The Influence of Teachers’ Self-Efficacy and School Leaders’ Transformational Leadership Practices on Teachers’ Innovative Behaviour
Abstract
:1. Introduction
Research Background
2. Literature Review and Hypothesis Development
3. Materials and Methods
3.1. Research Design and Participants
3.2. Survey Instrument
3.2.1. Validity and Reliability
3.2.2. Sociodemographic Characteristics of Respondents
3.2.3. Teachers’ Innovative Behaviour Scale
3.2.4. Teachers’ Efficacy Scale
3.2.5. School Leaders’ Transformational Leadership Scale
3.3. Data Analysis
4. Results
The influence of Teachers’ Self-Efficacy and School Leaders’ Transformational Leadership Practices on Teachers’ Innovative Behaviour
5. Discussion
6. Limitations
7. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
References
- Serdyukov, P. Innovation in education: What works, what doesn’t, and what to do about it? J. Res. Innov. Teach. Learn. 2017, 10, 4–33. [Google Scholar] [CrossRef]
- Husen, T. The Learning Society Revisited; Pergamon Press: Oxford, UK, 2014; ISBN 1483296334. [Google Scholar]
- Woodman, R.W.; Sawyer, J.E.; Griffin, R.W. Toward a theory of organizational creativity. Acad. Manag. Rev. 1993, 18, 293–321. [Google Scholar] [CrossRef] [Green Version]
- Kesting, P.; Ulhøi, J.P. Employee-driven innovation: Extending the license to foster innovation. Manag. Decis. 2010, 48, 65–84. [Google Scholar] [CrossRef]
- Kahn, K.B. Understanding innovation. Bus. Horiz. 2018, 61, 453–460. [Google Scholar] [CrossRef]
- Rao, V. Innovation through employee engagement. In Proceedings of the Second Asia Pacific Conference on Advanced Research, Melbourne, Australia, 27–28 February 2016; Volume 1, pp. 1–9. [Google Scholar]
- Van de Ven, A.H. Central problems in the management of innovation. Manag. Sci. 1986, 32, 590–607. [Google Scholar] [CrossRef]
- Garud, R.; Tuertscher, P.; Van de Ven, A.H. Perspectives on innovation processes. Acad. Manag. Ann. 2013, 7, 775–819. [Google Scholar] [CrossRef]
- Kanter, R.M. Three tiers for innovation research. Commun. Res. 1988, 15, 509–523. [Google Scholar] [CrossRef]
- Scott, S.G.; Bruce, R.A. Determinants of innovative behavior: A path model of individual innovation in the workplace. Acad. Manag. J. 1994, 37, 580–607. [Google Scholar]
- Ramamoorthy, N.; Flood, P.C.; Slattery, T.; Sardessai, R. Determinants of Innovative Work Behaviour: Development and Test of an Integrated Model. Creat. Innov. Manag. 2005, 14, 142–150. [Google Scholar] [CrossRef]
- De Jong, J.; Den Hartog, D. Innovative Work Behavior: Measurement and Validation. EIM Bus. Policy Res. 2008, 8, 1–27. [Google Scholar]
- Messmann, G.; Mulder, R.H. Development of a measurement instrument for innovative work behaviour as a dynamic and context-bound construct. Hum. Resour. Dev. Int. 2012, 15, 43–59. [Google Scholar] [CrossRef]
- Dorenbosch, L.; Engen, M.L.; van Verhagen, M. On the job innovation: The impact of job design and human resource management through production ownership. Creat. Innov. Manag. 2005, 14, 129–141. [Google Scholar] [CrossRef]
- Kleysen, R.F.; Street, C.T. Toward a multi-dimensional measure of individual innovative behavior. J. Intellect. Cap. 2001, 2, 284–296. [Google Scholar] [CrossRef]
- Prieto, I.M.; Pérez-Santana, M.P. Managing innovative work behavior: The role of human resource practices. Pers. Rev. 2014, 43, 184–208. [Google Scholar] [CrossRef]
