decision needs to be this thought out. Sometimes, it’s enough to put aside bias and approach a process logically. In other, more complex cases, the best way to identify the ideal outcome is to go through the entire critical thinking process. 

The seven-step critical thinking process is useful for complex decisions in areas you are less familiar with. Alternatively, the seven critical thinking steps can help you look at a problem you’re familiar with from a different angle, without any bias. 

If you need to make a less complex decision, consider another problem solving strategy instead. Decision matrices are a great way to identify the best option between different choices. Check out our article on 7 steps to creating a decision matrix .

1. Identify the problem or question

Before you put those critical thinking skills to work, you first need to identify the problem you’re solving. This step includes taking a look at the problem from a few different perspectives and asking questions like: 

What’s happening? 

Why is this happening? 

What assumptions am I making? 

At first glance, how do I think we can solve this problem? 

A big part of developing your critical thinking skills is learning how to come to unbiased conclusions. In order to do that, you first need to acknowledge the biases that you currently have. Does someone on your team think they know the answer? Are you making assumptions that aren’t necessarily true? Identifying these details helps you later on in the process. 

2. Gather relevant information

At this point, you likely have a general idea of the problem—but in order to come up with the best solution, you need to dig deeper. 

During the research process, collect information relating to the problem, including data, statistics, historical project information, team input, and more. Make sure you gather information from a variety of sources, especially if those sources go against your personal ideas about what the problem is or how to solve it.

Gathering varied information is essential for your ability to apply the critical thinking process. If you don’t get enough information, your ability to make a final decision will be skewed. Remember that critical thinking is about helping you identify the objective best conclusion. You aren’t going with your gut—you’re doing research to find the best option

3. Analyze and evaluate data

Just as it’s important to gather a variety of information, it is also important to determine how relevant the different information sources are. After all, just because there is data doesn’t mean it’s relevant. 

Once you’ve gathered all of the information, sift through the noise and identify what information is relevant and what information isn’t. Synthesizing all of this information and establishing significance helps you weigh different data sources and come to the best conclusion later on in the critical thinking process. 

To determine data relevance, ask yourself:

How reliable is this information? 

How significant is this information? 

Is this information outdated? Is it specialized in a specific field? 

4. Consider alternative points of view

One of the most useful parts of the critical thinking process is coming to a decision without bias. In order to do so, you need to take a step back from the process and challenge the assumptions you’re making. 

We all have bias—and that isn’t necessarily a bad thing. Unconscious biases (also known as cognitive biases) often serve as mental shortcuts to simplify problem solving and aid decision making. But even when biases aren’t inherently bad, you must be aware of your biases in order to put them aside when necessary. 

Before coming to a solution, ask yourself:

Am I making any assumptions about this information? 

Are there additional variables I haven’t considered? 

Have I evaluated the information from every perspective? 

Are there any viewpoints I missed?

5. Draw logical conclusions

Finally, you’re ready to come to a conclusion. To identify the best solution, draw connections between causes and effects. Use the facts you’ve gathered to evaluate the most objective conclusion. 

Keep in mind that there may be more than one solution. Often, the problems you’re facing are complex and intricate. The critical thinking process doesn’t necessarily lead to a cut-and-dry solution—instead, the process helps you understand the different variables at play so you can make an informed decision. 

6. Develop and communication solutions

Communication is a key skill for critical thinkers. It isn’t enough to think for yourself—you also need to share your conclusion with other project stakeholders. If there are multiple solutions, present them all. There may be a case where you implement one solution, then test to see if it works before implementing another solution. 

This process of communicating and sharing ideas is key in promoting critical thinking within a team or organization. By encouraging open dialogue and collaborative problem-solving, you create an environment that fosters the development of critical thinking skills in others.

7. Reflect and learn from the process

The seven-step critical thinking process yields a result—and you then need to put that solution into place. After you’ve implemented your decision, evaluate whether or not it was effective. Did it solve the initial problem? What lessons—whether positive or negative—can you learn from this experience to improve your critical thinking for next time? 

By engaging in this metacognitive reflective thinking process, you're essentially teaching critical thinking to yourself, refining your methodology with each iteration. This reflective practice is fundamental in developing a more robust and adaptable approach to problem-solving.

Depending on how your team shares information, consider documenting lessons learned in a central source of truth. That way, team members that are making similar or related decisions in the future can understand why you made the decision you made and what the outcome was.

Example of critical thinking in the workplace

Imagine you work in user experience design (UX). Your team is focused on pricing and packaging and ensuring customers have a clear understanding of the different services your company offers. Here’s how to apply the critical thinking process in the workplace in seven steps: 

Step 1: Start by identifying the problem

Your current pricing page isn’t performing as well as you want. You’ve heard from customers that your services aren’t clear, and that the page doesn’t answer the questions they have. This page is really important for your company, since it’s where your customers sign up for your service. You and your team have a few theories about why your current page isn’t performing well, but you decide to apply the critical thinking process to ensure you come to the best decision for the page. 

Gather information about how the problem started

Part of identifying the problem includes understanding how the problem started. The pricing and packaging page is important—so when your team initially designed the page, they certainly put a lot of thought into it. Before you begin researching how to improve the page, ask yourself: 

Why did you design the pricing page the way you did? 

