Instrument Development of Determinants of Students Academic Performance Using Rasch Model Analysis


Istiqomah Istiqomah(1*), Nida Hasanati(2)

(1) Faculty of Psychology, Universitas Muhammadiyah Malang, Indonesia
(2) Faculty of Psychology, Universitas Muhammadiyah Malang, Indonesia
(*) Corresponding Author

Abstract


This study aims to develop an instrument to determine students' academic performance. In this case, a quantitative design was used, with a random sampling technique utilized in selecting 415 students from the University of Muhammadiyah Malang. Data analysis was also carried out using Rasch Model. Based on the fit item criteria analysis, 5 misfit elements were each observed for the Mean and Standard Deviation logit and MNSQ (Mean Square) outfit. This indicated that the most difficult and easiest questions were numbers 47 and 10, respectively. For regional and school origins, the items containing differential function questions were 2 and 9, respectively. The reliability of the measuring instrument, item, and person was also 83, 98, and 79. In addition, only 7 of the 67 utilized items did not meet the required criteria and the remaining were completely accepted.

Keywords


instrument, Rasch, academic performance

Full Text:

PDF

References


Akomolafe, C. O., & Adesua, V. O. (2016). Peer group and parental support as correlates of academic performance of senior secondary school students in South West, Nigeria. European Scientific Journal, ESJ, 12(7), 306. https://doi.org/10.19044/esj.2016.v12n7p306

Akram, B., & Ghazanfar, L. (2014). Self-efficacy and academic performance of the students of Gujrat university Pakistan. Academic Research International, 5(1), 283-290.

Amalia, S., & Fitriana, E. (2015). Analisa psikometrik alat ukur ryff’s psychological well-being (RPWB) versi bahasa Indonesia: Studi pada lansia. https://pustaka.unpad.ac.id/wp-content/uploads/2015/07/Analisa-Psikometrik-Alat-Ukur-RyffS-Psychological-Well-being.pdf

Arshad, M., Zaidi, S. M., & Mahmood, K. (2015). Self-esteem and academic performance among university students. Journal of Education and Practice, 6(1), 156-162.

Bandura, A. (2006). Self-efficacy beliefs of adolescents. Information Age Publishing.

Basol, G. (2008). Validity and reliability of the multidimensional scale of perceived social support-revised, with a Turkish sample. Social Behavior and Personality An International Journal, 36(10), 1303-1313. https://doi.org/10.2224/sbp.2008.36.10.1303

Blanc, A., & Rojas, A. J. (2018). Use of rasch person-item maps to validate a theoretical model for measuring attitudes toward sexual behaviors. PLoS ONE, 13(8), 1–18. https://doi.org/10.1371/journal.pone.0202551

Camili, G., & Shepard, L. A. (1994). Methods for identifying bias test item. Sage Publication.

Chouikrat, K. F. (2013). The role of motivational style, self-esteem, academic stress, gender and student’s expectations in predicting academic outcomes (Thesis Unpublished). Faculty of Arts, Department of Psychology Dublin Business School.

Cid-Sillero, S., Pascual-Sagastizabal, E., & Martínez-de-Morentin, J.-I. (2020). Influence of self-esteem and attention on the academic performance of ESO and FPB students. Revista de Psicodidáctica (English Ed.), 25(1), 59–67. https://doi.org/10.1016/j.psicoe.2019.10.001

Crocker, L., Crocker, L., Alglna, J., Staudt, M., Mercurio, S., Hintz, K., & Walker, R. A. (2008). Introduction to classical and modern test theory. Cengage Learning.

Crosnoe, R., Johnson, M. K., & Elder, J. G. (2004). Intergenerational bonding in school: The behavioral and contextual correlates of student-teacher relationship. School of Education, 77, 60-81.

Donnellan, M. B., Trzeniewski, K. H., & Robins, R. W. (2011). Self-esteem: Enduring issues and controversies. In T. Chammoro-Premuzic, S. Von Stumm, & A. Furnham (Eds.), The Wiley-Blackwell Handbook of Individual Differences (pp. 718-746). Wiley-Blackwell.