- De Spiegelaere, S.; Van Gyes, G.; De Witte, H.; Niesen, W.; Van Hootegem, G. On the relation of job insecurity, job autonomy, innovative work behaviour and the mediating effect of work engagement. Creat. Innov. Manag. 2014, 23, 318–330. [Google Scholar] [CrossRef]
- West, M.A.; Farr, J.L. Innovation at work: Psychological perspectives. Soc. Behav. 1989, 4, 15–30. [Google Scholar]
- Kristoffersen, I. Great expectations: Education and subjective wellbeing. J. Econ. Psychol. 2018, 66, 64–78. [Google Scholar] [CrossRef]
- Cloete, A.L. Technology and education: Challenges and opportunities. HTS Theol. Stud. 2017, 73, 1–7. [Google Scholar]
- Berzin, S.; Camarena, H. Innovation from within: Redefining How Nonprofits Solve Problems; Oxford University Press: New York, NY, USA, 2018; ISBN 0190858818. [Google Scholar]
- Hasanefendic, S.; Birkholz, J.M.; Horta, H.; van der Sijde, P. Individuals in action: Bringing about innovation in higher education. Eur. J. High. Educ. 2017, 7, 101–119. [Google Scholar] [CrossRef] [Green Version]
- Lambriex-Schmitz, P.; Van der Klink, M.R.; Beausaert, S.; Bijker, M.; Segers, M. Towards successful innovations in education: Development and validation of a multi-dimensional Innovative Work Behaviour Instrument. Vocat. Learn. 2020, 1–28. [Google Scholar] [CrossRef] [Green Version]
- Koeslag-Kreunen, M.G.M.; Van der Klink, M.R.; Van den Bossche, P.; Gijselaers, W.H. Leadership for team learning: The case of university teacher teams. High. Educ. 2018, 75, 191–207. [Google Scholar] [CrossRef] [Green Version]
- George, L.; Sabapathy, T. Work motivation of teachers: Relationship with organizational commitment. Can. Soc. Sci. 2011, 7, 90–99. [Google Scholar]
- Abdul Ghani, K.A.; Ying-Leh, L. The Mediating Role of Workplace Happiness on Teachers’ Innovative Behavior and Affective Commitment for Malaysian Secondary Schools: A Cross-Sectional Questionnaire Survey. Teach. Educ. Curric. Stud. 2016, 1, 15–19. [Google Scholar] [CrossRef]
- Aduni, J. Influence of Teamwork Quality, Career Commitment, and Administrator Leadership Style on Innovative Behavior of Selected Teachers in Selangor, Malaysia. Master’s Thesis, Universiti Putra Malaysia, Kuala Lumpur, Malaysia, 2012. [Google Scholar]
- Noor Hashimah, H.; Faiz, M.; Yaakob, M.; Yusof, M.R.; Ibrahim, M.Y. Innovative Behavior among Teachers: Empirical Evidence from High-Performance Schools. Int. J. Innov. Technol. Explor. Eng. 2019, 8, 1695–1699. [Google Scholar] [CrossRef]
- Noraini, M.N.; Mahizer, H.; Norazilawati, A. The Influence of Demographic Factor on Personal Innovativeness towards Technology Acceptance. Malays. Online J. Educ. Technol. 2016, 4, 68–75. [Google Scholar]
- Tukimin, R.; Yusoff, N.M.R.N.; Baharudin, H. Academic Qualification and Teaching Experience on the Level of Use of Innovative Teaching Strategies among Arabic Primary School Teacher. Int. J. Acad. Res. Prog. Educ. Dev. 2019, 8, 279–290. [Google Scholar] [CrossRef]
- Ucus, S.; Acar, I.H. Teachers’ Innovativeness and Teaching Approach: The Mediating Role of Creative Classroom Behaviors. Soc. Behav. Pers. 2018, 46, 1697–1712. [Google Scholar] [CrossRef]
- Thurlings, M.; Evers, A.T.; Vermeulen, M. Toward a Model of Explaining Teachers’ Innovative Behavior: A Literature Review. Rev. Educ. Res. 2015, 85, 430–471. [Google Scholar] [CrossRef]
- Sidharta, I.; Priadana, M.S.; Affandi, A. Innovative behavior: The study of intellectual capital effect on creative fashion industry in Bandung, Indonesia. Probl. Perspect. Manag. 2019, 17, 404–415. [Google Scholar] [CrossRef] [Green Version]
