Hierarki model pengukuran confirmatory factor analysis (CFA) ke atas instrumen kemahiran generik

Authors

  • Rodiah Idris Universiti Kebangsaan Malaysia
  • Siti Rahayah Ariffin Universiti Kebangsaan Malaysia
  • Noriah Mohd Ishak Universiti Kebangsaan Malaysia

Abstract

Abstract

Generic skills evaluation for students in Higher Learning Institutions (HLI) had been discussed when the Malaysian Qualification Framework (MQF) was carried out in 2006. The purpose of this study is to validate and examine the reliability of a self-report instrument namely Generic Skills Instrument for Higher Education (GeSIHE 2008). Data are presented from 1,262 undergraduate students randomly chosen from 12 faculties at Universiti Kebangsaan Malaysia (UKM). The instrument (GeSIHE) used consists of 13 construct with 77 items on a five point likert scale. Amos software version 7 has been used for data analysis. The analysis on the Comparative of Fit Index (CFI), Tucker Lewis Index (TLI), and RMSEA's value has been used to drop and maintain the items. The final analysis using measurement model in confirmatory factor analysis has dropped 15 items and maintained 62 items legitimately trusted and reliable to gauge 13 constructs in GeSIHE. This GeSIHE's instrument could be used to obtain HLI students' profile as indicator to increase student generic skills during their study in the university.

Abstrak

Penilaian kemahiran generik pelajar di Institut Pengajian Tinggi (IPT) mulai diperkatakan apabila terlaksana Kerangka Kelayakan Malaysia (KKM) pada tahun 2006. Tujuan kajian ini adalah untuk mengukur kesahan dan kebolehpercayaan Instrumen Kemahiran Generik Pengajian Tinggi (Generic Skills Instrument for Higher Education - GeSIHE 2008). Instrumen 13 konstruk yang mengandungi 77 item skala 5 mata telah digunakan dalam kajian ini. Instrumen ini telah ditadbirkan kepada 1,262 orang pelajar prasiswazah di 12 fakulti Universiti Kebangsaan Malaysia (UKM) yang dipilih secara rawak berkelompok. Perisian Amos versi 7 digunakan untuk menganalisis data. Nilai Comparative Fit Index (CFI), Tucker Lewis Index (TLI), and RMSEA digunakan untuk mengekal dan menggugurkan item. Dapatan akhir kajian menggunakan model pengukuran confirmatory factor analisis telah menggugurkan 15 item dan mengekalkan 62 item yang sah dan boleh dipercayai untuk mengukur 13 konstruk kemahiran generik dalam GeSIHE. Instrumen GeSIHE ini boleh digunakan untuk mendapatkan profil pelajar-pelajar Institusi Pengajian Tinggi sebagai indikator bagi meningkatkan kemahiran generik pelajar.

References

Alexander, H. 2006. Not just academic-High degree of activities needed for students to stand out. Sydney Morning Herald, p.3 (1st ed). In Treleaven, L dan Voola, R. 2008. Integrating the Development of Graduate Through Constructive Alignment. Journal of Marketing Education, 30(2):160-173. Sage Publications.

Allan, J & Clarke, K, 2007. Nurturing Supportive Learning Environments in Higher Education Through the Teaching of Study Skills: To Embed or Not to Embed?, International Journal of Teaching and Learning in Higher Education, 19(1), 64-76.

Aminah Ayob, Noor Shah Saad, Maria Salih. 2007. Status Perlaksanaan Kemahiran Insaniah di Universiti Pendidikan Sultan Idris (UPSI). Persidangan Pengajaran dan Pembelajaran di Peringkat Pengajian Tinggi. Universiti Putra Malaysia.

Arbuckle, J.L. 1989. AMOS: Analysis of moment structure, American Statistician, 43, 66.

Arbuckle, J.L. 1997. AMOS user‟s guide version 3.6. Chicago, IL: SmallWater.

Arbuckle, J.L. 1999. AMOS user‟s guide version 4.0. Chicago, IL: SmallWater.

Arbuckle, J.L., & Wothke, W. 1999. AMOS user‟s guide version 4.0. Chicago, IL: Small Water.

Assiter, A (1995). Transferable Skills in Higher Education: Teaching and Learning in Higher Education, Kogan Page London-Philadelphia.

Ballantine, J., & Larres, M.P. 2007. Cooperative learning: a pedagogy to improve students’ generic skills? Journal Education and Training, 49(2), 126-137.