DuPaul, G. J., Rapport, M. D., & M. Perriello, L. M. (1991). The development of the academic performance rating scale. School Psychology Review, 20(2), 284–300. http://dx.doi.org/10.1080/02796015.1991.12085552

Esteve, E. B. (2008). Well-being and performance in academic settings: The predicting role of self-efficacy (Thesis unpublished). Spanish Ministry of Science and Technology.

Ezzarrouki, A. (2016). Peer influence on academic performance in a collectivistic culture (Undergraduate thesis unpublished). Ibn Zohr University, La Faculte Polydiscplainre d’Ouarzazate.

Farooq, M. S., Chaudhry, A. H., Shafiq, M., & Berhanu, G. (2011). Factors affecting students’ quality of academic performance: A case of secondary school level. Journal of Quality and Technology Management, 8(2), 1-14.

Feldman, R. S. (1999). Understanding psychology. McGraw Hill.

Ferrari, J. R., Johnson, J. L., & McCown, W. G. (1995). Procrastination and task avoidance: Theory, research and treatment. Plenum Press.

Gadzella, B. M. (1994). Student-life stress inventory: Identification of and reactions to stressors. Psychological Reports, 74(2), 395–402. https://doi.org/10.2466/pr0.1994.74.2.395

Gómez-Lugo, M., Espada, J. P., Morales, A., Marchal-Bertrand, L., Soler, F., & Vallejo-Medina, P. (2016). Adaptation, validation, reliability and factorial equivalence of the rosenberg self-esteem scale in colombian and Spanish population. Spanish Journal of Psychology, 19, 1–12. https://doi.org/10.1017/sjp.2016.67

Harris, S. L. (2009). The relationship between self-esteem and academic success among African American students in the minority engineering program at a research extensive university in the southern portion of the United States (Dissertation unpublished). The School of Human Resource Education and Workforce Development.

Iniama, E. (2004). The relationship between self-esteem and academic performance of freshman at the university of the Virgin Island. A Research Paper of Annual Conference of the Caribbean, 1-26.

Imam, S. S. (2007). General self-efficacy scale: Dimensionality, internal consistency, and temporal stability. Proceedings of the Redesigning Pedagogy: Culture, Knowledge and Understanding Conference, Singapore, 1-13.

Khan, M. J. (2013). Effect of perceived academic stress on student’s performance. FWU Journal of Social Sciences, Winter, 7(2), 146-151.

Lakshminarayan N., Poldar, S., & Reddy, S. G. (2012). Relationship between procrastination and academic performance among a group of undergraduate dental students in India. Journal of Dental Education, 77(4), 524-528.

Lane, J., & Lane, A. M. (2001). Self-efficacy and academic performance. Social Behavior and Personality, 29, 687-694. http://dx.doi.org/10.2224/sbp.2001.29.7.687

Linacre, J. (1994). Sample size and item calibration stability. Rasch Measurement Transaction, 7(4), 328.

McCloskey, J., & Scielzo, S. (2015). Finally!: The development and validation of the academic procrastination scale. https://doi.org/10.13140/RG.2.2.23164.64640

Meera, K. P., & Jumana, M. K. (2015). Self-efficacy and academic performance in English. Research in Pedagogy, 5(2) 25-30.

Nyagosia, P. O. (2011). Determinants of differential Kenya certificate of secondary education performance and school effectiveness in Kiambu and Nyeri counties, Kenya (Thesis unpublished). The School of Education, Kenyatta University.

Papalia, D. E., Olds, S. W., Feldman, R. D., & Kruk, R. (2004). A child's world: Infancy through adolescence. McGraw-Hill.