- Tang, J.; Pee, L.G.; Iijima, J. The Effects of Business Process Orientation on Innovation. In Proceedings of the Pacific Asia Conference on Information Systems, Ho Chi Minh City, Vietnam, 11–15 July 2012; p. 68. [Google Scholar]
- Mohammed Afandi, Z.; Mohd Effendi Ewan, M.M. Factors Influencing Teachers’ Innovative Behaviour: A Systematic Review. Creat. Educ. 2019, 10, 2869–2886. [Google Scholar] [CrossRef] [Green Version]
- Bandura, A. Self-Efficacy: The Exercise of Control; Worth Publishers: New York, NY, USA, 1997. [Google Scholar]
- Noreña-Chavez, D.; Guevara, R. Entrepreneurial passion and self-efficacy as factors explaining innovative behavior: A mediation model. Int. J. Econ. Bus. Adm. 2020, 9, 352–373. [Google Scholar] [CrossRef]
- Bandura, A.; Locke, E.A. Negative self-efficacy and goal effects revisited. J. Appl. Psychol. 2003, 88, 87. [Google Scholar] [CrossRef] [Green Version]
- Segal, G.; Borgia, D.; Schoenfeld, J. Self-efficacy and goal setting as predictors of performance: An empirical study of founder-managed natural food stores. J. Bus. Entrep. 2005, 17, 71. [Google Scholar]
- Li, M.; Liu, Y.; Liu, L.; Wang, Z. Proactive Personality and Innovative Work Behavior: The Mediating Effects of Affective States and Creative Self-Efficacy in Teachers. Curr. Psychol. 2017, 36, 697–706. [Google Scholar] [CrossRef]
- Mielniczuk, E.; Laguna, M. Positive Affect Mediates the Relationship Between Self-efficacy and Innovative Behavior in Entrepreneurs. J. Creat. Behav. 2018, 54, 1–12. [Google Scholar] [CrossRef]
- Mumtaz, S.; Parahoo, S.K. Promoting employee innovation performance: Examining the role of self-efficacy and growth need strength. Int. J. Product. Perform. Manag. 2019. [Google Scholar] [CrossRef]
- Yuan, F.; Woodman, R.W. Innovative behavior in the workplace: The role of performance and image outcome expectations. Acad. Manag. J. 2010, 53, 323–342. [Google Scholar] [CrossRef] [Green Version]
- Duyar, I.; Ras, N.; Pearson, C.L. Analysis of teachers’ task and extra-role performance under different autonomy regimes. Int. J. Product. Perform. Manag. 2015, 64, 499–522. [Google Scholar] [CrossRef]
- Bandura, A. Social Foundations of Thought and Action: A Social Cognitive Theory; Prentice-Hall: New Jersey, NJ, USA, 1986. [Google Scholar]
- Klaeijsen, A.; Vermeulen, M.; Martens, R. Teachers’ innovative behaviour: The importance of basic psychological need satisfaction, intrinsic motivation, and occupational self-efficacy. Scand. J. Educ. Res. 2018, 62, 769–782. [Google Scholar] [CrossRef]
- Dan, X.; Xu, S.; Liu, J.; Hou, R.; Liu, Y.; Ma, H. Innovative behaviour and career success: Mediating roles of self-efficacy and colleague solidarity of nurses. Int. J. Nurs. Sci. 2018, 5, 275–280. [Google Scholar] [CrossRef]
- Hsiao, H.C.; Tu, Y.L.; Chang, J.C.; Chen, S.C. The influence of teachers’ self-efficacy on innovative work behavior. In Proceedings of the International Conference on Social Science and Humanity, Singapore, 26–28 February 2011; Volume 5, pp. 233–237. [Google Scholar]
- Bass, B.M. Leadership and Performance beyond Expectation; Free Press: New York, NY, USA, 1985. [Google Scholar]
- Bass, B.M. Two decades of research and development in transformational leadership. Eur. J. Work Organ. Psychol. 1999, 8, 9–32. [Google Scholar] [CrossRef] [Green Version]
- To, M.L.; Tse, H.H.M.; Ashkanasy, N.M. A multilevel model of transformational leadership, affect, and creative process behavior in work teams. Leadersh. Q. 2015, 26, 543–556. [Google Scholar] [CrossRef] [Green Version]
