A Mixed-Methods Analysis of Critical Thinking Skills and Contributing Factors: The Case of Indonesian Pre-service Biology Teachers

Fuji Astutik(1,Mail), Ruswan Ruswan(2), Agnes Tasya Mindiana(3), Erna Wijayanti(4) | CountryCountry:


(1) Biology Education Program, Universitas Islam Negeri Walisongo Semarang, Indonesia
(2) Biology Education Program, Universitas Islam Negeri Walisongo Semarang, Indonesia
(3) Biology Education Program, Universitas Islam Negeri Walisongo Semarang, Indonesia
(4) School of Curriculum Teaching & Inclusive Education, Monash University, Australia

MailCorresponding Author

Metrics Analysis (Dimensions & PlumX)

Indexing:
Similarity:

© 2025 Fuji Astutik

The purpose of this study was to measure the critical thinking skills of student teachers and the factors influencing them. The survey involved 477 participants from an Islamic university, including six lecturers. Data were collected in three stages. The level of critical thinking skills was measured using a test whose items were developed based on the Watson-Glaser Critical Thinking Appraisal (WGCTA) indicators. The study also reviewed lesson plans, student worksheets, and cognitive test questions. Interviews were conducted with four students from each year, the highest- and lowest-skilled, as well as with six lecturers. A one-way ANOVA was used to examine differences in critical thinking skills across university study lengths. Qualitative data were analyzed using content analysis methods. The study's findings indicated that four groups had critical thinking skills in the "moderate" category and showed no significant differences among themselves (p = 0.215 > 0.05). The ANOVA was performed separately for each indicator to identify any that differed significantly. The results indicate that the indicators of interpretation (0.02 < 0.05) and argument evaluation (0.041 < 0.05) differ significantly among groups. There was a significant difference in the interpretation indicator between freshmen and junior students. Meanwhile, there was a significant difference between freshmen (the highest average) and sophomores in terms of argument evaluation. Student learning experiences, including the use of learning models, assignments, student worksheets, and evaluation questions (learning assessments), were the main factors influencing critical thinking skills. As a potential step toward developing critical thinking skills, students are expected to read, review, and complete assignments independently. Study programs can evaluate curricula that emphasize critical thinking skills.  

 

Keywords: contributed factor, critical thinking skills, pre-service biology teachers.

Akgun, A., & Duruk, U. (2016). The investigation of preservice science teachers’ critical thinking dispositions in the context of personal and social factors. Science Education International, 27(1), 3–15.

Akmam, A., Anshari, R., Jalinus, N., & Amran, A. (2019). Factors influencing the critical and creative thinking skills of college students in computational physics courses. Journal of Physics: Conference Series, 1317(1), 012172. https://doi.org/10.1088/ 1742-6596/1317/1/012172

Aktaş, G. S., & Ünlü, M. (2013). Critical thinking skills of teacher candidates of elementary mathematics. Procedia - Social and Behavioral Sciences, 93, 831–835. https://doi.org/10.1016/j.sbspro.2013.09.288

Akyüz, H. İ., & Samsa, S. (2009). The effects of blended learning environment on the critical thinking skills of students. Procedia - Social and Behavioral Sciences, 1(1), 1744–1748. https://doi.org/10.1016/j.sbspro.2009.01.308

Algharaibeh, S. A. S., & ALmomani, R. T. (2020). Critical thinking among Al-Balqa Applied University students. Universal Journal of Educational Research, 8(9), 3834–3841. https://doi.org/https://doi.org/10.13189/UJER.2020.080906

Alhassan, A. I. (2023). Assessing the critical thinking and deep analysis in medical education among instructional practices. Advances in Medical Education and Practice, Volume 14, 845–857. https://doi.org/10.2147/AMEP.S417649

Allamnakhrah, A. (2013). Learning critical thinking in Saudi Arabia: student perceptions of secondary pre-service teacher education programs. Journal of Education and Learning, 2(1), 197–210. https://doi.org/10.5539/jel.v2n1p197

APEC. (2008). 2nd APEC Education Reform Symposium: 21st Century Competencies. Xi’an, China, Asia-Pacific Economic Cooperation Human Resources Development Working Group. https://www.apec.org/docs/default-source/press/newsrelease/ 2008/08_aemm.pdf

Astutik, F., & Wijayanti, E. (2020). Meta-analysis: the effectof learning methods on students’critical thinking skills in biological materials. Jurnal Studi Guru Dan Pembelajaran, 3(3), 429–437.