Which stakeholders need to be involved in the decision making process? 

Where are users getting stuck on the page?

Are any features currently working?

Step 2: Then gather information and research

In addition to understanding the history of the pricing and packaging page, it’s important to understand what works well. Part of this research means taking a look at what your competitor’s pricing pages look like. 

Ask yourself: 

How have our competitors set up their pricing pages?

Are there any pricing page best practices? 

How does color, positioning, and animation impact navigation? 

Are there any standard page layouts customers expect to see? 

Step 3: Organize and analyze information

You’ve gathered all of the information you need—now you need to organize and analyze it. What trends, if any, are you noticing? Is there any particularly relevant or important information that you have to consider? 

Step 4: Consider alternative viewpoints to reduce bias

In the case of critical thinking, it’s important to address and set bias aside as much as possible. Ask yourself: 

Is there anything I’m missing? 

Have I connected with the right stakeholders? 

Are there any other viewpoints I should consider? 

Step 5: Determine the most logical solution for your team

You now have all of the information you need to design the best pricing page. Depending on the complexity of the design, you may want to design a few options to present to a small group of customers or A/B test on the live website.

Step 6: Communicate your solution to stakeholders

Critical thinking can help you in every element of your life, but in the workplace, you must also involve key project stakeholders . Stakeholders help you determine next steps, like whether you’ll A/B test the page first. Depending on the complexity of the issue, consider hosting a meeting or sharing a status report to get everyone on the same page. 

Step 7: Reflect on the results

No process is complete without evaluating the results. Once the new page has been live for some time, evaluate whether it did better than the previous page. What worked? What didn’t? This also helps you make better critical decisions later on.

Tools and techniques to improve critical thinking skills

As the importance of critical thinking continues to grow in academic and professional settings, numerous tools and resources have been developed to help individuals enhance their critical thinking skills. Here are some notable contributions from experts and institutions in the field:

Mind mapping for better analysis

Mind mapping is a visual technique that helps organize and structure information. It's particularly useful for synthesizing complex ideas and identifying connections between different concepts. The benefits of mind mapping include:

Enhancing creativity by encouraging non-linear thinking

Improving memory and retention of information

Facilitating brainstorming and idea generation

Providing a clear overview of complex topics

To create a mind map:

Start with a central idea or concept.

Branch out with related sub topics or ideas.

Use colors, symbols, and images to enhance visual appeal and memorability.

Draw connections between related ideas across different branches.

Mind mapping can be particularly effective in project planning , content creation, and studying complex subjects.

The Socratic Method for deeper understanding

The Socratic Method, named after the ancient Greek philosopher Socrates, involves asking probing questions to stimulate critical thinking and illuminate ideas. This technique is widely used in higher education to teach critical thinking. Key aspects of the Socratic Method include:

Asking open-ended questions that encourage deeper reflection

Challenging assumptions and preconceived notions

Exploring the implications and consequences of ideas

Fostering intellectual curiosity and continuous inquiry

The Socratic Method can be applied in various settings:

In education, to encourage students to think deeply about subject matter

In business, it is important to challenge team members to consider multiple points of view.

In personal development, to examine one's own beliefs and decisions

Example: A high school teacher might use the Socratic Method to guide students through a complex ethical dilemma, asking questions like "What principles are at stake here?" and "How might this decision affect different stakeholders?"

SWOT analysis for comprehensive evaluation

SWOT (Strengths, Weaknesses, Opportunities, Threats) analysis is a strategic planning tool that can be applied to critical thinking. It helps in evaluating situations from multiple angles, promoting a more thorough understanding of complex issues. The components of SWOT analysis are:

Strengths: internal positive attributes or assets

Weaknesses: internal negative attributes or limitations

Opportunities: External factors that could be beneficial

Threats: External factors that could be harmful

To conduct a SWOT analysis:

Clearly define the subject of analysis (e.g., a project, organization, or decision).

Brainstorm and list items for each category.

Analyze the interactions between different factors.

Use the analysis to inform strategy or decision-making.

Example: A startup might use SWOT analysis to evaluate its position before seeking investment, identifying its innovative technology as a strength, limited capital as a weakness, growing market demand as an opportunity, and established competitors as a threat.

Critical thinking resources

The Foundation for Critical Thinking : Based in California, this organization offers a wide range of resources, including books, articles, and workshops on critical thinking.

The National Council for Excellence in Critical Thinking : This council provides guidelines and standards for critical thinking instruction and assessment.

University of Louisville : Their Critical Thinking Initiative offers various resources and tools for developing critical thinking skills.

The New York Times Learning Network provides lesson plans and activities to help develop critical thinking skills through current events and news analysis.

Critical thinking frameworks and tools

Paul-Elder Critical Thinking Framework : Developed by Dr. Richard Paul and Dr. Linda Elder, this framework provides a comprehensive approach to developing critical thinking skills.

Bloom's Taxonomy : While not exclusively for critical thinking, this classification system is widely used in education to promote higher-order thinking skills.

The California Critical Thinking Disposition Inventory (CCTDI) : This assessment tool measures the disposition to engage in problems and make decisions using critical thinking.