Pathirana, B., Ahmed, S., N., V., & Shastri, S. (2016). Stress and academic performance. International Journal of Indian Psychology, 3(3), https://doi.org/10.25215/0303.068

Procidano, M. E., & Heller, K. (1983). Measures of perceived social support from friends and from family: Three validation studies. American Journal of Community Psychology, 11, 1-24. https://doi.org/10.1007/BF00898416

Rosenberg, M. (1965). Society and the adolescent self-image. Princeton University Press.

Ryff, C. D. (1989). Happiness is everything, or is it? Explorations on the meaning of psychological well-being. Journal of Personality and Social Psychology, 57, 1069-108. https://doi.org/10.1037/0022-3514.57.6.1069

Sacristán-Díaz, M., Garrido-Vega, P., Alfalla-Luque, R., & González-Zamora, M. D. M. (2016). The effects of teaching and assessment methods on academic performance: A study of an operations management course. Innovations in Education and Teaching International, 53(5), 497–507. https://doi.org/10.1080/14703297.2015.1008546

Sæle, R. G. (2016). Academic performance and student dropout: Result from two studies in upper secondary and higher education in Northern Norway (Dissertation unpublished). Faculty of Health Sciences, Department of Psychology. The Arctic University of Norway.

Seligman, M. E. P. (2008). Positive health. Applied Psychology: An International Review, 57(Suppl 1), 3–18. https://doi.org/10.1111/j.1464-0597.2008.00351.x

Selye, H. (1974). Stress without distress. Springer.

Shahzad, M., Abdullah, F., Fatima, S., Riaz, F., & Mehmood, S. (2015). Impacts of parental support on academic performance among secondary school students in Islamabad. The Explorer Islamabad: Journal of Social Sciences, 1(7), 228-231.

Shaw, A., & Zhang J. J. (2021). A rasch analysis of the irrational procrastination scale (IPS). Front. Psychol., 11, 615341. https://doi.org/10.3389/fpsyg.2020.615341

Sherer, M., Maddux, J., Mercandante, B., Prentice-Dunn, S., Jacobs, B., & Rogers, R. (1982). The self-efficacy scale: Construction and validation. Psychological Reports, 51. 663-671. http://dx.doi.org/10.2466/pr0.1982.51.2.663

Simpson, E. S., & Weiner, J. A. (1989). The oxford encyclopaedic english dictionary. Clarendon Press.

Sivakumar, A., Curtis, D., & Hungi, N. (2005). Applied rasch measurement: A book of exemplars: Papers in honour of John P. Keeves. Springer.

Smith, A. P., Johal, S. S., Wadsworth, E., Smith, G. D., & Peters, T. (2000). The scale of occupational stress: The bristol stress and health at work study. Health and Safety Executive.

Sugiyono. (2011). Metodologi penelitian kuantitatif kualitatif dan R&D. CV Alfabeta.

Sumintono, B., & Widhiarso, W. (2014). Aplikasi model rasch untuk penelitian ilmu ilmu sosial. Trim Komunikata Publishing House.

Towbes, L. C., & Cohen, L. H. (1996). Chronic stress in the lives of college students: Scale development and prospective prediction of distress. Journal of Youth and Adolescence, 25(2), 199–217. https://doi.org/10.1007/BF01537344

Turashvili, T., & Japaridze, M. (2012). Psychological well-being and its relation to academic performance of students in Georgian context. Journal of Problems of Education in the 21st Century, 49, 73-80.

Yildirim, F., & Ilhan, I. O. (2010). Genel Özyeterlilik Ölçeǧi Türkçe Formunun Geçerlilik ve Güvenilirlik Çalişmasi. Türk Psikiyatri Dergisi, 21(4), 301–308.

port on the Children's Worlds project, 2016-19. Children's Worlds Project (ISCWeB). https://isciweb.org/wp-content/uploads/2020/07/Childrens-Worlds-Comparative-Report-2020.pdf




DOI: https://doi.org/10.15575/psy.v9i1.7571

Refbacks

  • There are currently no refbacks.


web
stats

View My Stats

Creative Commons License

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