The Role of Student Behavior in the Development of Critical Thinking at the University
https://doi.org/10.31992/0869-3617-2025-34-7-27-51
Abstract
Critical thinking is considered to be one of the key educational outcomes, and its development is an important goal of higher education worldwide. However, the question of whether universities contribute to the development of students’ critical thinking and the extent of this contribution remains open. The aim of this study is to examine the role of students’ behavior in the development of critical thinking during their university studies. The study utilizes data from two waves of a longitudinal study conducted in eight selective Russian universities (N = 888). The results indicate that students’ critical thinking levels increased over one year of study, although the effect size is relatively small. Moreover, none of the aspects of educational behavior contribute to an increase in critical thinking levels. On the contrary, aspects such as creating a positive self-image and extracurricular involvement are negatively associated with the development of this skill. These findings may be explained by the characteristics of the educational process in Russian universities, where passive teaching practices still dominate. Based on the obtained results, the article provides several recommendations for fostering students’ critical thinking.
About the Authors
N. G. MaloshonokRussian Federation
Natalia G. Maloshonok – Cand. Sci. (Sociology), Senior Research Fellow, Centre for Sociology of Higher Education, Institute of Education, Researcher ID: K-28772015,
16, bld. 10, Potapovsky lane, 101100, Moscow.
K. V. Tarasova
Russian Federation
Ksenia V. Tarasova – Cand. Sci. (Pedagogy), Director, Center for Psychometrics and Measurement in Education, Institute of Education, ResearcherID: ABD-33272020,
16, bld. 10, Potapovsky lane, 101100, Moscow.
K. A. Vilkova
Russian Federation
Ksenia A. Vilkova – Cand. Sci. (Education Sciences), Senior Research Fellow of the Centre for Sociology of Higher Education, Institute of Education, Researcher ID: Y-5455-2018,
16, bld. 10, Potapovsky lane, 101100, Moscow.
D. P. Talov
Russian Federation
Daniil P. Talov – Intern-Researcher, Center for Psychometrics and Measurements in Education, Institute of Education, Researcher ID: MDS-9225-2025,
16, bld. 10, Potapovsky lane, 101100, Moscow.
References
1. Dunne, G. (2015). Beyond Critical Thinking to Critical Being: Criticality in Higher Education and Life. International Journal of Educational Research. Vol. 71, pp. 86-99, doi: 10.1016/j.ijer.2015.03.003.
2. Facione, P.A. (1990). Critical Thinking: A Statement of Expert Consensus for Purposes of Educational Assessment and Instruction (The Delphi Report). 19 p. Available at: https://scispace.com/pdf/critical-thinking-a-statement-of-expert-consensus-for-zqkwsd1swr.pdf (accessed accessed 25.03.2025).
3. Terenzini, P.T., Springer, L., Pascarella, E.T., Nora, A. (1995). Influences Affecting the Development of Students’ Critical Thinking Skills. Research in Higher Education. Vol. 36, no. 1, pp. 2339, doi: 10.1007/BF02207765
4. Rivas, S.F., Saiz, C., Ossa, C. (2022). Metacognitive Strategies and Development of Critical Thinking in Higher Education. Frontiers in Psychology. Vol. 13, article no. 913219, doi: 10.3389/fpsyg.2022.913219
5. Shcheglova, I.A., Koreshnikova, Yu.N., Parshina, O.A. (2019). The Role of Engagement in the Development of Critical Thinking in Undergraduates. Voprosy obrazovaniia = Educational Studies Moscow. No. 1, pp. 264-289, doi: 10.17323/1814-9545-2019-1-264-289 (In Russ., abstract in Eng.).
6. Bakhshi, H., Downing, J., Osborne, M.A., Schneider, P. (2017). The Future of Skills: Employment in 2030. Pearson. 173 p. Available at: https://futureskills.pearson.com/research/assets/pdfs/technical-report.pdf (accessed 25.03.2025).