The Ennis-Weir Critical Thinking Essay Test : Developed by Robert Ennis, this test assesses a person's ability to appraise an argument and to formulate a written argument.

By incorporating these tools and techniques into regular practice, individuals can significantly enhance their critical thinking capabilities, leading to more effective problem-solving, decision-making, and overall cognitive performance.

Critically successful 

Critical thinking takes time to build, but with effort and patience you can apply an unbiased, analytical mind to any situation. Critical thinking makes up one of many soft skills that makes you an effective team member, manager, and worker. If you’re looking to hone your skills further, read our article on the 25 project management skills you need to succeed .

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Critical thinking is the one skillset you can't afford not to master

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What is critical thinking?

5 characteristics of critical thinking, what are critical thinking skills, and why are they important, 6 key critical thinking skills, critical thinking example in real-life, 13 ways to start thinking critically.

Whether you’re aiming to improve your performance at work or simply trying to live a more fulfilling life , you’ll need a variety of hard and soft skills to move the needle. Some skills come naturally to some people, while others need to develop them actively.

One of these skills is critical thinking. But critical thinking itself is made up of several types of skills that contribute to solving problems more effectively.

Let’s explore the different types of critical thinking skills and how you can start improving them to level up your career.

Critical thinking is the ability to analyze facts objectively and form a judgment. It is a form of emotional intelligence .

Someone with critical thinking skills can think clearly and rationally when the situation demands it. It allows them to perform problem-solving and decision-making more effectively. 

As a result, you can look further than what you see at face value. You’re able to analyze what you see from a situation and gain some insight that goes further than what’s obvious to anyone from the outside.

Critical thinking also requires being able to understand the logical connection between two or more ideas or concepts. For example, a team working on a company’s pricing strategy needs to think critically about several concepts. 

Both the marketing and sales teams must work together. They need to analyze how to maximize sales. But they need to do so while also meeting profit goals. It’s important to understand the logical connection between sales strategy and marketing logistics. It’s the only way to get a good outcome.

Critical thinking is different from creative thinking . Creative thinking is the ability to generate brand new, innovative ideas. On the other hand, critical thinking requires you to carefully and logically analyze what information is given to you. Both are important to maximize results in any given situation.

What defines critical thinking? How does it affect the decision-making process? Here are five characteristics that make up the ability to think critically.

1. Dispositions

Critical thinkers have specific traits that allow them to think the way they do. Some people are predisposed to these traits, while others need to develop them actively.

Some of these dispositions include:

• Open-mindedness
• Respecting evidence and reasoning
• Being able to consider different perspectives and points of view: in other words, having cognitive flexibility
• Not being stuck in one position
• Clarity and precision

2. Argument

Good critical thinkers need to make solid arguments. 

An argument is making a statement aided by supporting evidence. It’s important to use well thought-out arguments when you’re in a constructive conflict . When analyzing a situation critically, you’ll need to make several arguments in your own mind to come to a judgment. 

3. Reasoning

In addition to arguments, critical thinking also requires inferring conclusions. From the facts and arguments presented to you, you need to use reasoning skills to come to a logical conclusion. 

This conclusion will determine the best course of action to take.

4. Criteria

Critical thinking is sometimes a matter of discerning truth from fiction. Not all facts presented to you may have the same level of truth. Certain conditions need to be met for something to be considered believable, and a critical thinker needs to be able to understand that.

5. Metacognition

Metacognition is the ability to think about your own thinking. Critical thinkers should be able to analyze their thoughts so that they can judge whether or not they’ve thought everything through. This helps them come up with better hypotheses.

The critical thinking skills definition is: soft skills that help you in the critical thinking process. Developing these skills can improve your ability to think critically.

Critical thinking skills are considered one of many durable skills in the workplace . Many of these are soft skills that are also useful in other situations.

According to research by America Succeeds, critical thinking is in the top five most requested durable skills in job postings. Those top five durable skills get requested 2.6x more often than the top five hard skills. This goes to show that soft skills like critical thinking skills are in demand in the workplace.

Critical thinking skills are important for several reasons. These include helping you work independently and solve problems . Not all positions require ongoing critical thinking. But, those skills definitely matter to anyone who wants to uplevel their career. And even the most easygoing positions require at least some level of critical thinking skills.

For example, working as an accountant can be straightforward in most cases. But it may require critical thinking skills. For instance, what if certain expenses aren’t easily distributed in simple categories? Without critical thinking skills, an accountant will struggle to work independently and solve problems on their own.

Critical thinking abilities also matter in everyday life. Having a foundation for critical thinking can help you analyze several possible solutions for problems that pop up in the home. It can also help you:

• Analyze different viewpoints
• Come up with the best solution for complex problems
• Become a better learner

The key critical thinking skills are identifying biases, inference, research, identification, curiosity, and judging relevance.

Let’s explore these six critical thinking skills you should learn and why they’re so important to the critical thinking process.

1. Identifying biases

This critical thinking skill is necessary for metacognition, which is the fifth characteristic of critical thinking. It involves knowing when others have a cognitive bias and when you have one yourself.

Biases can influence how someone understands the facts presented to them. But when you’re aware of those biases, you can question yourself on those biases and consider other points of view.

Identifying biases is especially important for people who make hiring decisions. That’s because biases against groups of minorities can lead to inequalities in the workplace when not identified. 