Ay, Ş., & Akgöl, H. (2008). Ele ş tirel dü ş ünme gücü ile cinsiyet, ya ş ve s ı n ı f düzeyi ş ule ay düzce üniversitesi teknik e ğ itim fakültesi halim akgöl deü buca e ğ itim fakültesi critical thinking, gender, age and grade level giri ş bilgi ça ğı ndaki geli ş melerle de ğ. veya ilgili eğitim dergisi - DergiPark'ta "Akademik", 1(2), 65–75.

Bailin, S. (2002). Critical thinking and science education. Science & Education, 11, 361–375. https://doi.org/10.1023/A:1016042608621

Bakir, S. (2015). Critical thinking disposition of pre-service teachers. Educational Research and Reviews, 35(158), 225–233. https://doi.org/10.5897/ERR2014.2021

Basri, H., Purwanto, As’ari, A. R., & Sisworo. (2018). Investigating pre-service mathematics teacher critical thinking ability. International Journal of Insight for Mathematics Teaching, 01(2), 98–105.

Bassham, G., William, I., Henry, N., & Wallace, J. M. (2011). Critical thinking a student’s introduction fourth edition. New York: McGraw-Hill.

Burks, L. A., & Huffman, D. (2019). Pre-service teachers critical thinking and developing and using models in science (pp. 194–212). https://doi.org/10.4018/978-1-5225-7829-1.ch011

Bustami, Y., & Corebima, A. D. (2017). The effect of Jirqa learning strategy on critical thinking skills of multiethnic students in higher education, Indonesia. International Journal of Humanities, Social Sciences and Education, 4(3), 13–22. https://doi.org/10.20431/2349-0381.0403003

Chalkiadaki, A. (2018). A systematic literature review of 21st century skills and competencies in primary education. International Journal of Instruction, 11(3), 1–16. https://doi.org/10.12973/iji.2018.1131a

Changwong, K., Sukkamart, A., & Sisan, B. (2018). Critical thinking skill development: Analysis of a new learning management model for Thai high schools. Journal of International Studies, 11(2), 37–48. https://doi.org/10.14254/2071-8330.2018/11-2/3

Cottrell, S. (2020). Critical thinking skills. New York: Macmillan Publishers. https://doi.org/10.1891/9780826136121.0005

Ekinci, Ö., & Aybek, B. (2010). Öğretmen adaylarının empatik ve eleştirel düşünme eğilimlerinin incelenmesi. İlköğretim Online, 9(2), 3–14.

Elder, L., & Paul, R. (2002). Critical thinking: distinguishing between inferences and assumptions. Journal of Developmental Education, 25(3).

Facione, P.A. (2011). Critical thinking: what it is and why it counts. Insight Assessment, ISBN 13: 978-1-891557-07-1, 1–28. https://www.law.uh.edu/blakely/advocacy-survey/Critical%20Thinking%20Skills.pdf.

Fadhlullah, A., & Ahmad, N. (2017). Thinking outside of the box: determining students’ level of critical thinking skills in teaching and learning. Asian Journal of University Education, 13(2), 51–70.

Fikriyati, A., Agustini, R., & Suyatno, S. (2022). Pre-service science teachers’ critical thinking dispositions and critical thinking skills. Proceedings of the Eighth Southeast Asia Design Research (SEA-DR) & the Second Science, Technology, Education, Arts, Culture, and Humanity (STEACH) International Conference (SEADR-STEACH 2021), 627, 176–181. https://doi.org/10.2991/assehr.k.211229. 028

Fitriani, A., Zubaidah, S., & Hidayati, N. (2022). The quality of student critical thinking: A survey of high schools in Bengkulu, Indonesia. JPBI (Jurnal Pendidikan Biologi Indonesia), 8(2), 142–149. https://doi.org/10.22219/jpbi.v8i2.18129

Gabbitas, B. W. (2009). Critical thinking and analyzing assumptions in instructional technology (Issue December) [Magister thesis, Brigham Young University]. http://scholarsarchive.byu.edu/cgi/viewcontent.cgi?article=2882&context=etd

Gadzella, B. M., Ginther, D. W., Bryant, G. W., & Caldwell, G. (1996, January). Differences among course grade groups on critical thinking. https://files.eric. ed.gov/fulltext/ED393394.pdf

Geng, H. (2021). Redefining the role of teachers in developing critical thinking within the digital era. International Conference on Modern Educational Technology and Social Sciences, 18–21. https://doi.org/10.2991/assehr.k.210824.005