Biggs, J. 2003. Teaching for quality learning at university. Maidenhead: Society for Research into Higher Education & Open University Press.

Bond, T.G. & Fox, C.M. 2001. Applying the Rasch Model: Fundamental Measurement in

Bond, T.G. & Fox, C.M. 2007. Applying the Rasch Model: Fundamental Measurement in

Browne, M.W., & Cudeck, R. 1993. Alternative ways of assessing model fit, in: K.A. Bollen & J.S Long (Eds) Testing structural equation model (Newbury Park, Sage).

Byrne, B. M. 2001. Structural equation modeling with AMOS. Basic concepts, applications,

and programming. Mahwah, NJ: Erlbaum.

Comrey, A.L., & Lee, H.B. 1992. A first course in factor analysis (2nd ed). Hillside, NJ: Erlbaum. In DiStefano, C & Hess, B. 2005. Using Confirmatory Factor Analysis for Construct Validation: An Empirical Review. Journal of Psychoeducational Assessment, 23: 225-241.

DiStefano, C & Hess, B. 2005. Using Confirmatory Factor Analysis for Construct Validation: An Empirical Review. Journal of Psychoeducational Assessment, 23: 225-241.

Drew, S., Thorpe, L., & Bannister, P. 2002. Key skills computerized assessments: Guiding principles. Assessment and Evaluation in High Education, 27(2), 175-186. In Treleaven, L dan Voola, R. 2008. Integrating the Development of Graduate Through Constructive Alignment. Journal of Marketing Education, 30(2):160-173. Sage

Publications.

Dunne, E., Bennett, N & Carre, C. 2000. Skill Development In Higher Education and Employment, Bristol.

Falk, I., & Millar, P. 2002. Implications of „non-standard work practices‟ for literacy and numeracy. ALNARC National Research Program Commonwealth of Australia.

Fox, C.M., & Jones, J.A. 1998. Uses of Rasch modeling in counseling psychology research. Journal of Counseling Psychology, 45(1), 30-45.

Goldfinch, J & Hughes, M. 2007. Skills, learning styles and success of first-year undergraduates. Journal of Active Learning in Higher Education, 8: 259-273.

Graham, J., & Westwood, J. 2005. „Personel and Profesional Development Planning‟: www.enhancementthemess.ac.uk/document/employability/191004casestudy.pdf. In Goldfinch, J & Hughes, M. 2007. Skills, learning styles and success of first-year undergraduates. Journal of Active Learning in Higher Education, 8: 259-273

Hair, Jr.,J.F., Anderson, R.E., Tatham, R.L., & Black, W.C. 2006. Multivariate data analysis. Upper Saddle River, NJ: Prentice Hall.

Hamber, S. Rowe, K,. & Luc, L.T. 2002. Graduate Skills Assessment. Australian Council For Educational Research. Commonwealth Department of Education Science & Training.

Hoban, G., Lefore, G., James, B., Curtis, S., Kaidonis, M., Hadi, M., et al. 2004. A web environment linking university teaching strategies with graduate attributes. Journal of University Teaching and Learning Practice, 1(1), 10-19. In Treleaven, L dan Voola, R. 2008. Integrating the Development of Graduate Through Constructive Alignment. Journal of Marketing Education, 30(2):160-173. Sage Publications.

Honey, P., & Mumford, A. 1992. The manual of learning style. Maidenhead: Peter Honey.

Goldfinch, J & Hughes, M. 2007. Skills, learning styles and success of first-year undergraduates. Journal of Active Learning in Higher Education, 8: 259-273.

Honey, P., & Mumford, A. 2006. Learning style helper‟s guide. Maidenhead: Peter Honey.

Goldfinch, J & Hughes, M. 2007. Skills, learning styles and success of first-year undergraduates. Journal of Active Learning in Higher Education, 8: 259-273.

Hoyle, R.H. 1995. Structural Equation Modeling: Concepts, Issues, and Application. Sage Publications, Ins.

Hoyle, R.H., & Panter, A.T. 1993. Writing about structural equation models. In Hoyle R.H. (Ed). 1995. Structural equation modeling: Concept, issues and applications (pp. 158- 176). Newbury Park, CA: Sage.