For example, imagine a hiring manager comparing two resumes. Their gut feeling could guide them to discount one of the resumes due to a bias against the opposite gender. But let’s say this hiring manager realizes they have this bias. They can then question themselves on whether or not this bias is influencing their judgment. 

2. Inference

Inference is the ability to draw conclusions based on the information you have. Without inference, it can be difficult to take action once you’ve analyzed the facts presented to you. Processing information is key to coming up with a reasoned judgment.

For example, let’s go back to the accountant struggling to assign the correct category to a business expense. They can analyze other similar situations and infer the most logical category based on that information.

3. Research

Before you analyze facts and infer a conclusion, you need to find out what those facts are. Researching skills allow you to discover facts and figures to make an argument.

Not all situations will have the required information available to you. Researching skills are necessary to dig into a situation and gather the information you need to think critically.

Some situations don’t require further research. For example, a first responder who arrives on the scene of an automobile accident won’t perform further research. They’ll have to analyze what they see in front of them and decide which injuries are the most urgent to care for. 

On the other hand, someone performing a market analysis will need to research competitors and gather information before coming up with an opinion. 

4. Identification

Identification is different from inference and research. It involves being able to identify a problem but also what’s influencing that problem.

In short, identification is necessary for someone to realize that they need to think critically about something. Without proper identification skills, it will be difficult for someone to know when it’s time to analyze a situation. 

For example, let’s say you’re entering numbers in a spreadsheet. The numbers aren’t coming out as they usually do. Without identification skills, you could easily keep going without realizing there’s an issue. But when you identify what’s going on, you can see that something is broken in the spreadsheet’s formula.

Only once you identify the fact that the formula is broken can you start analyzing what’s going on to solve the issue.

5. Curiosity

Don’t be afraid to question everything and explore what you’re curious about. That’s because intellectual curiosity is a valuable skill, especially when it comes to critical thinking.

One way to practice curiosity is to adopt a beginner’s mindset . When you come into every situation with the mindset of a beginner, you’re able to keep an open mind. You’ll be able to perceive things you may not have noticed when keeping your mind closed.

6. Judging relevance

Not all information is equally pertinent. In order to make a critical judgment, it’s important to be able to judge the relevance of the information you have.

Take, for instance, basic online researching skills. You have access to a plethora of information on virtually every topic imaginable. But performing online research requires you to constantly judge the relevance of what you see. 

Without judging relevance, you’d spend too much time on details that don’t matter as much for the final desired outcome. But when you’re able to discern what’s most pertinent, you can give that information more weight as you’re thinking critically.

So what would critical thinking skills look like in a real-life situation?

Let’s imagine you’re working in software quality assurance (QA) as a team lead. But every time your team needs to enter bug regression, everyone gets bottlenecked because you must manually populate the spreadsheet used for the regression. While you do this task, your team cannot be productive without you.

This process happens once a week and easily wastes half an hour for each team member.

First, you must identify what’s going on. The team gets bottlenecked because only you, as the team lead, can access the information required to fill in the regression spreadsheet.

Next, you can research information. You can inquire to higher-ups about the reason why only you have access to this information. You can also speak to other teams about what potential solutions they’ve come up with to solve this problem.

Once you’ve done your research, it’s time to analyze the information and judge relevance. Some teams have solutions that don’t apply to you, so that information isn’t relevant anymore. 

Figure out if there are any personal biases before you analyze your information. 

For example, it’s possible that you don’t get along with one of the other team leads. As a result, you could discount the information they’ve given you. But by identifying this bias, you can look past your personal opinion of this person and see how valuable their solution is.

Based on what you’ve analyzed, it’s time to brainstorm and come up with a solution. You realize that creating a simple, automated script will save your team’s time. And it will do so without consuming too many resources from the engineering department.

Next, present your solution to your manager. Explain how you came to this conclusion. 

Now, let’s say your spreadsheet automation solution is approved. It’s important to go back and analyze what happens after implementing the solution. But only do this once the spreadsheet has been in place for long enough to gather plenty of information. 

Here’s an example. You could realize that the solution did solve the bottleneck. But, the script also slows down the spreadsheet and makes it difficult to work with. This would require you to go back to the drawing board and start the process all over again.

Want to start improving your own critical thinking skill sets? Here’s how you can improve critical thinking skills using 13 techniques:

• Play games that require critical thinking skills
• Ask more questions, even basic ones
• Question your assumptions
• Develop your technical skills so that you can identify problems more easily
• Find ways to solve more problems (at work and at home)
• Become aware of your mental processes, like the availability heuristic
• Think for yourself: don’t adopt other people’s opinions without questioning them first
• Seek out diversity of thought
• Start developing foresight
• Try active listening
• Weigh the consequences of different actions before you act
• Seek a mentor who can help you develop these skills
• Get professional coaching

How to improve your critical thinking skills 

Critical thinking skills aren’t always easy to develop. But it’s much easier to start thinking critically when you have someone to work with. Try a custom BetterUp demo to see how a coach can help you develop your critical thinking skills today.

