Exploring Factor Structures Of A Thinking Questionnaire
DOI:
https://doi.org/10.33102/uij.vol31no.199Keywords:
factor analysis, , factor structure, Principal Component Analysis (PCA), thinking questionnaireAbstract
The purpose of this study was to investigate the construct validity of a thinking questionnaire through Factor Analysis over a Malaysian university students’ sample. The questionnaire is a 5 point Likert scale survey ranging from Strongly Agree, Agree, Neutral, Disagree and Strongly Disagree, intended to measure students’ self-reflection on their thinking upon their Invention Project. A total of 350 undergraduate students from various faculties participated in this study. Principal Component Analysis was used because the primary purpose was to identify and compute composite thinking scores for the factors underlying the Thinking questionnaire. The five factor solution, which explained 52.4% of the variance was chosen because of the ‘levelling off’ of eigenvalues on the scree plot after five factors, and was also confirmed by the Monte Carlo Parallel Analysis which indicated smaller values of the 5 factors compared to the eigenvalues displayed in the SPSS.
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References
Bachman, L. F., Davidson, F., and Milanovic, M. (1996). The use of test method characteristics in the content analysis and design of EFL proficiency tests. Language Testing 13 (2), 125-150.
Choy, S., & Cheah, P. (2009). Teacher perceptions of critical thinking among students and its influence on higher education. International Journal of Teaching and Learning in Higher Education, 20(2), 198-206.
Comrey, A. L., & Lee, H. B. (2013). A first course in factor analysis. Psychology Press.
Costa, A. L. (Ed.). (1985). Developing minds: A resource book for teaching thinking, 1st edition. Alexandria, VA: Association for Supervision and Curriculum Development.
Duchovičová, J., & Tomšik, R. (2018). Managerial competencies of a teacher in the context of learners’ critical thinking development: exploratory factor analysis of a research tool and the results of the research. TEM Journal, 7(2), 335.
Hairuzila Idrus, Hazadiah Mohd Dahan & Normah Abdullah (2010). Integrating critical thinking and problem solving skills in the teaching of technical courses: The narrative of a Malaysian private university. 2nd International Congress on Engineering Education, December 8-9, 2010, Kuala Lumpur, Malaysia.
Hazlina Abdullah, Mohd Azmir Mohd Nizah & Hazleena Baharun (2012). Promoting thinking skills: An evaluation of the effectiveness of an invention project. Elixir Social Studies 44, 7178-7187.
Kaiser, H. F. (1960). The application of electronic computers to factor analysis. Educational and Psychological Measurement, 20, 141-151.
Kline, P. (2014). An easy guide to factor analysis. Routledge.
Laporan Penilaian My3S (Malaysian Soft Skills Scale). Kementerian Pengajian Tinggi Malaysia. 18 Disember 2010.
Ministry of Education (1993), Education in Malaysia, Educational Planning and Research Division, Kuala Lumpur.
Mohd Nazir Md Zabit (2010). Problem-Based learning on students’ critical thinking skills in teaching Business Education in Malaysia: A literature review. American Journal of Business Education, Volume 3, Number 6, pp. 19-32.
Perkins (1997) in http://www.newhorizons.org/strategies/thinking.htm.
Said-Metwaly, S., Fernández-Castilla, B., Kyndt, E., & Van den Noortgate, W. (2018). The factor structure of the Figural Torrance Tests of Creative Thinking: A meta-confirmatory factor analysis. Creativity Research Journal, 30(4), 352-360.
Siaw-Fong Chung (2017). A communicative approach to teaching grammar: theory and practice. The English Teacher, pp. 33-50.
Siti Martini Mustapha & Ros Aizan Yahaya (2013). Communicative Language Teaching (CLT) in Malaysian Context: Its’ Implementation in Selected Community Colleges. Procedia Social and Behavioural Sciences, Vol. 90, pp. 788-794.
Stevens, J. (1996). Applied multivariate statistics for the social sciences. New Jersey: Lawrence Erlbaum Associates Publishers.
Tabachnick, B. G., & Fidell, L. S. (1996). Using multivariate statistics (3rd ed.). New York: Harper Collin.
Tan, G.Y.H (2001). Analysis and evaluation of the thinking programme in developing critical and creative thinking among lower secondary students in the Chinese High School. A paper presented at the AARE Conference 2001 (Association for Active Educational Researchers). http://www.aare.edu.au/01pap/tan01755.htm
Tanner, A., Voon, D., Hasking, P., & Martin, G. (2013). Underlying structure of ruminative thinking: Factor analysis of the Ruminative Thought Style Questionnaire. Cognitive Therapy and Research, 37, 633-646.
Walters, G. D., Hagman, B. T., & Cohn, A. M. (2011). Toward a hierarchical model of criminal thinking: Evidence from item response theory and confirmatory factor analysis. Psychological Assessment, 23(4), 925.
Yee, Widad Othman, Jailani Md Yunos, Tee, Razali Hassan & Mimi Mohaffyza Mohamad (2011). The level of Marzano higher order thinking skills among technical education students. International Journal of Social Science and Humanity, 1 (2), 121-125.
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