7. Zucker, L. (2019). The Role of Critical Thinking in Modern Education. Educational Review. Vol. 71, no. 5, pp. 543-560, doi: 10.1080/00131911.2017.1410103
8. Halpern, D.F. (1993). Assessing the Effectiveness of Critical-Thinking Instruction. The Journal of General Education. Vol. 42, no. 4, pp. 238-254. Available at: https://www.jstor.org/stable/27797341 (accessed 25.03.2025).
9. Halpern, D.F. (1998). Teaching Critical Thinking for Transfer Across Domains: Dispositions, Skills, Structure Training, and Metacognitive Monitoring. American Psychologist. Vol. 53, no. 4, pp. 449-455, doi: 10.1037/0003-066X.53.4.449
10. Halpern, D.F. (1999). Teaching for Critical Thinking: Helping Students Develop the Skills and Dispositions of a Critical Thinker. New Directions for Teaching and Learning. No. 80, pp. 6974, doi: 10.1002/tl.8005
11. Pascarella, E.T., Terenzini, P.T. (1991). How College Affects Students: Findings and Insights from Twenty Years of Research. San Francisco: Jossey-Bass.
12. Ennis, R.H. (2015). Critical Thinking: A Streamlined Conception. In: M. Davies, R. Barnett (Eds.), The Palgrave Handbook of Critical Thinking in Higher Education. Pp. 31-47, doi: 10.1057/9781137378057_2
13. Facione, P.A. (2013). Critical Thinking: What It Is and Why It Counts. Insight Assessment. Available at: https://www.law.uh.edu/blakely/advocacy-survey/Critical%20Thinking%20Skills.pdf (accessed 25.03.2025).
14. Butler, H.A., Pentoney, C., Bong, M.P. (2017). Predicting Real-World Outcomes: Critical Thinking Ability Is a Better Predictor of Life Decisions Than Intelligence. Thinking Skills and Creativity. Vol. 25, pp. 38-46, doi: 10.1016/j.tsc.2017.06.005
15. Ren, J., Tong, L., Peng, X., Wang, T. (2020). Critical Thinking Predicts Academic Performance Beyond General Cognitive Ability. Thinking Skills and Creativity. Vol. 37, article no. 100695, doi: 10.1016/j.tsc.2020.100695
16. Youens, B., Smethem, L., Sullivan, S. (2014). Promoting Critical Thinking Through Assessment: Developing Student Engagement and Motivation in Teacher Education. Education in the North. Vol. 21. Available at: https://education-in-the-north.org/2014 (accessed 25.03.2025).
17. Butler, H.A. (2012). Halpern Critical Thinking Assessment Predicts Real‐World Outcomes of Critical Thinking. Applied Cognitive Psychology. Vol. 26, no. 5, pp. 721-729, doi: 10.1002/acp.2851
18. Fong, C.J., Kim, Y., Davis, C.W., Hoang, T., Kim, Y.W. (2017). A Meta-Analysis on Critical Thinking and Community College Student Achievement. Thinking Skills and Creativity. Vol. 26, pp. 71-83, doi: 10.1016/j.tsc.2017.06.002
19. Tsui, L. (2002). Fostering CT Through Effective Pedagogy: Evidence from Four Institutional Case Studies. The Journal of Higher Education. Vol. 73, no. 6, pp. 740-763, doi: 10.1353/jhe.2002.0056
20. Arum, R., Roksa, J. (2010). Academically Adrift: Limited Learning on College Campuses. Chicago: University of Chicago Press. 272 p. Available at: https://press.uchicago.edu/ucp/books/book/chicago/A/bo10327226.html (accessed 25.03.2025).
21. Astin, A.W. (1997). What Matters in College? Four Critical Years Revisited. San Francisco: Jossey-Bass. 512 p. ISBN-10: 078790838X. ISBN-13: 978-0787908386.