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Maggie Wooll, MBA

Maggie Wooll is a researcher, author, and speaker focused on the evolving future of work. Formerly the lead researcher at the Deloitte Center for the Edge, she holds a Bachelor of Science in Education from Princeton University and an MBA from the University of Virginia Darden School of Business. Maggie is passionate about creating better work and greater opportunities for all.

How to develop critical thinking skills

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13 Easy Steps To Improve Your Critical Thinking Skills

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With the sheer volume of information that we’re bombarded with on a daily basis – and with the pervasiveness of fake news and social media bubbles – the ability to look at evidence, evaluate the trustworthiness of a source, and think critically is becoming more important than ever. This is why, for me, critical thinking is one of the most vital skills to cultivate for future success.

Critical thinking isn’t about being constantly negative or critical of everything. It’s about objectivity and having an open, inquisitive mind. To think critically is to analyze issues based on hard evidence (as opposed to personal opinions, biases, etc.) in order to build a thorough understanding of what’s really going on. And from this place of thorough understanding, you can make better decisions and solve problems more effectively.

To put it another way, critical thinking means arriving at your own carefully considered conclusions instead of taking information at face value. Here are 13 ways you can cultivate this precious skill:

1. Always vet new information with a cautious eye. Whether it’s an article someone has shared online or data that’s related to your job, always vet the information you're presented with. Good questions to ask here include, "Is this information complete and up to date?” “What evidence is being presented to support the argument?” and “Whose voice is missing here?”

2. Look at where the information has come from. Is the source trustworthy? What is their motivation for presenting this information? For example, are they trying to sell you something or get you to take a certain action (like vote for them)?

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3. Consider more than one point of view. Everyone has their own opinions and motivations – even highly intelligent people making reasonable-sounding arguments have personal opinions and biases that shape their thinking. So, when someone presents you with information, consider whether there are other sides to the story.

4. Practice active listening. Listen carefully to what others are telling you, and try to build a clear picture of their perspective. Empathy is a really useful skill here since putting yourself in another person's shoes can help you understand where they're coming from and what they might want. Try to listen without judgment – remember, critical thinking is about keeping an open mind.

5. Gather additional information where needed. Whenever you identify gaps in the information or data, do your own research to fill those gaps. The next few steps will help you do this objectively…

6. Ask lots of open-ended questions. Curiosity is a key trait of critical thinkers, so channel your inner child and ask lots of "who," "what," and "why" questions.

7. Find your own reputable sources of information, such as established news sites, nonprofit organizations, and education institutes. Try to avoid anonymous sources or sources with an ax to grind or a product to sell. Also, be sure to check when the information was published. An older source may be unintentionally offering up wrong information just because events have moved on since it was published; corroborate the info with a more recent source.

8. Try not to get your news from social media. And if you do see something on social media that grabs your interest, check the accuracy of the story (via reputable sources of information, as above) before you share it.

9. Learn to spot fake news. It's not always easy to spot false or misleading content, but a good rule of thumb is to look at the language, emotion, and tone of the piece. Is it using emotionally charged language, for instance, and trying to get you to feel a certain way? Also, look at the sources of facts, figures, images, and quotes. A legit news story will clearly state its sources.

10. Learn to spot biased information. Like fake news, biased information may seek to appeal more to your emotions than logic and/or present a limited view of the topic. So ask yourself, “Is there more to this topic than what’s being presented here?” Do your own reading around the topic to establish the full picture.

11. Question your own biases, too. Everyone has biases, and there’s no point pretending otherwise. The trick is to think objectively about your likes and dislikes, preferences, and beliefs, and consider how these might affect your thinking.

12. Form your own opinions. Remember, critical thinking is about thinking independently. So once you’ve assessed all the information, form your own conclusions about it.

13. Continue to work on your critical thinking skills. I recommend looking at online learning platforms such as Udemy and Coursera for courses on general critical thinking skills, as well as courses on specific subjects like cognitive biases.

Read more about critical thinking and other essential skills in my new book, Future Skills: The 20 Skills & Competencies Everyone Needs To Succeed In A Digital World . Written for anyone who wants to surf the wave of digital transformation – rather than be drowned by it – the book explores why these vital future skills matter and how to develop them.

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• What Is Critical Thinking? | Definition & Examples

What Is Critical Thinking? | Definition & Examples

Published on May 30, 2022 by Eoghan Ryan . Revised on May 31, 2023.

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
• Assess alternative viewpoints
• Test hypotheses against relevant criteria

Table of contents

Why is critical thinking important, critical thinking examples, how to think critically, other interesting articles, frequently asked questions about critical thinking.

Critical thinking is important for making judgments about sources of information and forming your own arguments. It emphasizes a rational, objective, and self-aware approach that can help you to identify credible sources and strengthen your conclusions.

Critical thinking is important in all disciplines and throughout all stages of the research process . The types of evidence used in the sciences and in the humanities may differ, but critical thinking skills are relevant to both.

In academic writing , critical thinking can help you to determine whether a source:

• Is free from research bias
• Provides evidence to support its research findings
• Considers alternative viewpoints

Outside of academia, critical thinking goes hand in hand with information literacy to help you form opinions rationally and engage independently and critically with popular media.

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Critical thinking can help you to identify reliable sources of information that you can cite in your research paper . It can also guide your own research methods and inform your own arguments.

