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International Journal of Academic Research in Progressive Education and Development

Open Access Journal

ISSN: 2226-6348

Exploring and Developing Items Measuring Teachers’ Followership Modalities: An Exploratory Factor Analysis Procedure

Yeo Siew Pey, Abdul Halim Busari, Lee Jun Choi

http://dx.doi.org/10.6007/IJARPED/v10-i1/8945

Open access

The concept of followership has received considerable attention over the past three decades. Good followers play crucial role in determining the success of an organization. However, past followership literature has revealed that there is limited understanding of the dimensions that made up followership modalities, especially in the school context. The purpose of the study was therefore to contribute to the existing literature by performing a thorough validation of the dimensions of Teachers' Followership Modalities through the Exploratory Factor Analysis (EFA) procedure. This study used a cross-sectional survey approach to develop precise measurements for the Teachers’ Followership Modalities construct. A structured questionnaire in Google Form format was used to collect data. The study included 108 randomly selected public secondary school teachers from three districts in Sarawak, namely Kuching, Padawan, and Samarahan. The study revealed that all 20 items adapted and modified from Kelley's (1992) Followership Questionnaire met the EFA procedure's factor loading cut-off point of .60 using IBM-SPSS software version 25.0. Therefore, all 20 items were kept and deemed appropriate for measuring the Teachers' Followership Modalities construct. However, the EFA procedure disclosed 5 components as compared to Kelley’s two-dimensional model. The findings of this study offered a validated and reliable questionnaire to measure Teachers' Followership Modalities among public secondary school teachers in Malaysia. Thus, the Malaysian Ministry of Education which seeks to gain from teachers with good followership modalities will benefit from this research.

