Vol. 11 No. 5 (2025): May
Open Access
Peer Reviewed

Development Instrument Independence Study in Chemistry Learning Using Exploratory Factor Analysis (EFA) and Factor Analysis Confirmatory (CFA)

Authors

Aurelia Revi Pusbelina , Hari Sutrisno

DOI:

10.29303/jppipa.v11i5.9790

Published:

2025-05-25

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Abstract

This study examines the early development of student learning independence instruments in chemistry learning using exploratory factor analysis (EFA) and confirmatory factor analysis (CFA). The purpose of this study is to develop a learning independence instrument that specifically measures chemistry learning independence. A quantitative survey approach was used in this investigation. The research sample used was 642 students of class XI MIPA 1 from 10 State Senior High Schools in Bantul Regency, then the sample determination was carried out using a random sampling technique. The instrument used was a questionnaire consisting of 16 items. Sixteen items on a 5-point Likert scale representing students' perceptions of themselves were used to collect data. Exploratory Factor Analysis (EFA) is the data analysis method used. The learning independence questionnaire filled out by 642 respondents was analyzed using the JASP for Windows 10 application. All items from the EFA analysis results were acceptable because they had a factor value of >0.3. While the results of the CFA test showed that all items were valid with a p value <0.05; *** significance and SLF value ≥ 0.5 and reliable with CR value ≥ 0.70 and AVE value of at least 0.5. The results obtained prove that the instrument is valid and can be used to measure the independence of learning chemistry.

Keywords:

Confirmatory factor analysis (CFA), Exploratory factor analysis (EFA), Independence learning, Learning chemistry

References

Ana, A., & Achdiani, Y. (2017). Penerapan Self Regulated Learning Berbasis Internet Untuk Meningkatkan Kemandirian Belajar Mahasiswa. Innovation of Vocational Technology Education, 11(1), 15–22. https://doi.org/10.17509/invotec.v11i1.4835

Aulia, L. N., Susilo, S., & Subali, B. (2019). Upaya peningkatan kemandirian belajar siswa dengan model problem-based learning berbantuan media Edmodo. Jurnal Inovasi Pendidikan IPA, 5(1), 69–78. https://doi.org/10.21831/jipi.v5i1.18707

Beerenwinkel, A., Parchmann, I., & Gräsel, C. (2011). Conceptual Change Texts In Chemistry Teaching: A Study On The Particle Model Of Matter. International Journal of Science and Mathematics Education, 9(5), 1235–1259. https://doi.org/10.1007/s10763-010-9257-9

Cornford, I. R. (2002). Learning-to-learn strategies as a basis for effective lifelong learning. International Journal of Lifelong Education, 21(4), 357–368. https://doi.org/10.1080/02601370210141020

Dent, A. L. (2013). The relation between self-regulation and acadamic achievement: a meta-analysis exploring vari-ation in the way constructs are labeled, defined and measured. Duke University.

Fadhillah, N., & Faradina, S. (2016). Hubungan kelekatan orang tua dengan kemandirian remaja sma di banda aceh. Jurnal Ilmiah Mahasiswa Psikologi, 1(4), 44–51. Retrieved from http://jim.unsyiah.ac.id/Psikologi/article/view/1429.

Flury, B., Murtagh, F., & Heck, A. (1988). Multivariate Data Analysis. In Mathematics of Computation (7th ed., Vol. 50, Issue 181). Pearson Education Limited. https://doi.org/10.2307/2007941

Ghozali, I. (2011). Aplikasi analisis multivariat dengan pro-gram SPSS. Semarang: Badan Penerbit Universitas Diponegoro.

Gülay, E., & Ungan, S. (2022). Development of Academic Writing Block Scale (AWBS): A Validity and Reliability Study. Participatory Educational Research, 9(2), 178–198. https://doi.org/10.17275/per.22.35.9.2

Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2010). Multivariate data analysis a global perspective (7th ed.). Prentice Hall.

Kistner, S., Rakoczy, K., Otto, B., & Klieme, E. (2015). Teaching learning strategies : The role of instructional context and teacher beliefs. Journal for Educational Research Online, 7(1), 176–197. Retrieved from http://www.j-e-r-o.com/index.php/jero/article/download/542/228

Mulyono, W. D. (2020). Respon Mahasiswa Terhadap Pembelajaran Daring Pada Masa Pandemi Covid-19. Steam Engineering, 2(1), 23–30. https://doi.org/10.37304/jptm.v2i1.1661

Natalya, L., & Purwanto, C. V. (2018). Exploratory and Confirmatory Factor Analysis of the Academic Motivation Scale (AMS)–Bahasa Indonesia. Makara Human Behavior Studies in Asia, 22(1), 29. https://doi.org/10.7454/hubs.asia.2130118

Netemeyer, R. G., Barden, W. O., & Sharma, S. (2003). Scaling procedures: issues and applications. Sage Publications.