- Mokhber, M.; Vakilbashi, A. Effect of Transformational Leadership and Its Components on Organizational Innovation. Eff. Transform. Leadersh. Its Compon. Organ. Innov. 2015, 8, 221–241. [Google Scholar] [CrossRef]
- Kim, S.; Yoon, G. An innovation-driven culture in local government: Do senior manager’s transformational leadership and the climate for creativity matter? Public Pers. Manag. 2015, 44, 147–168. [Google Scholar] [CrossRef]
- Sattayaraksa, T.; Boon-itt, S. The roles of CEO transformational leadership and organizational factors on product innovation performance. Eur. J. Innov. Manag. 2018, 21, 227–249. [Google Scholar] [CrossRef]
- Afsar, B.; Badir, Y.F.; Saeed, B.B. Transformational leadership and innovative work behavior. Ind. Manag. Data Syst. 2014, 114, 1270–1300. [Google Scholar] [CrossRef]
- Blau, P.M. Exchange and Power in Social Life; Transaction Publishers: New York, NY, USA, 1964. [Google Scholar]
- Keller, R.T. Transformational leadership, initiating structure, and substitutes for leadership: A longitudinal study of research and development project team performance. J. Appl. Psychol. 2006, 91, 202–210. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Lee, A.; Legood, A.; Hughes, D.; Tian, A.W.; Newman, A.; Knight, C. Leadership, creativity and innovation: A meta-analytic review. Eur. J. Work Organ. Psychol. 2019, 29, 1–35. [Google Scholar] [CrossRef]
- Baharuddin, M.F.; Masrek, M.N.; Shamila, M.S. Innovative Work Behaviour of School Teachers: A Conceptual Framework. Int. E-J. Adv. Educ. 2019, 5, 213–221. [Google Scholar] [CrossRef]
- Anseel, F.; Lievens, F.; Schollaert, E.; Choragwicka, B. Response rates in organizational science, 1995-2008: A meta-analytic review and guidelines for survey researchers. J. Bus. Psychol. 2010, 25, 335–349. [Google Scholar] [CrossRef] [Green Version]
- Noornajihan, J. Pengaruh Efikasi Kendiri dan Faktor Persekitaran Terhadap Kualiti Guru Pendidikan Islam Sekolah Menengah Kebangsaan. Ph.D. Thesis, Universiti Kebangsaan Malaysia, Bangi, Malaysia, 2014. [Google Scholar]
- Shafinaz, A.M. Hubungan Antara Kecerdasan Emosi & Kepimpinan Instruksional Pengetua Dengan Efikasi Kendiri Guru Sek Men Negeri Sembilan. Ph.D. Thesis, Universiti Malaya, Kuala Lumpur, Malaysia, 2017. [Google Scholar]
- Tschannen-Moran, M.; Hoy, A.W. Teacher efficacy: Capturing an elusive construct. Teach. Teach. Educ. 2001, 17, 783–805. [Google Scholar] [CrossRef]
- Ngann, S.W. Hubungan Antara Pembelajaran Berorganisasi Dengan Tingkah Laku Kerja Inovatif Dalam Kalangan Guru Sekolah Rendah Bai’ah. Ph.D. Thesis, Universiti Pendidikan Sultan Idris, Tanjong Malim, Perak, Malaysia, 2016. [Google Scholar]
- Noorsafiza, M.S. Pembelajaran di Organisasi dan Persekitaran Kerja Terhadap Pembentukan Tingkah Laku Kerja Inovatif. Ph.D. Thesis, Universiti Kebangsaan Malaysia, Bangi, Malaysia, 2016. [Google Scholar]
- Nur Atiqah, A. Modal Psikologi Positif & Nilai Kerja sebagai Peramal Kepada Tingkah Laku Inovatif. Ph.D. Thesis, Universiti Kebangsaan Malaysia, Bangi, Malaysia, 2014. [Google Scholar]
- Habib, I.; Zaimah, R. Amalan Kepimpinan Transformasi Pengetua dan Hubungannya Dengan Kepuasan Kerja Guru. In Proceedings of the Persidangan Kebangsaan Ekonomi Malaysia ke VII, Ipoh, Perak, 4–6 June 2012; Volume 2, pp. 1471–1478. [Google Scholar]
- Jyoti, J.; Bhau, S. Empirical investigation of moderating and mediating variables in between transformational leadership and related outcomes: A study of higher education sector in North India. Int. J. Educ. Manag. 2016, 30, 1123–1149. [Google Scholar] [CrossRef]