22. Giancarlo, C.A., Facione, P.A. (2001). A Look Across Four Years at the Disposition Toward Critical Thinking Among Undergraduate Students. The Journal of General Education. Vol. 50, no. 1, pp. 29-55, doi: 10.1353/jge.2001.0004
23. Hagedorn, L.S., Pascarella, E.T., Edison, M., Braxton, J., Nora, A., Terenzini, P.T. (1999). Institutional Context and The Development of Critical Thinking: A Research Note. The Review of Higher Education. Vol. 22, no. 3, pp. 265-285, doi: 10.1353/rhe.1999.0010
24. McMillan, J.H. (1987). Enhancing College Students’ Critical Thinking: A Review of Studies. Research in Higher Education. Vol. 26, no. 1, pp. 3-29, doi: 10.1007/BF00991931
25. Abrami, P.C., Bernard, R.M., Borokhovski, E., Wade, A., Surkes, M.A., Tamim, R., Zhang, D. (2008). Instructional Interventions Affecting Critical Thinking Skills and Dispositions: A Stage 1 Meta-Analysis. Review of Educational Research. Vol. 78, no. 4, pp. 1102-1134, doi: 10.3102/00346543083260
26. Evens, M., Verburgh, A., Elen, J. (2013). Critical Thinking in College Freshmen: The Impact of Secondary and Higher Education. International Journal of Higher Education. Vol. 2, no. 3, pp. 139-151, doi: 10.5430/ijhe.v2n3p139
27. Loyalka, P., Lu, O.L., Li, G., Kardanova, E., Chirikov, I. et al. (2021). Skill Levels and Gains in University STEM Education in China, India, Russia and the United States. Nature Human Behaviour. Vol. 5, no. 7, pp. 892-904, doi: 10.1038/s41562-021-01062-3
28. Pascarella, E. (1989). The Development of Critical Thinking: Does College Make a Difference? Journal of College Student Development. Vol. 30, pp. 19-26. Available at: https://www.jstor.org/stable/40196177 (accessed 25.03.2025).
29. Koreshnikova, Yu.N., Avdeeva, E.A. (2022). Interest Cannot Be Forced. The Role of Academic Motivation and Teaching Styles in the Development of Students’ Critical Thinking. Voprosy obrazovaniia = Educational Studies Moscow. Vol. 3, pp. 36-66, doi: 10.17323/1814-9545-2022-3-3666 (In Russ., abstract in Eng.).
30. Bowman, N.A. (2011). Validity of College Self-Reported Gains at Diverse Institutions. Educational Researcher. Vol. 40, no. 1, pp. 22-24, doi: 10.3102/0013189X10390700
31. Abramova, M., Barannikov, K.A., Gruzdev, I.A., Zhikharev, D.A., Leshchukov, O.V. et al. (2021). Kachestvo obrazovaniya v rossiiskikh universitetakh: chto my ponyali v pandemiyu: analiticheskii doklad [Quality of education in Russian universities: What we learned in the pandemic]. Tomsk: Tomsk State University Publ., 76 p. Available at: https://docs.io.tsu.ru/wordpress/wpcontent/uploads/KO_doklad.pdf (accessed 25.03.2025). (In Russ.).
32. Koreshnikova, Yu.N., Frumin, I.D., Pashchenko, T.V. (2021). Organizational and Pedagogical Conditions for the Formation of Critical Thinking Skills among Russian University Students. Universitetskoe upravlenie: praktika i analiz = University Management: Practice and Analysis. Vol. 25, no. 1, pp. 5-17, doi: 10.15826/umpa.2021.01.001 (In Russ., abstract in Eng.).
33. Maloshonok, N.G., Vilkova, K.A., Dremova, O.V. (2024). Exploring Diversity in Learning Behavior at University: Opportunities for Conceptualization. Voprosy obrazovaniia = Educational Studies Moscow. Vol. 2, pp. 111-138, doi: 10.17323/vo-2024-17707 (In Russ., abstract in Eng.).