Peeters, J., De Backer, F., Reina, V. R., Kindekens, A., Buffel, T., & Lombaerts, K. (2014). The Role of Teachers’ Self-regulatory Capacities in the Implementation of Self-regulated Learning Practices. Procedia - Social and Behavioral Sciences, 116, 1963–1970. https://doi.org/10.1016/j.sbspro.2014.01.504

Periantalo, J. (2015). Penyusunan Skala Psikologi: Asyik, Mudah & Bermanfaat. Yogyakarta: Pustaka Pelajar.

Riong, M. B. D., Haryono, H., Supriyadi, S., & Ahmadi, F. (2024). Penguasaan konsep dan kemampuan pemecahan masalah fisika melalui model Creative Problem Solving (CPS) berbantuan Mimind. PENDIPA Journal of Science Education, 8(2), 131–138. Retrieved from https://ejournal.unib.ac.id/index.php/pendipa

Rogers, F., Huddle, P. A., & White, M. D. (2000). Using a Teaching Model to Correct Known Misconceptions in Electrochemistry. Journal of Chemical Education, 77(1), 104. https://doi.org/10.1021/ed077p104

Schunk, D. H. (2011). Handbook of Self-Regulation of Learning and Performance. In Handbook of Self-Regulation of Learning and Performance. Routledge. https://doi.org/10.4324/9780203839010

Shadreck, M., & Chukunoye Enunuwe, O. (2017). Problem Solving Instruction for Overcoming Students’ Difficulties in Stoichiometric Problems. Acta Didactica Napocensia, 10(4), 69–78. https://doi.org/10.24193/adn.10.4.8

Subagia, I. W. (2014). Paradigma Baru Pembelajaran Kimia SMA. Seminar Nasional FMIPA UNDIKSHA IV, 152–163. Retrieved from https://ejournal.undiksha.ac.id/index.php/semnasmipa/article/view/10479

Sulisworo, D., Kusumaningtyas, D. A., & Handayani, T. (2020). Self-Regulated Learning of Junior High School Students to Predict Online Learning Achievement. Proceedings of the International Conference on Community Development (ICCD 2020), 477, 203–207. https://doi.org/10.2991/assehr.k.201017.045

Tabachnick, B. G., & Fidell, L. S. (2007). Using multivariate statistics . Northridge. In Cal.: Harper Collins (Vol. 1, Issue 2). Pearson Education, Inc.

Üce, M., & Ceyhan, İ. (2019). Misconception in Chemistry Education and Practices to Eliminate Them: Literature Analysis. Journal of Education and Training Studies, 7(3), 202. https://doi.org/10.11114/jets.v7i3.3990

Usmadi, U. (2020). Pengujian Persyaratan Analisis (Uji Homogenitas Dan Uji Normalitas). Inovasi Pendidikan, 7(1). https://doi.org/10.31869/ip.v7i1.2281

Wiktorowicz, J. (2016). Exploratory factor analysis in the measurement of the competencies of older people. Ekonometria, 4(54), 48–60. Retrieved from https://dbc.wroc.pl/Content/36540/Wiktorowicz_Exploratory_Factor_Analysis_In_The_Measurement.pdf

Woolfolk, A., & Usher, E. L. (2024). Educational Psychology Active Learning (Fifteenth). Allyn & Bacon.

Yamin, S., & Kurniawan, H. (2009). Structural equation modeling: Belajar lebih mudah teknik analisis data kuesioner dengan Lisrel-PLS. Jakarta: Salemba Infotek.

Yong, A. G., & Pearce, S. (2013). A Beginner’s Guide to Factor Analysis: Focusing on Exploratory Factor Analysis. Tutorials in Quantitative Methods for Psychology, 9(2), 79–94. https://doi.org/10.20982/tqmp.09.2.p079

Zimmerman, B. J., & Martinez-Pons, M. (1990). Student Differences in Self-Regulated Learning: Relating Grade, Sex, and Giftedness to Self-Efficacy and Strategy Use. Journal of Educational Psychology, 82(1), 51–59. https://doi.org/10.1037/0022-0663.82.1.51

Author Biographies

Aurelia Revi Pusbelina, Yogyakarta State University

Hari Sutrisno, Yogyakarta State University

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How to Cite

Pusbelina, A. R., & Sutrisno, H. (2025). Development Instrument Independence Study in Chemistry Learning Using Exploratory Factor Analysis (EFA) and Factor Analysis Confirmatory (CFA). Jurnal Penelitian Pendidikan IPA, 11(5), 869–876. https://doi.org/10.29303/jppipa.v11i5.9790