Outside of academia, critical thinking can help you to be aware of both your own and others’ biases and assumptions.

Academic examples

However, when you compare the findings of the study with other current research, you determine that the results seem improbable. You analyze the paper again, consulting the sources it cites.

You notice that the research was funded by the pharmaceutical company that created the treatment. Because of this, you view its results skeptically and determine that more independent research is necessary to confirm or refute them. Example: Poor critical thinking in an academic context You’re researching a paper on the impact wireless technology has had on developing countries that previously did not have large-scale communications infrastructure. You read an article that seems to confirm your hypothesis: the impact is mainly positive. Rather than evaluating the research methodology, you accept the findings uncritically.

Nonacademic examples

However, you decide to compare this review article with consumer reviews on a different site. You find that these reviews are not as positive. Some customers have had problems installing the alarm, and some have noted that it activates for no apparent reason.

You revisit the original review article. You notice that the words “sponsored content” appear in small print under the article title. Based on this, you conclude that the review is advertising and is therefore not an unbiased source. Example: Poor critical thinking in a nonacademic context You support a candidate in an upcoming election. You visit an online news site affiliated with their political party and read an article that criticizes their opponent. The article claims that the opponent is inexperienced in politics. You accept this without evidence, because it fits your preconceptions about the opponent.

There is no single way to think critically. How you engage with information will depend on the type of source you’re using and the information you need.

However, you can engage with sources in a systematic and critical way by asking certain questions when you encounter information. Like the CRAAP test , these questions focus on the currency , relevance , authority , accuracy , and purpose of a source of information.

When encountering information, ask:

• Who is the author? Are they an expert in their field?
• What do they say? Is their argument clear? Can you summarize it?
• When did they say this? Is the source current?
• Where is the information published? Is it an academic article? Is it peer-reviewed ?
• Why did the author publish it? What is their motivation?
• How do they make their argument? Is it backed up by evidence? Does it rely on opinion, speculation, or appeals to emotion ? Do they address alternative arguments?

Critical thinking also involves being aware of your own biases, not only those of others. When you make an argument or draw your own conclusions, you can ask similar questions about your own writing:

• Am I only considering evidence that supports my preconceptions?
• Is my argument expressed clearly and backed up with credible sources?
• Would I be convinced by this argument coming from someone else?

If you want to know more about ChatGPT, AI tools , citation , and plagiarism , make sure to check out some of our other articles with explanations and examples.

• ChatGPT vs human editor
• ChatGPT citations
• Is ChatGPT trustworthy?
• Using ChatGPT for your studies
• What is ChatGPT?
• Chicago style
• Paraphrasing

 Plagiarism

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• Avoiding plagiarism
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Critical thinking refers to the ability to evaluate information and to be aware of biases or assumptions, including your own.

Like information literacy , it involves evaluating arguments, identifying and solving problems in an objective and systematic way, and clearly communicating your ideas.

Critical thinking skills include the ability to:

You can assess information and arguments critically by asking certain questions about the source. You can use the CRAAP test , focusing on the currency , relevance , authority , accuracy , and purpose of a source of information.

Ask questions such as:

• Who is the author? Are they an expert?
• How do they make their argument? Is it backed up by evidence?

A credible source should pass the CRAAP test  and follow these guidelines:

• The information should be up to date and current.
• The author and publication should be a trusted authority on the subject you are researching.
• The sources the author cited should be easy to find, clear, and unbiased.
• For a web source, the URL and layout should signify that it is trustworthy.

Information literacy refers to a broad range of skills, including the ability to find, evaluate, and use sources of information effectively.

Being information literate means that you:

• Know how to find credible sources
• Use relevant sources to inform your research
• Understand what constitutes plagiarism
• Know how to cite your sources correctly

Confirmation bias is the tendency to search, interpret, and recall information in a way that aligns with our pre-existing values, opinions, or beliefs. It refers to the ability to recollect information best when it amplifies what we already believe. Relatedly, we tend to forget information that contradicts our opinions.

Although selective recall is a component of confirmation bias, it should not be confused with recall bias.

On the other hand, recall bias refers to the differences in the ability between study participants to recall past events when self-reporting is used. This difference in accuracy or completeness of recollection is not related to beliefs or opinions. Rather, recall bias relates to other factors, such as the length of the recall period, age, and the characteristics of the disease under investigation.

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What is Critical Thinking?

Critical thinking is the ability to think clearly and rationally, understanding the logical connection between ideas.  Critical thinking has been the subject of much debate and thought since the time of early Greek philosophers such as Plato and Socrates and has continued to be a subject of discussion into the modern age, for example the ability to recognise fake news .

Critical thinking might be described as the ability to engage in reflective and independent thinking.

In essence, critical thinking requires you to use your ability to reason. It is about being an active learner rather than a passive recipient of information.

Critical thinkers rigorously question ideas and assumptions rather than accepting them at face value. They will always seek to determine whether the ideas, arguments and findings represent the entire picture and are open to finding that they do not.

Critical thinkers will identify, analyse and solve problems systematically rather than by intuition or instinct.

Someone with critical thinking skills can:

Understand the links between ideas.

Determine the importance and relevance of arguments and ideas.

Recognise, build and appraise arguments.

Identify inconsistencies and errors in reasoning.