34. Maloshonok, N., Vilkova, K. (2024). Student Behavior at University: The Development and Validation of a 10-dimensional Scale. PLoS ONE. Vol. 19, no. 11, article e0313357, doi: 10.1371/journal.pone.0313357
35. Jones, R. (2018). The Student Experience of Undergraduate Students: Towards a Conceptual Framework. Journal of Further and Higher Education. Vol. 42, no. 8, pp. 1040-1054, doi: 10.1080/0309877X.2017.1349881
36. Sabri, D. (2011). What’s Wrong with ‘the Student Experience’? Discourse: Studies in the Cultural Politics of Education. Vol. 32, no. 5, pp. 657-667, doi: 10.1080/01596306.2011.620752
37. Kuh, G.D. (2003). What We’re Learning about Student Engagement from NSSE: Benchmarks for Effective Educational Practices. Change: The Magazine of Higher Learning. Vol. 35, no. 2, pp. 24-32, doi: 10.1080/00091380309604090
38. Børte, K., Nesje, K., Lillejord, S. (2023). Barriers to Student Active Learning in Higher Education. Teaching in Higher Education. Vol. 28, no. 3, pp. 597-615, doi: 10.1080/13562517.2021.2021393
39. Tinto, V. (1994). Leaving College: Rethinking the Causes and Cures of Student Attrition. 2nd ed. Chicago: The University of Chicago Press. 312 p. Available at: https://press.uchicago.edu/ucp/books/book/chicago/L/bo3630345.html (accessed 25.03.2025).
40. Marrs, H. (2016). Conformity to Masculine Norms and Academic Engagement in College Men. Psychology of Men & Masculinity. Vol. 17, no. 2, pp. 197-205, doi: 10.1037/a0039454
41. Macfarlane, B. (2015). Student Performativity in Higher Education: Converting Learning as a Private Space into a Public Performance. Higher Education Research & Development. Vol. 34, no. 2, pp. 338-350, doi: 10.1080/07294360.2014.956697
42. Munir, S., Zaheer, M. (2021). The role of Extra-Curricular Activities in Increasing Student Engagement. Asian Association of Open Universities Journal. Vol. 16, no. 3, doi: 10.1108/AAOUJ-08-2021-0080
43. Shcheglova, I.A., Dremova, O.V. (2022). Vneuchebnaya deyatel’nost’ kak faktor akademicheskoi uspeshnosti studentov [Extracurricular Activities as a Factor of Academic Success among Students]. Monitoring ekonomiki obrazovaniia [Monitoring of Education Markets and Organizations]. Eds.: Kuzminov, Ya.I., Gokhberg, L.M., Shugalei, N.B. Moscow: NIU HSE Publ. Vol. 10, no. 27, doi: 10.17323/978-5-7598-2671-2 (In Russ.).
44. Batdı, V., Elaldı, Ş., Özçelik, C., Semerci, N., Özkaya, Ö.M. (2024). Evaluation of the Effectiveness of Critical Thinking Training on Critical Thinking Skills and Academic Achievement by Using Mixed-Meta Method. Review of Education. Vol. 12, no. 3, article e70001, doi: 10.1002/rev3.70001
45. Xu, E., Wang, W., Wang, Q. (2023). The Effectiveness of Collaborative Problem Solving in Promoting Students’ Critical Thinking: A Meta-Analysis Based on Empirical Literature. Humanities and Social Sciences Communications. Vol. 10, article no. 16, doi: 10.1057/s41599-023-01508-1
46. Bond, M., Zawacki-Richter, O., Nichols, M. (2023). Revisiting Five Decades of Educational Technology Research: A Content and Authorship Analysis of the British Journal of Educational Technology. British Journal of Educational Technology. Vol. 54, no. 1, pp. 5-26, doi: 10.1111/bjet.13258
47. Niu, L., Behar-Horenstein, L.S., Garvan, C.W. (2013). Do Instructional Interventions Influence College Students’ Critical Thinking Skills? A Meta-Analysis. Educational Research Review. Vol. 9, pp. 114-128, doi: 10.1016/j.edurev.2012.12.002
48. Vasilina, D.S., Musifullin, S.R. (2024). About the Peculiarities of Critical Thinking Formation in the Classes of the Humanities Block for Students of a Pedagogical University. Nauchno-metodicheskii elektronnyi zhurnal “Kontsept” [Scientific-Methodological Electronic Journal “Concept”]. No. 2, pp. 144-161, doi: 10.24412/2304-120X-2024-11022 (In Russ., abstract in Eng.).