Hulland, J., Chow. Y.H., & Lam, S. 1996. Use of causal models in marketing research: A review. International Journal of Research in Marketing, 13, 181-197. In DiStefano, C & Hess, B. 2005. Using Confirmatory Factor Analysis for Construct Validation: An Empirical Review. Journal of Psychoeducational Assessment, 23: 225-241.

Huzili Hussin. 2007. Penerapan dan Penilaian Kemahiran Insaniah Mahasiswa Universiti Malaysia Perlis (UniMAP). Persidangan Pengajaran dan Pembelajaran di Peringkat Pengajian Tinggi. Universiti Putra Malaysia.

Idris Mohd Radzi. 2007. Memperkasakan kemahiran insaniah melalui portfolio berstruktur. Monograf Pembangunan Modal Insan. Koleksi eksklusif kertas kerja Persidangan Pengajaran dan Pembelajaran di Peringkat Pengajian Tinggi.

Jager, K.D., & Nassimbeni, M. 2005. Information Literacy and Quality Assurance in South African Higher Education Institutions. South African Journal of Libraries and Information Science, 55, 31-38

Jamal Rizal Razali, Rashidi Abbas. 2007. Perlaksanaan Kemahiran Insaniah di Universiti Malaysia Pahang. Persidangan Pengajaran dan Pembelajaran di Peringkat Pengajian Tinggi. Anjuran Universiti Putra Malaysia.

Joreskog, K.G. 1993. Testing structural equation models.In K.A. Bollen & J.S. Long (Eds.), Testing structural equation models (pp. 294-316). Newbury Park. CA: Sage.

Kearns, P .2001. Review of research: Generic skills for the new economy. NCVER. Adelaide.

Kember, D., & Leung, D.Y.P. 2005. The influence of the part time study experience on the development of generic capabilities. Journal of Further and Higher Education, 29(2), 91-101.

Kline, R.B. 2005. Principles and Practice of Structural Equation Modeling: Second Editing. The Guilford Press.

Linacre, J.M. 2007. A user‟s guide to WINSTEPS Rasch-Model Computer Programs. Chicago: MESA Press.

Lizzio, A & Wilson, K 2004. First-year students‟ perceptions of capability. Carf Publishing.

Lublin, J. 2003. Generic objectives and transferable skills: Centre for Teaching and Learning: Good Practice in Teaching and Learning.

Mahwah, NJ: Erlbaum. In DiStefano, C & Hess, B. 2005. Using Confirmatory Factor Analysis for Construct Validation: An Empirical Review. Journal of Psychoeducational Assessment, 23: 225-241.

Malaysia (UKM). Seminar Kebangsaan Jawatankuasa Penyelaras Pendidikan Guru (JPPG 2008).

Mayer, E. 1992. The key competencies report: „Putting education to work’. Australia Education Council and Ministers for Vocational Education Employment and Training, Melbourne. Model (SEM). Proceeding International Conference on the Education of Learner

Diversity (ICELD 2008), p. 427-440.

Model Rasch. Seminar Kebangsaan Jawatankuasa Penyelaras Pendidikan Guru (JPPG 2008).

Mohd Majid Konting, Zakaria Kasa. 2007. Penerapan hasil pembelajaran dan kemahiran insaniah dalam kurikulum pengajian tinggi. Persidangan Pengajaran dan Pembelajaran di Peringkat Pengajian Tinggi. Anjuran Universiti Putra Malaysia.

NCVER (National Centre for Vocational Education Research). 2003. Fostering generic skills in VET programs and workplaces: At a glance, NCVER, Adelaide.

Pallant, J. 2001. SPSS Survival Manual: A step by step guide to data analysis using SPSS for windows. Ver. 10. Illinois: Allen & Unwin.

Posfas (Prepared by the Expert Group on Future Skills Needs Secretariat). 2006. The Changing Nature of Generic Skills.

Rakov, T., & Marcoulides, G.A. 2000. A first course in structural equation modeling.

Rapps, J., Riegel, B., & Glaser, D. 2001. Testing a Predictive Model of What Makes a Critical Thinker. Western Journal of Nursing Research, 23 (6): 610-626.

Rasch, G. 1960. Probabilistic models for some intelligence and attainment tests. Copenhagen: Denmarks Paedagogiske Institut.

Rodiah Idris, Siti Rahayah Ariffin, & Noriah Mohd Ishak. 2008a. Pemeriksaan Ciri-ciri Psikometrik Instrumen Pentaksiran Kemahiran Generik Menggunakan Pendekatan

Rodiah Idris, Siti Rahayah Ariffin, & Noriah Mohd Ishak. 2008b. Pemeriksaan Differential Item Functioning (DIF) Instrumen Pentaksiran Kemahiran Generik. Seminar Psikologi dan Pembangunan Manusia.