Goldsmith, R. E. (2013). Encouraging critical thinking skills among college students. The Academic Forum, 2(2), 9–19. https://ssrn.com/abstract=2395479

Goodman, M., Sands, A., & Coley, R. (2015). Millennials and the future. ETS Center for Research on Human Capital and Education. https://files.eric.ed.gov/fulltext/ ED589564.pdf

Green, M. C. (2005). Factors influencing the process of critical thinking among health professionals during computer conferencing: a case study. [Magister thesis, Athabasca University]. https://citeseerx.ist.psu.edu/viewdoc/download?doi=10. 1.1.131.4056&rep=rep1&type=pdf

Halpern, D. F. (1999). Teaching for critical thinking: helping college students develop the skills and dispositions of a critical thinker. New Directions for Teaching and Learning, 1999(80), 69–74. https://doi.org/10.1002/tl.8005

Hart Research Associates. (2013). It takes more than a major: Employer priorities for college learning and student success. Liberal Education, 99(2), 14.

Hemming, H. (1997). The teacher’s role in facilitating critical thinking about social issues. [doctoral dissertation, Dalhousie University]. https://www.collection scanada.gc.ca/obj/s4/f2/dsk3/ftp04/nq24746.pdf

Ijaiya, N. Y. S., Alabi, A. T., & Fasasi, Y. A. (2009). Teacher education in africa and critical thinking skills: needs and strategies. Research Journal of Business Management, 5(1), 26–34. https://doi.org/10.3923/rjbm.2011.26.34

Joynes, C., Serena, R., & Amonoo-Kuofi, E. F. (2019). 21st century skills: evidence of issues in definition, demand and delivery for development contexts (K4D Helpdesk Report). Brighton: Institute of Development Studies. http://www.p21.org/our-work/p21-framework

Kang, N.-H., & Howren, C. (2004). Teaching for conceptual understanding. Science and Children, 42(1), 28–32. https://eric.ed.gov/?id=EJ722110

Kennedy, J. E. (2023, April). What is information ? The nature and meaning of information in biology, psychology, culture, and physics what is information ? The nature and meaning of information in biology, psychology, culture, and physics (Issue c). https://doi.org/https://doi.org/10.31219/osf.io/6vgxa

Khalid, L., Bucheerei, J., & Issah, M. (2021). Pre-service teachers’ perceptions of barriers to promoting critical thinking skills in the classroom. SAGE Open, 11(3), 215824402110360. https://doi.org/10.1177/21582440211036094

Mahapoonyanont, N. (2010). Factors related to critical thinking abilities: a meta-analysis. Procedia - Social and Behavioral Sciences, 9, 986–990. https://doi.org/10.1016/ j.sbspro.2010.12.272

Marhamah, I., Susilo, M. H., & Ibrohim, H. (2014). Meningkatkan kemampuan berpikir kritispada mata kuliah pengetahuan lingkungan bagi mahasiswa biologi stkip hamzanwadiselong melalui tahapan kegiatan lesson study [Improving critical thinking skills in environmental science courses for biology students at STKIP Hamzanwadiselong through lesson study activity stages.]. Prosiding Seminar Nasional XI “Biologi, Sains, Lingkungan Dan Pembelajarannya,” 674–678.

Medranda-Morales, N., Palacios Mieles, V. D., & Villalba Guevara, M. (2023). Reading comprehension: an essential process for the development of critical thinking. Education Sciences, 13(11), 1068. https://doi.org/10.3390/educsci13111068

Murawski, L. M. (2014). Critical thinking in the classroom... and beyond. Journal of Learning in Higher Education, 10(1), 25–30. https://files.eric.ed.gov/fulltext/ EJ1143316.pdf

Mustika, R. W. (2019). Peningkatan hasil belajar IPA dan berpikir kritis siswa melalui penerapan pendekatan kontekstual model inkuiri [Improving science learning outcomes and students' critical thinking through the application of a contextual inquiry model approach]. Journal of Education Action Research, 3(2), 117. https://doi.org/10.23887/jear.v3i2.17267

Nappi, J. S. (2017). The Delta Kappa Gamma Bulletin: The Importance of Questioning in Developing Critical Thinking. Delta Kappa Gamma Bulletin: International Journal for Professional Educators, 84(1), 30–41.