Awang, Z. (2012). Research methodology and data analysis. Penerbit Universiti Teknologi MARA Press.
Awang, Z., Afthanorhan, A., Mamat, M., Sultan, U., & Abidin, Z. (2016). The Likert scale analysis using parametric based Structural Equation Modeling (SEM). Computational Methods in Social Sciences, 4(1), 13–21. https://doi.org/10.5281/zenodo.1299429
Awang, Z., Afthanorhan, W. M. A., & Asri, M. A. M. (2015). Parametric and non parametric approach in Structural Equation Modeling (SEM): The application of bootstrapping. Modern Applied Science, 9(9), 58–67. https://doi.org/10.5539/mas.v9n9p58
Bahkia, A. S., Awang, Z., Afthanorhan, A., Ghazali, P. L., & Foziah, H. (2019). Exploratory factor analysis on occupational stress in context of Malaysian sewerage operations. AIP Conference Proceedings, 2138(August). https://doi.org/10.1063/1.5121111
Bartlett, M. S. (1950). Tests of significance in factor analysis. British Journal of Statistical Psychology, 3(2), 77–85. https://doi.org/10.1111/j.2044-8317.1950.tb00285.x
Benson, E. D. (2018). How Followers Are Creating Change and Changing Leaders.
Blair, B. A., & Bligh, M. C. (2018). Looking for Leadership in All the Wrong Places: The Impact of Culture on Proactive Followership and Follower Dissent. Journal of Social Issues, 74(1), 129–143. https://doi.org/10.1111/josi.12260
Blanchard, A. L., Welbourne, J., Gilmore, D., & Bullock, A. (2009). Followership styles and employee attachment to the organization. The Psychologist-Manager Journal, 12(2), 111–131. https://doi.org/10.1080/10887150902888718
Brislin, R. W. (1970). Back-translation for cross-cultural research. Journal of Cross-Cultural Psychology, 1(3), 185–216. https://doi.org/10.1177/135910457000100301
Carsten, M. K., Uhl-Bien, M., & Huang, L. (2018). Leader perceptions and motivation as outcomes of followership role orientation and behavior. Leadership, 14(6), 731–756. https://doi.org/10.1177/1742715017720306
Cattell, R. (1966). The Scree Test for the number of factors. Multivariate Behavioral Research, 1(2), 245–276. https://doi.org/10.1207/s15327906mbr0102_10
Chaleff, I. (2009). The Courageous Follower: Standing Up to and for Our Leaders (3rd Editio). Berrett-Koehler Publishers.
Chaleff, I. (2016). In Praise of Followership Style Assessments. Journal of Leadership Studies, 10(3), 45–48. https://doi.org/10.1002/jls.21490
Clarke, M., Killeavy, M., & Ferris, R. (2015). Mentor teachers as leaders and followers in school-based contexts in the Republic of Ireland. International Journal of Educational Management, 29(3), 368–379. https://doi.org/10.1108/IJEM-09-2013-0142
Creswell, J. W., & Guetterman, T. C. (2019). Educational Research: Planning, Conducting, and Evaluating Quantitative and Qualitative Research (6th Edition). Pearson.
Crossman, B., & Crossman, J. (2011). Conceptualising followership - a review of the literature. Leadership, 7(4), 481–497. https://doi.org/10.1177/1742715011416891
Dahl, Ø., & Kongsvik, T. (2018). Safety climate and mindful safety practices in the oil and gas industry. Journal of Safety Research, 64, 29–36. https://doi.org/10.1016/j.jsr.2017.12.009
Gaskin, C. J., & Happell, B. (2014). On exploratory factor analysis: A review of recent evidence, an assessment of current practice, and recommendations for future use. International Journal of Nursing Studies, 51(3), 511–521. https://doi.org/10.1016/j.ijnurstu.2013.10.005
Gatti, P., Tartari, M., Cortese, C. G., & Ghislieri, C. (2014). A contribution to the italian validation of kelley’s followership questionnaire. TPM - Testing, Psychometrics, Methodology in Applied Psychology, 21(1), 67–87. https://doi.org/10.4473/TPM21.1.5
Ghias, W., & Hassan, S. (2018). Does Courageous Followership contribute to Exemplary Leadership Practices: Evidence from Pakistan? International Journal of Business & Management, 13(June), 10–21. https://doi.org/10.13140/RG.2.2.13212.80009
Gorsuch, R. L. (1990). Common Factor Analysis versus Component Analysis: Some Well and Little Known Facts. Multivariate Behavioral Research, 25(1), 33–39. https://doi.org/10.1207/s15327906mbr2501_3