Sharifah Hapsah Syed Hasan Shahabudin. 2006. Kerangka Kelayakan Malaysia. Lembaga Akreditasi Negara.

Sidek Abd Aziz, Raden Omar Raden Sohadi, Azizah Tamsi, Mansor Ahmad, Mohd Majid

Konting. 2007. Pelaksanaan modul pembangunan kemahiran insaniah untuk institusi pengajian tinggi. Persidangan Pengajaran dan Pembelajaran di Peringkat Pengajian Tinggi. Anjuran Universiti Putra Malaysia.

Siti Rahayah Ariffin, Noriah Mohd Ishak, Abdul Ghafur Ahmad, Rodiah Idris, Nur’ Ashiqin Najmuddin. 2008a. Communication, Leadership, and Teamwork Skills as Core Competencies Among Higher Education Students. Proceeding ASAIHL International Conference, Bangkok, 149-158.

Siti Rahayah Ariffin, Noriah Mohd Ishak, Riza Atiq O.K Rahmad, Abdul Ghafur Ahmad, Rodiah Idris, Nur’Ashiqin Najmuddin. 2008b. Assessing Generic Skills Using Rasch Model Approach: A Method for Contruct Validity and Reliability. International Conference on Education (ICEI 2008).

Siti Rahayah Ariffin, Noriah Mohd Ishak, Roseni Ariffin, Abdul Ghafur Ahmad & Rodiah Idris. 2008d. Evaluation Approaches and Challenges Using Structural Equation

Siti Rahayah Ariffin, Rodiah Idris & Noriah Mohd Ishak. 2008e. Profil Kemahiran Generik Pelajar-Pelajar Institut Pengajian Tinggi: Kajian Kes di Universiti Kebangsaan

Siti Rahayah Ariffin, Rodiah Idris & Nur’Ashiqin Najmuddin. 2008c. Inovation Using Rasch Model Approach in Measuring Generic Skills. International Conference on Education (ICEI 2008).

Stevens, J. J. 1995. Confirmatory factor analysis of the Iowa Tests of Basic Skills. Structural Equation Modeling. Journal of Educational and Psychological Measurement, 2: 214-231.

Stevens, J. J. 2001. Confirmatory factor analysis of the CTBS5/TerraNova. Paper presented at the annual meeting of the American Educational Research Association, Seattle, WA.

Stevens, J. J., Zvoch, K. 2007. Confirmatory factor analysis of the TerraNova Comprehensive Test of Basic Skills/5. Journal of Educational and Psychological Measurement, 67:976-989: http://epm.sagepub.com.

Suhaida Abd Kadir, Mohammad Shatar Sabran, Roshafiza Hassan. 2007. Pengalaman Universiti Putra Malaysia membangunkan kemahiran insaniah dalam kalangan pelajar IPT. Persidangan Pengajaran dan Pembelajaran di Peringkat Pengajian Tinggi. Universiti Putra Malaysia.

Thompson, D., Treleaven, L., Kamvounias, P., Beem, B., & Hill, L. 2008. Integrating graduate attributes with assessment criteria in Business Education using on online assessment system. Manuscript submitted for publication. In Treleaven, L dan Voola, R. 2008. Integrating the Development of Graduate Through Constructive Alignment.

Journal of Marketing Education, 30(2):160-173. Sage Publications.

Wright, P. 1995. What are graduates? Clarifying the attributes of “graduatenessâ€. The High Education Quality Council (HEQC): Quality Enhancement Group. Retrieved October 17, 2007, from http://www.city.londonmet.ac.uk/deliberations/graduate/starter.html.

In Treleaven, L dan Voola, R. 2008. Integrating the Development of Graduate Through Constructive Alignment. Journal of Marketing Education, 30(2):160-173. Sage Publications.

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Published

2017-04-06

How to Cite

Idris, R., Ariffin, S. R., & Mohd Ishak, N. (2017). Hierarki model pengukuran confirmatory factor analysis (CFA) ke atas instrumen kemahiran generik. Jurnal Kemanusiaan, 8(2). Retrieved from https://jurnalkemanusiaan.utm.my/index.php/kemanusiaan/article/view/75

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