Narmaditya, B. S., Wulandari, D., & Sakarji, S. R. B. (2018). Does problem-based learning improve critical thinking skills? Jurnal Cakrawala Pendidikan, 37(3). https://doi.org/10.21831/cp.v38i3.21548

Nganga, L. (2019). Preservice teachers’ perceptions and preparedness to teach for global mindedness and social justice using collaboration, critical thinking, creativity, and communication (4cs). Journal of Social Studies Education Research, 10(4), 26–57.

Nickname, Z., & Royafar, A. (2019). Critical thinking skills of undergraduate students of educational sciences at Tehran universities. Utopía y Praxis Latinoamericana, 24(6), 54–63.

Orhan, A., & Bülent, Z. (2022). The relationship between critical thinking and academic achievement: a meta-analysis study. Psycho-Educational Research Reviews, 11(1), 283–299. https://doi.org/10.52963/perr_biruni_v11.n1.18

Paul, R. W., & Elder, L. (2002). Critical thinking : tools for taking charge of your professional and personal life. New Jersey: Prentice Hall.

Paul, R. W., Elder, L., & Bartell, T. (1997). California teacher preparation for instruction in critical thinking: research findings and policy recommendations. Eric, 194. https://files.eric.ed.gov/fulltext/ED437379.pdf

Petrescu, C. (2014). Teaching interpreting. Procedia - Social and Behavioral Sciences, 116, 3266–3270. https://doi.org/10.1016/j.sbspro.2014.01.745

Prafitasari, F., Sukarno, S., & Muzzazinah, M. (2021). Integration of critical thinking skills in science learning using blended learning system. International Journal of Elementary Education, 5(2), 434. https://doi.org/10.23887/ijee.v5i3.35788

Prinz, R. (2024). Meaning relies on codes but depends on agents. In A. A. Sharov & G. E. Mikhailovsky (Eds.), Pathways to the Origin and Evolution of Meanings in the Universe (pp. 245–263). https://doi.org/10.1002/9781119865667.ch11

Purvis, C. A. (2009). Factors that influence the development of critical thinking skills in associate degree nursing students. [Doctoral dissertation, The University of Georgia. https://getd.libs.uga.edu/pdfs/purvis_carol_a_200912_edd.pdf

Qing, Z., Jing, G., & Yan, W. (2010). Promoting preservice teachers’ critical thinking skills by inquiry-based chemical experiment. Procedia-Social and Behavioral Sciences, 2(2), 4597–4603. https://doi.org/10.1016/j.sbspro.2010.03.737

Rice, M., Wijekumar, K., Lambright, K., & Stack, A. (2024). Promoting inference generation: using questioning and strategy instruction to support upper elementary students. The Reading Teacher, 78(2), 121–130. https://doi.org/10.1002/trtr.2353

Rios, J. A., Ling, G., Pugh, R., Becker, D. M., & Bacall, A. N. (2020). Identifying critical 21st century for workplace success: a content analysis of job advertisements. Educational Researcher, 49, 80–89.

Ruggiero, V. R. (2012). The art of thinking: A guide to critical and creative thought. (10th ed.). New York: Longman.

Saefi, M., Suwono, H., & Susilo, H. (2016). Biology student teacher’s critical thinking: An exploration study. International Conference on Education, 605–612.

Saefi, M., Suwono, H., & Susilo, H. (2017). Studi komparatif tiga strategi berpikir kritis mahasiswa biologi. Jurnal Pendidikan: Teori, Penelitian, dan Pengembangan, 2(5), 637–645. https://pasca.um.ac.id/conferences/index.php/ice/article/view/82/79

Schutt, R. K., & Chambliss, D. F. (2013). Chapter 10: qualitative data analysis. Making Sense of the Social World: Methods of Investigation, 320–357. https://doi. org/10.1136/ebnurs.2011.100352

Sendag, S., Erol, O., Sezgin, S., & Dulkadir, N. (2015). Preservice teachers’ critical thinking dispositions and Web 2.0 competencies. Contemporary Educational Technology, 6(3), 172–187. https://doi.org/10.30935/cedtech/6148

Serin, O. (2013). The critical thinking skills of teacher candidates in the Turkish Republic of Northern Cyprus: a sampling. Eurasian Journal of Educational Research, 53, 231–248. https://doi.org/10.14689/ejer.2013.53.13

Setyowati, R. N., Sari, M. M. K., & Habibah, S. M. (2020). Improving critical thinking skills of students through the development of teaching materials. Advances in Social Science, Education and Humanities Research 1st International Conference on Social Sciences (ICSS 2018), 226, 240–245. https://doi.org/10.2991/icss-18.2018.5