Approach problems in a consistent and systematic way.

Reflect on the justification of their own assumptions, beliefs and values.

Critical thinking is thinking about things in certain ways so as to arrive at the best possible solution in the circumstances that the thinker is aware of. In more everyday language, it is a way of thinking about whatever is presently occupying your mind so that you come to the best possible conclusion.

Critical Thinking is:

A way of thinking about particular things at a particular time; it is not the accumulation of facts and knowledge or something that you can learn once and then use in that form forever, such as the nine times table you learn and use in school.

The Skills We Need for Critical Thinking

The skills that we need in order to be able to think critically are varied and include observation, analysis, interpretation, reflection, evaluation, inference, explanation, problem solving, and decision making.

Specifically we need to be able to:

Think about a topic or issue in an objective and critical way.

Identify the different arguments there are in relation to a particular issue.

Evaluate a point of view to determine how strong or valid it is.

Recognise any weaknesses or negative points that there are in the evidence or argument.

Notice what implications there might be behind a statement or argument.

Provide structured reasoning and support for an argument that we wish to make.

The Critical Thinking Process

You should be aware that none of us think critically all the time.

Sometimes we think in almost any way but critically, for example when our self-control is affected by anger, grief or joy or when we are feeling just plain ‘bloody minded’.

On the other hand, the good news is that, since our critical thinking ability varies according to our current mindset, most of the time we can learn to improve our critical thinking ability by developing certain routine activities and applying them to all problems that present themselves.

Once you understand the theory of critical thinking, improving your critical thinking skills takes persistence and practice.

Try this simple exercise to help you to start thinking critically.

Think of something that someone has recently told you. Then ask yourself the following questions:

Who said it?

Someone you know? Someone in a position of authority or power? Does it matter who told you this?

What did they say?

Did they give facts or opinions? Did they provide all the facts? Did they leave anything out?

Where did they say it?

Was it in public or in private? Did other people have a chance to respond an provide an alternative account?

When did they say it?

Was it before, during or after an important event? Is timing important?

Why did they say it?

Did they explain the reasoning behind their opinion? Were they trying to make someone look good or bad?

How did they say it?

Were they happy or sad, angry or indifferent? Did they write it or say it? Could you understand what was said?

What are you Aiming to Achieve?

One of the most important aspects of critical thinking is to decide what you are aiming to achieve and then make a decision based on a range of possibilities.

Once you have clarified that aim for yourself you should use it as the starting point in all future situations requiring thought and, possibly, further decision making. Where needed, make your workmates, family or those around you aware of your intention to pursue this goal. You must then discipline yourself to keep on track until changing circumstances mean you have to revisit the start of the decision making process.

However, there are things that get in the way of simple decision making. We all carry with us a range of likes and dislikes, learnt behaviours and personal preferences developed throughout our lives; they are the hallmarks of being human. A major contribution to ensuring we think critically is to be aware of these personal characteristics, preferences and biases and make allowance for them when considering possible next steps, whether they are at the pre-action consideration stage or as part of a rethink caused by unexpected or unforeseen impediments to continued progress.

The more clearly we are aware of ourselves, our strengths and weaknesses, the more likely our critical thinking will be productive.

The Benefit of Foresight

Perhaps the most important element of thinking critically is foresight.

Almost all decisions we make and implement don’t prove disastrous if we find reasons to abandon them. However, our decision making will be infinitely better and more likely to lead to success if, when we reach a tentative conclusion, we pause and consider the impact on the people and activities around us.

The elements needing consideration are generally numerous and varied. In many cases, consideration of one element from a different perspective will reveal potential dangers in pursuing our decision.

For instance, moving a business activity to a new location may improve potential output considerably but it may also lead to the loss of skilled workers if the distance moved is too great. Which of these is the more important consideration? Is there some way of lessening the conflict?

These are the sort of problems that may arise from incomplete critical thinking, a demonstration perhaps of the critical importance of good critical thinking.

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In Summary:

Critical thinking is aimed at achieving the best possible outcomes in any situation. In order to achieve this it must involve gathering and evaluating information from as many different sources possible.

Critical thinking requires a clear, often uncomfortable, assessment of your personal strengths, weaknesses and preferences and their possible impact on decisions you may make.

Critical thinking requires the development and use of foresight as far as this is possible. As Doris Day sang, “the future’s not ours to see”.

Implementing the decisions made arising from critical thinking must take into account an assessment of possible outcomes and ways of avoiding potentially negative outcomes, or at least lessening their impact.

• Critical thinking involves reviewing the results of the application of decisions made and implementing change where possible.

It might be thought that we are overextending our demands on critical thinking in expecting that it can help to construct focused meaning rather than examining the information given and the knowledge we have acquired to see if we can, if necessary, construct a meaning that will be acceptable and useful.

After all, almost no information we have available to us, either externally or internally, carries any guarantee of its life or appropriateness.  Neat step-by-step instructions may provide some sort of trellis on which our basic understanding of critical thinking can blossom but it doesn’t and cannot provide any assurance of certainty, utility or longevity.

Continue to: Critical Thinking and Fake News Critical Reading

See also: Analytical Skills Understanding and Addressing Conspiracy Theories Introduction to Neuro-Linguistic Programming (NLP)

How to Improve Your Critical Thinking Skills

Traditional tools and new technologies..