49. Ramdani, D., Susilo, H., Suhadi, Sueb. (2022). The Effectiveness of Collaborative Learning on Critical Thinking, Creative Thinking, and Metacognitive Skill Ability: Meta-Analysis on Biological Learning. European Journal of Educational Research. Vol. 11, no. 3, pp. 1607-1628, doi: 10.12973/eu-jer.11.3.1607
50. Halpern, D.F. (2013). Thought and Knowledge: An Introduction to Critical Thinking. New York: Psychology Press. 654 p., doi: 10.4324/9781315885278
51. Freeman, S., Eddy, S.L., McDonough, M., Smith, M.K., Okoroafor, N., et al. (2014). Active Learning Increases Student Performance in Science, Engineering, and Mathematics. Proceedings of the National Academy of Sciences. Vol. 111, no. 23, pp. 8410-8415, doi: 10.1073/pnas.1319030111
52. Bandura, A. (1997). Self-Efficacy: The Exercise of Control. New York: Freeman. 610 p. Available at: https://www.academia.edu/28274869/Albert_Bandura_Self_Efficacy_The_Exercise_of_Control_W_H_Freeman_and_Co_1997.pdf (accessed 25.03.2025).
53. Brookfield, S.D. (2017). Becoming a Critically Reflective Teacher. San Francisco: Jossey-Bass. Available at: https://digitallibrary.mes.ac.in/server/api/core/bitstreams/d8484c7c-915d-43c2b8af-5bf49c9ee032/content (accessed 25.03.2025).
54. Kuhn, D. (2008). Education for Thinking. Cambridge, MA: Harvard University Press. 218 p. ISBN: 9780674027459.
55. Beaumont, E., Gedye, S., Richardson, M. (2016). ‘Am I Employable?’: Understanding Students’ Employability Confidence and Their Perceived Barriers to Gaining Employment. Journal of Further and Higher Education. Vol. 40, no. 5, pp. 629-648, doi: 10.1080/0309877X.2014.895305
56. Pintrich, P.R. (2004). A Conceptual Framework for Assessing Motivation and Self-Regulated Learning in College Students. Educational Psychology Review. Vol. 16, no. 4, pp. 385-407, doi: 10.1007/s10648-004-0006-x
57. Artino, A.R., Stephens, J.M. (2009). Academic Motivation and Self-Regulation: A Comparative Analysis of Undergraduate and Graduate Students Learning Online. Internet and Higher Education. Vol. 12, no. 3-4, pp. 146-151, doi: 10.1016/j.iheduc.2009.02.001
58. Dehghani, M., Sani, H.J., Pakmehr, H., Malekzadeh, A. (2011). Relationship Between Students’ Critical Thinking and Self-Efficacy Beliefs in Ferdowsi University of Mashhad, Iran. Procedia – Social and Behavioral Sciences. Vol. 15, pp. 2952-2955, doi: 10.1016/j.sbspro.2011.04.226
59. Benight, C.C., Bandura, A. (2004). Social Cognitive Theory of Posttraumatic Recovery: The Role of Perceived Self-Efficacy. Behaviour Research and Therapy. Vol. 42, no. 10, pp. 1129-1148, doi: 10.1016/j.brat.2003.08.008
60. Wang, S.L., Wu, P.Y. (2008). The Role of Feedback and Self-Efficacy on Web-Based Learning: The Social Cognitive Perspective. Computers & Education. Vol. 51, no. 4, pp. 1589-1598, doi: 10.1016/j.compedu.2008.03.004
61. Griffiths, T.L., Dickinson, J., Day, C.J. (2021). Exploring the Relationship Between Extracurricular Activities and Student Self-Efficacy within University. Journal of Further and Higher Education. Vol. 45, no. 9, pp. 1294-1309, doi: 10.1080/0309877X.2021.1951687
62. Kim, Y.K., Sax, L.J. (2009). Student–Faculty Interaction in Research Universities: Differences by Student Gender, Race, Social Class, and First-Generation Status. Research in Higher Education. Vol. 50, no. 5, pp. 437-459, doi: 10.1007/s11162-009-9127-x
63. Hand, J., Betters, C., McKenzie, M., Gopalan, H. (2011). Increasing Academic Engagement at HBCU’s Through the Implementation of an Undergraduate Research Showcase. Mountain Rise. Vol. 6, no. 3, pp. 1-13, doi: 10.1234/mr.v6i3.147
64. Strauss, L.C., Terenzini, P.T. (2007). The Effects of Students’ In- and Out-Of-Class Experiences on Their Analytical and Group Skills: A Study of Engineering Education. Research in Higher Education. Vol. 48, no. 8, pp. 967-992, doi: 10.1007/s11162-007-9057-4
65. Savel’eva, S.S., Voskresenski‐, V.M., Aleksandrov, D.A. (2017). Rol’ vneklassnoi aktivnosti v formirovanii sotsial’nogo neravenstva: sluchai malogo goroda [The Role of Extracurricular Activity in the Formation of Social Inequality: A Case of a Small Town]. In: Karnoy, M., Frumin, I.D., Karmaeva, N.N. (Eds.), Obrazovanie i sotsial’naia differentsiatsiia [Education and Social Differentiation]. Moscow: Vysshaia shkola ekonomiki Publ. Available at: https://www.elibrary.ru/item.asp?id=34880276 (accessed 25.03.2025). (In Russ.).