Shihab, I. A. (2011). Reading as critical thinking. Asian Social Science, 7(8), 209–218. https://doi.org/10.5539/ass.v7n8p209

Slameto, S. (2017). Critical thinking and its affecting factors. Jurnal Penelitian Humaniora, 18(2), 1–11. https://doi.org/10.23917/humaniora.v18i2.5187

Smith, J. I., & Tanner, K. D. (2010). The problem of revealing how students think: concept inventories and beyond. Life Sciences Education, 9(1–5). https://doi. org/10.1187/cbe.09-12-0094

Strode, P. K. (2015). Hypothesis Generation in Biology: a science teaching challenge & potential solution. American Biology Teacher, 77(7), 500–506. https://doi.org/10.1525/ABT.2015.77.7.4

Suana, W., Ningsih, W. S. A., Maharta, N., & Putri, N. M. A. A. (2020). The effect of blended learning setting on students’ critical thinking skills in physics. Journal of Physics: Conference Series, 1572(1), 429–437. https://doi.org/10.1088/1742-6596/1572/1/012073

Sudrajat, D. (2020). Pengantar statistika pendidikan disertai aplikasi program spss. Surakarta: Pusat Kajian Bahasa dan Budaya.

Taghva, F., Rezaei, N., Ghaderi, J., & Taghva, R. (2014). Studying the relationship between critical thinking skills and students’ educational achievement (eghlid universities as case study). International Letters of Social and Humanistic Sciences, 25, 18–25. https://doi.org/10.18052/www.scipress.com/ILSHS.25.18

Taglieber, L. K. (2008). Critical reading and critical thinking. Ilha Do Desterro A Journal of English Language, Literatures in English and Cultural Studies, 44, 141–163. https://doi.org/10.5007/2175-8026.2003n44p141

Thongnuypram, C., & Sopheerak, S. (2013). Factors influencing the critical thinking of teacher students at the Faculty of Education, Suratthani Rajabhat University. Procedia-Social and Behavioral Sciences, 103, 386–391. https://doi.org/10. 1016/j.sbspro.2013.10.349

Ulferts, H. (2019). The relevance of general pedagogical knowledge for successful teaching : systematic review and meta-analysis of the international evidence from primary to tertiary education. OECD Education Working Papers, No. 212, OECD Publishing, Paris, https://doi.org/10.1787/ede8feb6-en.

Undang-Undang Republik Indonesia Nomor 12 Tahun 2012 tentang Pendidikan Tinggi. (2012). UU RI No. 12/2012 tentang Pendidikan Tinggi.

Utami, B., Saputro, S., Ashadi, A., Masykuri, M., Probosari, R. M., & Sutanto, A. (2018). Students’ critical thinking skills profile: constructing best strategy in teaching chemistry. IJPTE : International Journal of Pedagogy and Teacher Education, 2, 63. https://doi.org/10.20961/ijpte.v2i0.19768

van Laar, E., van Deursen, A. J. A. M., van Dijk, J. A. G. M., & de Haan, J. (2017). The relation between 21st-century skills and digital skills: A systematic literature review. Computers in Human Behavior, 72, 577–588. https://doi.org/10.1016/ j.chb.2017.03.010

Wahyuni, T. S., & Analita, R. N. (2017). Guided–inquiry laboratory experiments to improve students’ analytical thinking skills. AIP Conference Proceeding, 020017. https://doi.org/10.1063/1.5016010

Watson, G., & Glaser, E. M. (2012). Watson-glasertm critical thinking appraisal user-guide and technical manual. UK: Pearson Education Ltd. Pearson Education Ltd.

Yanchar, S. C., & Slife, B. D. (2004). Teaching critical thinking by examining assumptions. Teaching of Psychology, 31(2), 85–90. https://doi.org/10.1207 /s15328023top3102_2

Yanti, F. A., Partono, Kuswanto, H., & Mundilarto. (2017). Improving critical thinking through research based learning model for pre-service teacher. International Journal of Sciences: Basic and Applied Research (IJSBAR), 4531, 134–140.

Zohar, A., & Tamir, P. (1991). Assessing students’ difficulties in causal reasoning in biology-a diagnostic instrument. Journal of Biological Education, 25(4), 302–307. https://doi.org/10.1080/00219266.1991.9655229

No supplementary information available.

Refbacks

  • There are currently no refbacks.


Creative Commons License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.