Posted September 29, 2023 | Reviewed by Lybi Ma

Technology provides access to vast information and makes daily life easier. Yet, too much reliance on technology potentially interferes with the acquisition and maintenance of critical thinking skills in several ways:

1. Information Overload : The constant influx of data can discourage deep critical thinking as we may come to rely on quick, surface-level information rather than delving deeply into a subject.

2. Shortened Attention Span: Frequent digital distractions can disrupt our ability for the sustained focus and concentration required for critical thinking.

3. Confirmatory Bias and Echo Chambers: Technology, including social media and personalized content algorithms, can reinforce confirmation bias . People are often exposed to information that aligns with their beliefs and opinions, making them less likely to encounter diverse perspectives and engage in critical thinking about opposing views.

4. Reduced Problem-Solving Opportunities: Technology often provides quick solutions to problems. While this benefits efficiency, it may discourage individuals from engaging in complex problem-solving, a fundamental aspect of critical thinking.

5. Loss of Research Skills: The ease of accessing information online can diminish traditional research skills, such as library research or in-depth reading. These skills are essential for critical thinking, as they involve evaluating sources, synthesizing information, and analyzing complex texts.

While technology can pose challenges to developing critical thinking skills, it's important to note that technology can also be a valuable tool for learning and skill development. It can provide access to educational resources, facilitate collaboration , and support critical thinking when used thoughtfully and intentionally. Balancing technology use with activities that encourage deep thinking and analysis is vital to lessening its potential adverse effects on critical thinking.

Writing is a traditional and powerful tool to exercise and improve your critical thinking skills. Consider these ways writing can help enhance critical thinking:

1. Clarity of Thought: Writing requires that you articulate your thoughts clearly and coherently. When you need to put your ideas on paper, you must organize them logically, which requires a deeper understanding of the subject matter.

2. Analysis and Evaluation: Critical thinking involves analyzing and evaluating information. When you write, you often need to assess the validity and relevance of different sources, arguments, or pieces of evidence, which hone your critical thinking skills.

3. Problem-Solving: Writing can be a problem-solving exercise in itself. Whether crafting an argument, developing a thesis, or finding the right words to express your ideas, writing requires thinking critically about approaching these challenges effectively.

4. Research Skills: Good writing often involves research, and research requires critical thinking. You need to assess the credibility of sources, synthesize information, and draw conclusions based on the evidence you gather.

5. Argumentation: Constructing a persuasive argument in writing is a complex process requiring critical thinking. You must anticipate counterarguments, provide evidence to support your claims, and address potential weaknesses in your reasoning.

6. Revision and Editing: To be an influential writer, you must learn to read your work critically. Editing and revising requires evaluating your writing objectively, identifying areas that need improvement, and refining your ideas and arguments.

7. Problem Identification: In some cases, writing can help you identify problems or gaps in your thinking. As you write, you might realize that your arguments are not as strong as you initially thought or that you need more information to support your claims. This recognition of limitations is a crucial aspect of critical thinking.

Writing is a dynamic process that engages multiple facets of critical thinking. It has been a valuable tool used in education , business, and personal development for centuries.

Yet, this traditional approach of self-generated written thoughts is rapidly being supplanted by AI -generated writing tools like Chat GPT (Generative Pre-trained Transformer. With over 100 million users of Chat GPT alone, we cannot ignore its potential impact. How might the increasing reliance on AI-generated writing tools influence our critical thinking skills? The impact can vary depending on how the tools are used and the context in which they are employed.

Critical thinking involves evaluating information sources for credibility, relevance, and bias. If individuals consistently trust the information provided by chatbots without critically assessing its quality, it can hinder their development of critical thinking skills. This is especially true if they depend on the chatbot to provide answers without questioning or verifying the information. Relying solely on chatbots for answers may also reduce people's effort in problem-solving. Critical thinking often requires wrestling with complex problems, considering multiple perspectives, and generating creative solutions. If we default to chatbots for quick answers, we may miss opportunities to develop these skills.

However, it's essential to note that the impact of chatbots on critical thinking skills may not be entirely negative. These tools can also have positive effects:

1. Chatbots provide quick access to vast information, which can benefit research and problem-solving. When used as a supplement to critical thinking, they can enhance the efficiency of information retrieval.

2. Chatbots can sometimes assist in complex tasks by providing relevant data or suggestions. When individuals critically evaluate and integrate this information into their decision-making process, it can enhance their critical thinking.

3. Chatbots can be used as learning aids. They can provide explanations, examples, and guidance, which can support skill development and, when used effectively, encourage critical thinking.

In summary, the impact of chatbots on critical thinking skills depends on how we use them. The effect will be harmful if they become a crutch to avoid independent thought or analysis. However, they can be valuable resources when used as tools to facilitate and augment critical thinking and writing processes. Individuals must balance leveraging the convenience of chatbots and actively engaging in independent critical thinking and problem-solving to maintain and enhance their cognitive abilities. You can do that effectively through writing regularly.

Copyright 2023 Tara Well, PhD

Tara Well, Ph.D. , is a professor in the department of psychology at Barnard College of Columbia University.

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