66. Kennedy, M., Fisher, M.B., Ennis, R.H. (1991). Critical Thinking: Literature Review and Needed Research. In: Educational Values and Cognitive Instruction, pp. 11-40.
67. Lai, E.R. (2011). Critical Thinking: A Literature Review. Pearson’s Research Reports. No. 6, pp. 40-41. Available at: http://paluchja-zajecia.home.amu.edu.pl/seminarium_fakult/sem_f_krytyczne/Critical%20Thinkng%20A%20Literature%20Review.pdf (accessed 20.03.2025).
68. Liu, O.L., Frankel, L., Roohr, K.C. (2014). Assessing Critical Thinking in Higher Education: Current State and Directions for Next-Generation Assessment. ETS Research Report Series. Vol. 2014, no. 1, pp. 1-23, doi: 10.1002/ets2.12009
69. Sternberg, R.J. (1986). Critical Thinking: Its Nature, Measurement, and Improvement. 37 p. Available at: https://scispace.com/pdf/critical-thinking-its-nature-measurement-and-improvement-1rzqgw8wfk.pdf (accessed 20.03.2025).
70. Tarasova, K.V., Orel, E.A. (2022). Measuring Students’ Critical Thinking in Online Environment: Methodology, Conceptual Framework and Tasks Typology. Voprosy obrazovaniia = Educational Studies Moscow. No. 3, pp. 187-212, doi: 10.17323/1814-9545-2022-3-187-212 (In Russ., abstract in Eng.).
71. Tarasova, K.V., Talov, D.P., Shcheglova, I.A., Pashchenko, T.V., Belyaeva, A.Yu. (2024). Forming Critical Thinking: The Role of Students’ Epistemic Beliefs and Styles of Learning in Russian Universities. Voprosy obrazovaniia = Educational Studies Moscow. No. 4, pp. 240-262, doi: 10.17323/vo-2024-18286 (In Russ., abstract in Eng.).
72. Avdeeva, S.M., Tarasova, K.V. (2025). Evidence-Based Design Approach for Assessing Universal Competencies in Higher Education: Advantages and Features. Vysshee obrazovanie v Rossii = Higher Education in Russia. Vol. 34, no. 1, pp. 82-105, doi: 10.31992/0869-3617-2025-34-1-82105 (In Russ., abstract in Eng.).
73. Andrews-Todd, J., Forsyth, C.M. (2020). Exploring Social and Cognitive Dimensions of Collaborative Problem Solving in an Open Online Simulation-Based Task. Computers in Human Behavior. Vol. 104, article no. 105759, doi: 10.1016/j.chb.2018.10.025
74. Braun, H., Kirsch, I., Yamamoto, K. (2011). An Experimental Study of the Effects of Monetary Incentives on Performance on the 12th-grade NAEP Reading Assessment. Teachers College Record. Vol. 113, no. 11, pp. 2309-2344, doi: 10.1177/016146811111301101
75. Messick, S. (1994). The Interplay of Evidence and Consequences in the Validation of Performance Assessments. Educational Researcher. Vol. 23, no. 2, pp. 13-23, doi: 10.3102/0013189X023002013
76. Mislevy, R.J., Almond, R.G., Lukas, J.F. (2003). A Brief Introduction to Evidence-Centered Design. ETS Research Report Series. No. 1, pp. i-29, doi: 10.1002/j.2333-8504.2003.tb01908.x
77. Gracheva, D.A., Tarasova, K.V. (2022). Approaches to the Development of Scenario-Based Task Forms within the Framework of Evidence-Centered Design. Otechestvennaia i zarubezhnaia pedagogika = Domestic and Foreign Pedagogy. Vol. 1, no. 3, pp. 83-97, doi: 10.24412/22240772-2022-84-83-97 (In Russ. , abstract in Eng.).