- Linacre, J.M. Sample Size and Item Calibration Stability. Rasch Meas. Trans. 1994, 7, 328. [Google Scholar]
- Tschannen-Moran, M.; Hoy, A.W. Teachers’ Sense of Efficacy Scale Instrument. Teach. Teach. Educ. 2001, 17, 783–805. [Google Scholar] [CrossRef]
- Meyers, L.S.; Gamst, G.; Guarino, A.J. Applied Multivariate Research: Design and Interpretation, 3rd ed.; SAGE Publications Inc: Thousand Oaks, CA, USA, 2016. [Google Scholar]
- Pallant, J. SPSS Survival Manual: A Step-by-Step Guide to Data Analysis Using SPSS, 6th ed.; Open University Press: Berkshire, NY, USA, 2016; ISBN 9780335261550. [Google Scholar]
- Delen, D. Real-World Data Mining: Applied Business Analytics and Decision Making; Pearson Education: New Jersey, NJ, USA, 2014; ISBN 0133551113. [Google Scholar]
- Jiang, W.; Gu, Q. Leader creativity expectations motivate employee creativity: A moderated mediation examination. Int. J. Hum. Resour. Manag. 2017, 28, 724–749. [Google Scholar] [CrossRef]
- Michael, L.A.H.; Hou, S.-T.; Fan, H.-L. Creative self-efficacy and innovative behavior in a service setting: Optimism as a moderator. J. Creat. Behav. 2011, 45, 258–272. [Google Scholar] [CrossRef]
- Achurra, C.; Villardón, L. Teacher’ Self-Efficacy and Student Learning. Eur. J. Soc. Behav. Sci. 2012, 2, 366–383. [Google Scholar] [CrossRef]
- Richter, A.W.; Hirst, G.; Van Knippenberg, D.; Baer, M. Creative self-efficacy and individual creativity in team contexts: Cross-level interactions with team informational resources. J. Appl. Psychol. 2012, 97, 1282. [Google Scholar] [CrossRef]
- Jung, D.I.; Chow, C.; Wu, A. The role of transformational leadership in enhancing organizational innovation: Hypotheses and some preliminary findings. Leadersh. Q. 2003, 14, 525–544. [Google Scholar] [CrossRef]
- Gumusluoglu, L.; Ilsev, A. Transformational leadership, creativity, and organizational innovation. J. Bus. Res. 2009, 62, 461–473. [Google Scholar] [CrossRef]
- Choi, S.B.; Kim, K.; Ullah, S.M.E.; Kang, S.W. How transformational leadership facilitates innovative behavior of Korean workers: Examining mediating and moderating processes. Pers. Rev. 2016, 45, 459–479. [Google Scholar] [CrossRef]
- Masood, M.; Afsar, B. Transformational leadership and innovative work behavior among nursing staff. Nurs. Inq. 2017, 24, 1–14. [Google Scholar] [CrossRef]
- Amankwaa, A.; Gyensare, M.A.; Susomrith, P. Transformational leadership with innovative behaviour: Examining multiple mediating paths with PLS-SEM. Leadersh. Organ. Dev. J. 2019, 40, 107–123. [Google Scholar] [CrossRef]
- Aryee, S.; Walumbwa, F.O.; Zhou, Q.; Hartnell, C.A. Transformational leadership, innovative behavior, and task performance: Test of mediation and moderation processes. Hum. Perform. 2012, 25, 1–25. [Google Scholar] [CrossRef]
- Bednall, T.C.E.; Rafferty, A.; Shipton, H.; Sanders, K.; J. Jackson, C. Innovative Behaviour: How Much Transformational Leadership Do You Need? Br. J. Manag. 2018, 29, 796–816. [Google Scholar] [CrossRef] [Green Version]
- Li, H.; Sajjad, N.; Wang, Q.; Ali, A.M.; Khaqan, Z.; Amina, S. Influence of transformational leadership on employees’ innovative work behavior in sustainable organizations: Test of mediation and moderation processes. Sustainability 2019, 11, 1–21. [Google Scholar] [CrossRef] [Green Version]