Hair, J. F., Anderson, R. E., Tatham, R. L. and, & Black, W. C. (2010). Multivariate Data Analysis: A Global Perspective (7th Edition). Pearson Prentice Hall.
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2014). Multivariate Data Analysis_7th Edition. Pearson. https://doi.org/10.4324/9781351269360
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2019). Multivariate Data Analysis_Eighth Edition. CENGAGE INDIA.
Hair, J. F., Celsi, M., Money, A., Samouel, P., & Page, M. (2015). The Essentials of Business Research Methods: Third Edition. Taylor and Francis Inc. https://doi.org/10.4324/9781315716862
Heale, R., & Twycross, A. (2015). Validity and reliability in quantitative studies. Evidence-Based Nursing, 18(3), 66–67. https://doi.org/10.1136/eb-2015-102129
Hini?, D., Grubor, J., & Bruli?, L. (2017). Followership styles and job satisfaction in secondary school teachers in serbia. Educational Management Administration and Leadership, 45(3), 503–520. https://doi.org/10.1177/1741143215623787
Hinton, P. R., McMurray, I., & Brownlow, C. (2014). SPSS Explained, Second Edition. Routledge Inc. https://doi.org/10.4324/9781315797298
Hoque, A. S. M. ., Siddiqui, B. A., Awang, Z., & Baharu, S. M. A. . (2018). Exploratory Factor Analysis of Enterpreneurial Orientation in the Context of Bangladeshi Small and Medium Enterprises (SMEs). European Journal of Management and Marketing Studies, 3(2), 81–94. https://doi.org/10.5281/zenodo.1292331
Huff, C., & Tingley, D. (2015). “Who are these people?” Evaluating the demographic characteristics and political preferences of MTurk survey respondents. Research and Politics, 2(3), 1–12. https://doi.org/10.1177/2053168015604648
Hulin, C., Netemeyer, R., & Cudeck, R. (2001). Can a Reliability Coefficient Be Too High? Journal of Consumer Psychology, 10(1), 55–58. https://doi.org/https://www.jstor.org/stable/1480474
Kaiser, M. O. (1974). Kaiser-Meyer-Olkin measure for identity correlation matrix. Journal of the Royal Statistical Society, 52, 296–298.
Kelley, R. E. (1988). In Praise of Followers. 66(6), 142–148. http://www.kquattrin.com/uploads/2/5/8/7/25876455/kelley_1988.pdf
Kelley, R. E. (1992). The power of followership: How to create leaders people want to follow, and followers who lead themselves. Doubleday.
Khan, S. N., Busari, A. H., & Abdullah, S. M. (2018). The Essence of Followership: Review of the Literature and Future Research Directions (Issue October, pp. 148–170). https://doi.org/10.4018/978-1-5225-4996-3.ch006
Khan, S. N., Busari, A. H., & Abdullah, S. M. (2019). The Essence of Followership: Review of the Literature and Future Research Directions. In Mughal, Y. H., & Kamal, S. (Ed.), Servant Leadership Styles and Strategic Decision Making (pp. 148–170). IGI Global. https://doi.org/10.4018/978-1-5225-4996-3.ch006
Ligon, K. V, Stoltz, K. B., & Rowell, R. K. (2019). An Empirical Investigation of the Kelley Followership Questionnaire Revised. The Journal of Leadership Education, 18(3), 97–112. https://doi.org/10.12806/V18/I3/R7
Livingston, S. A. (2018). Test Reliability - Basic Concepts (Issue January). Research Memorandum ETS RM-18-01. https://doi.org/Retrieved from https://www.ets.org/Media/Research/pdf/RM-18-01.pdf
MacCallum, R. C., Widaman, K. F., Zhang, S., & Hong, S. (1999). Sample size in factor analysis. Psychological Methods, 4(1), 84–99. https://doi.org/10.1037/1082-989X.4.1.84
Mahfouz, S. A., Awang, Z., & Muda, H. (2019). The impact of transformational leadership on employee commitment in the construction industry. International Journal of Innovation, Creativity and Change, 7(10), 151–167.
Meyers, L. S., Gamst, G., & Guarino, A. J. (2013). Applied multivariate research: Design and interpretation (2nd Edition). SAGE Publications, Inc.
Muda, H., Baba, Z. S., Awang, Z., Badrul, N. S., Loganathan, N., & Ali, M. H. (2020). Expert review and pretesting of behavioral supervision in higher education. Journal of Applied Research in Higher Education, 12(4), 767–785. https://doi.org/10.1108/JARHE-02-2019-0029
Nunnally, J. C. (1978). Psychomtietric theory. McGraw-Hill, New York.
Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric Theory, 3rd Edition. McGraw-Hill, Inc.