78. Tenenbaum, H.R., Winstone, N.E., Leman, P.J., Avery, R.E. (2020). How Effective Is Peer Interaction in Facilitating Learning? A Meta-Analysis. Journal of Educational Psychology. Vol. 112, no. 7, pp. 1303-1319, doi: 10.1037/edu0000436
79. Adams, R.J. (2005). Reliability as a Measurement Design Effect. Studies in Educational Evaluation. Vol. 31, no. 2, pp. 162-172, doi: 10.1016/j.stueduc.2005.05.008
80. Hu, L.T., Bentler, P.M. (1999). Cutoff Criteria for Fit Indexes in Covariance Structure Analysis: Conventional Criteria Versus New Alternatives. Structural Equation Modeling: A Multidisciplinary Journal. Vol. 6, no. 1, pp. 1-55, doi: 10.1080/10705519909540118
81. McDonald, R.P. (1999). Test Theory: A Unified Treatment. New York: Psychology Press. 498 p., doi: 10.4324/9781410601087
82. Robitzsch, A., Kiefer, T., Wu, M. (2020). Package ‘TAM’. Test Analysis Modules – Version 3.26. Available at: https://cran.r-project.org/web/packages/TAM/TAM.pdf (accessed 07.04.2025).
83. Rosseel, Y. (2012). lavaan: An R Package for Structural Equation Modeling. Journal of Statistical Software. Vol. 48, pp. 1-36, doi: 10.18637/jss.v048.i02
84. Cohen, J. (1988). Statistical Power Analysis for the Behavioral Sciences. 2nd ed. New York: Routledge. Doi: 10.4324/9780203771587
85. Pascarella, E.T., Terenzini, P.T. (1979). Interaction Effects in Spady and Tinto’s Conceptual Models of College Attrition. Sociology of Education. Vol. 52, no. 4, pp. 197-210, doi: 10.2307/2112401
86. Pascarella, E.T., Terenzini, P.T. (2005). How College Affects Students: A Third Decade Of Research. San Francisco: Jossey-Bass. 848 p.
87. Solodikhina, M.V., Solodikhina, A.A. (2023). Developing Critical Thinking: A Comparison of Three Disciplinary Approaches. Voprosy obrazovaniia = Educational Studies Moscow. No. 4, pp. 207-240, doi: 10.17323/vo-2023-16706 (In Russ., abstract in Eng.).
88. Tsziasin’, L. (2024). Developing Students’ Critical Thinking Skills in Higher Education: Methods And Strategies. Upravlenie obrazovaniem: teoriia i praktika = Education Management Review. Vol. 14, no. 1-1, pp. 238-246, doi: 10.25726/h7641-9039-5425-f (In Russ., abstract in Eng.).
89. Yuan, R., Yang, M., Stapleton, P. (2020). Enhancing Undergraduates’ Critical Thinking Through Research Engagement: A Practitioner Research Approach. Thinking Skills and Creativity. Vol. 38, article no. 100737, doi: 10.1016/j.tsc.2020.100737
90. Muzyka, P.A. (2024). Aspects of Individualization Implementation in Higher Education in Russia. Universitetskoe upravlenie: praktika i analiz = University Management: Practice and Analysis. Vol. 28, no. 4, pp. 67-81, doi: 10.15826/umpa.2024.04.035 (In Russ., abstract in Eng.).