- Sosik, J.J.; Avolio, B.J.; Kahai, S.S. Effects of leadership style and anonymity on group potency and effectiveness in a group decision support system environment. J. Appl. Psychol. 1997, 82, 89–103. [Google Scholar] [CrossRef]
- Hu, H.; Gu, Q.; Chen, J. How and when does transformational leadership affect organizational creativity and innovation? Nankai Bus. Rev. Int. 2013, 4, 147–166. [Google Scholar] [CrossRef]
- Reuvers, M.; Van Engen, M.L.; Vinkenburg, C.J.; Wilson-Evered, E. Transformational leadership and innovative work behaviour: Exploring the relevance of gender differences. Creat. Innov. Manag. 2008, 17, 227–244. [Google Scholar] [CrossRef]
- Bass, B.M. From transactional to transformational leadership: Learning to share the vision. Organ. Dyn. 1990, 18, 19–31. [Google Scholar] [CrossRef] [Green Version]
- Muchiri, M.K.; McMurray, A.J.; Nkhoma, M.; Pham, H.C. Mapping Antecedents of Innovative Work Behavior: A Conceptual Review. J. Dev. Areas 2020, 54, 33–40. [Google Scholar] [CrossRef]
- Denzin, N.K.; Lincoln, Y.S.; Smith, L.T. Handbook of Critical and Indigenous Methodologies; SAGE Publication Inc.: Thousand Oaks, CA, USA, 2008; ISBN 1412918030. [Google Scholar]
CVR 1 Value | Total Items | Action | ||
---|---|---|---|---|
Innovative Behaviour | Self-Efficacy | Transformational Leadership | ||
1.000 | 12 | 20 | 15 | Accepted |
0.818 | 13 | 2 | 4 | Accepted |
0.636 | 2 | 2 | 3 | Accepted |
<0.636 | 7 | 4 | 3 | Re-evaluated |
Dropped | 4 | 4 | 0 | - |
Final items | 30 | 24 | 25 | 79 items |
Item Code | Total Score | Logits | S.E. | INFIT | OUTFIT | ||
---|---|---|---|---|---|---|---|
MNSQ 1 | ZSTD 2 | MNSQ 1 | ZSTD 2 | ||||
PM1 | 448 | −0.30 | 0.20 | 1.25 | 1.50 | 1.06 | 0.40 |
* PM2 | 441 | −0.03 | 0.19 | 1.37 | 2.20 | 1.20 | 1.20 |
* PM3 | 441 | −0.03 | 0.19 | 0.69 | −2.10 | 0.69 | −2.00 |
PM4 | 452 | −0.46 | 0.20 | 0.96 | −0.20 | 0.96 | −0.20 |
* PM5 | 442 | −0.07 | 0.19 | 0.70 | −2.00 | 0.68 | −2.00 |
PM6 | 449 | −0.34 | 0.20 | 1.08 | 0.60 | 1.12 | 0.70 |
PM7 | 449 | −0.34 | 0.20 | 1.10 | 0.70 | 1.10 | 0.60 |
* PM8 | 445 | −0.18 | 0.20 | 0.73 | −1.80 | 0.70 | −1.90 |
PM9 | 450 | −0.38 | 0.20 | 0.92 | −0.40 | 0.91 | −0.50 |
PM10 | 444 | −0.14 | 0.20 | 1.06 | 0.40 | 1.03 | 0.20 |
SP1 | 450 | −0.38 | 0.20 | 1.28 | 1.70 | 1.17 | 1.00 |
SP2 | 440 | 0.01 | 0.19 | 1.16 | 1.00 | 1.26 | 1.50 |
SP3 | 453 | −0.50 | 0.20 | 1.05 | 0.40 | 0.94 | −0.30 |
SP4 | 449 | −0.34 | 0.20 | 0.94 | −0.30 | 0.86 | −0.80 |
SP5 | 443 | −0.10 | 0.20 | 1.19 | 1.20 | 1.05 | 0.40 |
SP6 | 436 | 0.16 | 0.19 | 0.86 | −0.90 | 0.95 | −0.20 |
* BD1 | 425 | 0.55 | 0.18 | 0.81 | −1.20 | 0.71 | −1.90 |
BD2 | 447 | −0.26 | 0.20 | 1.27 | 1.70 | 1.09 | 0.60 |
* BD3 | 449 | −0.34 | 0.20 | 0.81 | −1.30 | 0.73 | −1.70 |
BD4 | 430 | 0.37 | 0.19 | 0.88 | −0.80 | 0.83 | −1.10 |
BD5 | 419 | 0.75 | 0.18 | 0.97 | −0.10 | 0.86 | −0.90 |
BD6 | 415 | 0.88 | 0.18 | 1.02 | 0.20 | 0.98 | −0.10 |
BD7 | 427 | 0.48 | 0.19 | 1.03 | 0.30 | 1.11 | 0.70 |
BD8 | 412 | 0.97 | 0.18 | 0.95 | −0.30 | 1.00 | 0.10 |
Item Code | Total Score | Logits | S.E. | INFIT | OUTFIT | ||
---|---|---|---|---|---|---|---|
MNSQ 1 | ZSTD 2 | MNSQ 1 | ZSTD 2 | ||||
IE1 | 416 | −0.07 | 0.17 | 1.14 | 1.0 | 1.11 | 0.8 |
IE2 | 416 | −0.07 | 0.17 | 0.90 | −0.7 | 0.85 | −1.1 |
* IE3 | 419 | −0.16 | 0.17 | 0.80 | −1.5 | 0.74 | −1.9 |
* IE4 | 391 | 0.64 | 0.16 | 1.33 | 2.2 | 1.45 | 2.8 |
IE5 | 390 | 0.67 | 0.16 | 0.90 | −0.6 | 0.91 | −0.6 |
* IE6 | 409 | 0.14 | 0.17 | 1.49 | 3.1 | 1.42 | 2.6 |
IE7 | 406 | 0.22 | 0.17 | 1.20 | 1.4 | 1.17 | 1.2 |
IE8 | 431 | −0.53 | 0.18 | 0.80 | −1.4 | 0.80 | −1.4 |