Oluwatayo, J. A. (2012). Validity and Reliability Issues in Educational Research. Journal of Educational and Social Research, 2(2), 391–400. https://doi.org/10.5901/jesr.2012.v2n2.391
Pallant, J. (2016). SPSS Survival Manual: A step by step guide to data analysis using SPSS program. McGraw-Hill, Inc. http://www.fao.org/tempref/AG/Reserved/PPLPF/ftpOUT/Gianluca/stats/SPSS.Survival.Manual.ISBN.0-335-20890-8.pdf
Pett, M. A., Lackey, N. R., & Sullivan, J. J. (2003). Making Sense of Factor Analysis: The Use of Factor Analysis for Instrument Development in Health Care Research. SAGE Publications, Inc.
Polit, D. F., Beck, C. T., & Hungler, B. P. (2001). Essentials of Nursing Research: Methods, Appraisal and Utilization. 5th Edition. Philadelphia: Lippincott Williams & Wilkins.
Rahlin, N. A., Awang, Z., Afthanorhan, A., & Aimran, N. (2019). The art of covariance based analysis in behaviour-based safety performance study using confirmatory factor analysis: Evidence from SMES. International Journal of Innovation, Creativity and Change, 7(10), 351–370.
Ribbat, M., Krumm, S., & Hüffmeier, J. (2021). Validation of a German Version of Kelley’s (1992) Followership Questionnaire. Psychological Test Adaptation and Development, 1–13. https://doi.org/10.1027/2698-1866/a000005
Rosani, S. A., & Tarigan, M. (2019). Validasi Instrumen Followership Model Kelley Versi Indonesia. Jurnal Psikologi Insight, 3(2), 70–79.
Rovai, A. P., Baker, J. D., & Ponton, M. K. (2014). Social science research design and statistics: A practitioner’s guide to research methods and IBM SPSS analysis. Chesapeake, VA. Watertree Press LLC.
Sekaran, U., & Bougie, R. (2016). Research Methods for Business 7th Edition: A Skill-Building Approach. Wiley & Sons Ltd. https://doi.org/10.1007/978-94-007-0753-5_102084
Straub, D., Boudreau, M.-C., & Gefen, D. (2004). Validation Guidelines for IS Positivist Research. Communications of the Association for Information Systems, 13(24), 380–427. https://doi.org/10.17705/1cais.01324
Tabachnick, B. G., & Fidell, L. S. (2013). Using multivariate statistics, 6th Edition. Pearson.
Taherdoost, H. (2016a). How to Design and Create an Effective Survey/Questionnaire; A Step by Step Guide. International Journal of Academic Research in Management (IJARM), 5(4), 37–41.
Taherdoost, H. (2016b). Validity and Reliability of the Research Instrument: How to Test the Validation of a Questionnaire/Survey in a Research. International Journal of Academic Research in Management (IJARM), 5(3), 28–36. https://doi.org/10.2139/ssrn.3205040
Triandis, H. C., & Brislin, R. W. (1984). Cross-cultural psychology. American Psychologist, 39(9), 1006–1016. https://doi.org/10.1037/0003-066X.39.9.1006
Uhl-Bien, M., & Arena, M. (2018). Leadership for organizational adaptability: A theoretical synthesis and integrative framework. Leadership Quarterly, 29(1), 89–104. https://doi.org/10.1016/j.leaqua.2017.12.009
Uhl-Bien, M., Riggio, R. E., Lowe, K. B., & Carsten, M. K. (2014). Followership theory: A review and research agenda. Leadership Quarterly, 25(1), 83–104. https://doi.org/10.1016/j.leaqua.2013.11.007
Van Teijlingen, E. R., & Hundley, V. (2002). The importance of pilot studies. Nursing Standard, 16(40), 33–36. https://doi.org/10.7748/ns2002.06.16.40.33.c3214
Williams, B., Onsman, A., & Brown, T. (2010). Exploratory factor analysis: A five-step guide for novices. Journal of Emergency Primary Health Care, 8(3), 1–13. https://doi.org/10.33151/ajp.8.3.93
Yahaya, T. A. B., Idris, K., Suandi, T., & Ismail, I. A. (2018). Adapting instruments and modifying statements: The confirmation method for the inventory and model for information sharing behavior using social media. Management Science Letters, 8(5), 271–282. https://doi.org/10.5267/j.msl.2018.4.021
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

In-Text Citation: (Pey et al., 2021)
To Cite this Article: Pey, Y. S., Busari, A. H., & Choi, L. J. (2021). Exploring and Developing Items Measuring Teachers’ Followership Modalities: An Exploratory Factor Analysis Procedure. International Journal of Academic Research in Business and Social Sciences, 10(1), 536–561.