IG1 | 419 | −0.16 | 0.17 | 0.94 | −0.4 | 0.92 | −0.5 |
* IG2 | 328 | 2.16 | 0.15 | 0.59 | −3.5 | 0.64 | −2.9 |
* IG3 | 430 | −0.50 | 0.18 | 0.72 | −2.2 | 0.66 | −2.6 |
IG4 | 425 | −0.34 | 0.18 | 0.88 | −0.9 | 0.81 | −1.4 |
IG5 | 450 | −1.14 | 0.18 | 0.87 | −0.9 | 0.82 | −1.2 |
IG6 | 435 | −0.65 | 0.18 | 1.02 | 0.2 | 0.98 | −0.1 |
* IG7 | 400 | 0.39 | 0.17 | 1.52 | 3.2 | 1.56 | 3.4 |
IG8 | 420 | −0.19 | 0.17 | 1.11 | 0.8 | 1.08 | 0.6 |
IP1 | 427 | −0.4 | 0.18 | 0.86 | −1.0 | 0.85 | −1.0 |
IP2 | 416 | −0.07 | 0.17 | 0.86 | −1.0 | 0.82 | −1.3 |
* IP3 | 430 | −0.50 | 0.18 | 0.74 | −2.0 | 0.69 | −2.3 |
* IP4 | 331 | 2.10 | 0.15 | 0.63 | −3.1 | 0.66 | −2.8 |
IP5 | 404 | 0.28 | 0.17 | 1.11 | 0.8 | 1.08 | 0.6 |
IP6 | 419 | −0.16 | 0.17 | 1.22 | 1.5 | 1.12 | 0.8 |
IP7 | 419 | −0.16 | 0.17 | 1.11 | 0.8 | 1.02 | 0.2 |
II1 | 418 | −0.13 | 0.17 | 1.16 | 1.1 | 1.14 | 1.0 |
* II2 | 435 | −0.65 | 0.18 | 1.35 | 2.3 | 1.29 | 1.8 |
II3 | 436 | −0.69 | 0.18 | 0.87 | −0.9 | 0.79 | −1.4 |
II4 | 437 | −0.72 | 0.18 | 1.10 | 0.8 | 1.02 | 0.2 |
II5 | 405 | 0.25 | 0.17 | 0.87 | −0.9 | 0.87 | −0.9 |
* II6 | 400 | 0.39 | 0.17 | 1.54 | 3.3 | 1.54 | 3.3 |
II7 | 412 | 0.05 | 0.17 | 0.87 | −0.9 | 0.89 | −0.7 |
Item Code | Total Score | Logits | S.E. | INFIT | OUTFIT | ||
---|---|---|---|---|---|---|---|
MNSQ 1 | ZSTD 2 | MNSQ 1 | ZSTD 2 | ||||
IC1 | 416 | 0.14 | 0.17 | 1.07 | 0.50 | 1.16 | 1.00 |
* IC2 | 419 | 0.05 | 0.17 | 0.75 | −1.70 | 0.69 | −2.10 |
IC3 | 414 | 0.20 | 0.17 | 0.93 | −0.40 | 0.94 | −0.30 |
IC4 | 398 | 0.64 | 0.16 | 1.15 | 1.00 | 1.25 | 1.50 |
IC5 | 390 | 0.84 | 0.16 | 0.81 | −1.30 | 0.84 | −1.00 |
* IC6 | 435 | −0.45 | 0.18 | 1.43 | 2.50 | 1.39 | 2.10 |
IC7 | 431 | −0.32 | 0.18 | 0.81 | −1.20 | 0.84 | −1.00 |
* IC8 | 409 | 0.34 | 0.17 | 1.42 | 2.50 | 1.37 | 2.10 |
IS1 | 419 | 0.05 | 0.17 | 0.87 | −0.80 | 0.93 | −0.40 |
IS2 | 416 | 0.14 | 0.17 | 0.82 | −1.20 | 0.82 | −1.10 |
IS3 | 418 | 0.08 | 0.17 | 1.10 | 0.70 | 1.18 | 1.10 |
IS4 | 425 | −0.13 | 0.18 | 0.90 | −0.60 | 0.83 | −1.00 |
IS5 | 406 | 0.42 | 0.17 | 1.12 | 0.80 | 1.14 | 0.90 |
* IM1 | 430 | −0.29 | 0.18 | 0.78 | −1.50 | 0.73 | −1.80 |
IM2 | 420 | 0.02 | 0.17 | 1.13 | 0.90 | 1.13 | 0.90 |
IM3 | 427 | −0.19 | 0.18 | 0.83 | −1.10 | 0.86 | −0.80 |
IM4 | 419 | 0.05 | 0.17 | 1.14 | 0.90 | 1.04 | 0.30 |
IM5 | 404 | 0.48 | 0.16 | 0.99 | 0.00 | 1.14 | 0.90 |
IM6 | 419 | 0.05 | 0.17 | 1.11 | 0.80 | 0.99 | 0.00 |
II1 | 437 | −0.51 | 0.18 | 1.14 | 0.90 | 1.04 | 0.30 |
* II2 | 430 | −0.29 | 0.18 | 0.71 | −2.00 | 0.66 | −2.30 |
II3 | 436 | −0.48 | 0.18 | 0.90 | −0.60 | 0.82 | −1.00 |
II4 | 447 | −0.85 | 0.19 | 1.10 | 0.70 | 0.96 | −0.10 |
II5 | 435 | −0.45 | 0.18 | 1.08 | 0.60 | 1.06 | 0.40 |
II6 | 405 | 0.45 | 0.16 | 0.83 | −1.10 | 0.89 | −0.70 |
Variable | Unidimensionality Inspection | PTMEA 1 Range | |||
---|---|---|---|---|---|
Raw Variance Explained by Measures (>40%) | Eigen Value(<5.0) | Noise (<15%) | Minimum Value | Maximum Value | |
Self-efficacy | 41.2% | 3.4 | 11.0% | 0.54 | 0.69 |
Innovative behaviour | 46.1% | 2.8 | 7.5% | 0.55 | 0.77 |
Transformational leadership | 44.3% | 3.1 | 8.7% | 0.53 | 0.73 |
Correlation for Self-Efficacy | Item Pair | Correlation for Innovative Behaviour | Item Pair | Correlation for Transformational Leadership | Item Pair |
0.32 | PM1–PM4 | 0.55 | IP2–II7 | 0.43 | IC1–IC3 |
0.31 | BD5–BD8 | 0.46 | IE5–IE7 | 0.42 | IC3–IC4 |
0.31 | SP6–BD5 | 0.43 | IE1–IE2 | 0.42 | IC5–IS5 |
−0.43 | SP3–BD5 | 0.42 | IP2–II1 | 0.40 | II5–II6 |
−0.38 | PM1–BD8 | 0.41 | IE2–IE7 | 0.39 | IS2–IS3 |
−0.36 | PM9–SP5 | 0.37 | IG6–II5 | 0.38 | IC3–IS5 |
−0.35 | PM1–BD7 | 0.36 | IE1–IE7 | −0.40 | IC4–II4 |
−0.35 | SP3–BD2 | 0.35 | IE1–IE5 | −0.35 | IM4–II4 |
−0.33 | PM4–BD8 | 0.34 | IG5–IG6 | −0.34 | IM4–II5 |
−0.33 | SP1–BD5 | −0.41 | IG5–IP6 | −0.33 | IC5–IM5 |
R | R2 | Adjusted R2 | |
---|---|---|---|
Model 1 | 0.686 | 0.471 | 0.470 |
Sum of Squares | df | Mean Square | F | p-Value | |
---|---|---|---|---|---|
Regression | 71,030.01 | 2 | 35,515.00 | 627.60 | 0.000 |
Residual | 79,902.63 | 1412 | 56.59 | ||
Total | 150,932.64 | 1414 |
Variable | Non-Standardised Coefficient | Standardised Coefficient | t | p-Value | |
---|---|---|---|---|---|
B | S.E. | Beta | |||
Constant | −2.306 | 2.182 | −1.057 | 0.291 | |
Teachers’ Self-efficacy | 0.781 | 0.031 | 0.558 | 25.501 | 0.000 |
School Leaders’ Transformational Leadership | 0.235 | 0.024 | 0.216 | 9.887 | 0.000 |
Statistics | Raw Score | Count | Measure | Model Error | Infit | Outfit | ||
---|---|---|---|---|---|---|---|---|
MNSQ 1 | ZSTD 2 | MNSQ 1 | ZSTD 2 | |||||
Mean | 439.6 | 109.0 | 0.01 | 0.19 | 1.05 | 0.4 | 1.01 | 0.1 |
Standard Deviation | 13.0 | 0.0 | 0.47 | 0.01 | 0.13 | 0.8 | 0.11 | 0.7 |
Max. | 453.0 | 109.0 | 0.97 | 0.20 | 1.28 | 1.7 | 1.26 | 1.5 |
Min. | 412.0 | 109.0 | −0.50 | 0.18 | 0.86 | −0.9 | 0.83 | −1.1 |
Real RMSE 3 | 0.20 | Adj. SD 4 | 0.42 | Separation | 2.09 | Item Reliability | 0.81 | |
Model RMSE 3 | 0.19 | Adj. SD 4 | 0.42 | Separation | 2.20 | Item Reliability | 0.83 |
Statistics | Raw Score | Count | Measure | Model Error | Infit | Outfit | ||
---|---|---|---|---|---|---|---|---|
MNSQ 1 | ZSTD 2 | MNSQ 1 | ZSTD 2 | |||||
Mean | 96.8 | 24.0 | 2.63 | 0.46 | 0.96 | −0.5 | 0.96 | −0.5 |
Standard Deviation | 10.4 | 0.0 | 1.97 | 0.25 | 0.74 | 2.1 | 0.75 | 2.2 |
Max. | 120.0 | 24.0 | 8.85 | 1.83 | 3.33 | 4.2 | 3.37 | 4.4 |
Min. | 73.0 | 24.0 | −0.67 | 0.29 | 0.04 | −4.8 | 0.04 | −4.8 |
Real RMSE 3 | 0.56 | Adj. SD 4 | 1.89 | Separation | 3.37 | Person Reliability | 0.92 | |
Model RMSE 3 | 0.52 | Adj. SD 4 | 1.90 | Separation | 3.63 | Person Reliability | 0.93 |
Statistics | Raw Score | Count | Measure | Model Error | Infit | Outfit | ||
---|---|---|---|---|---|---|---|---|
MNSQ 1 | ZSTD 2 | MNSQ 1 | ZSTD 2 | |||||
Mean | 420.1 | 109.0 | −0.20 | 0.17 | 0.99 | −0.1 | 0.95 | −0.3 |
Standard Deviation | 13.3 | 0.0 | 0.40 | 0.00 | 0.13 | 0.9 | 0.13 | 0.9 |
Max. | 450.0 | 109.0 | 0.67 | 0.18 | 1.22 | 1.5 | 1.17 | 1.2 |
Min. | 390.0 | 109.0 | −1.14 | 0.16 | 0.80 | −1.4 | 0.79 | −1.4 |
Real RMSE 3 | 0.18 | Adj. SD 4 | 0.36 | Separation | 2.02 | Item Reliability | 0.80 | |
Model RMSE 3 | 0.17 | Adj. SD 4 | 0.36 | Separation | 2.09 | Item Reliability | 0.81 |
Statistics | Raw Score | Count | Measure | Model Error | Infit | Outfit | ||
---|---|---|---|---|---|---|---|---|
MNSQ 1 | ZSTD 2 | MNSQ 1 | ZSTD 2 | |||||
Mean | 113.5 | 30.0 | 1.83 | 0.33 | 0.99 | −0.3 | 0.99 | −0.3 |
Standard Deviation | 14 | 0.0 | 1.51 | 0.04 | 0.62 | 2.2 | 0.64 | 2.2 |
Max. | 147.0 | 30.0 | 6.55 | 0.63 | 2.89 | 5.0 | 2.98 | 5.2 |
Min. | 66.0 | 30.0 | −2.14 | 0.25 | 0.13 | −4.8 | 0.13 | −4.9 |
Real RMSE 3 | 0.37 | Adj. SD 4 | 1.47 | Separation | 3.97 | Person Reliability | 0.94 | |
Model RMSE 3 | 0.33 | Adj. SD 4 | 1.48 | Separation | 4.41 | Person Reliability | 0.95 |
Statistics | Raw Score | Count | Measure | Model Error | Infit | Outfit | ||
---|---|---|---|---|---|---|---|---|
MNSQ 1 | ZSTD 2 | MNSQ 1 | ZSTD 2 | |||||
Mean | 439.6 | 109.0 | 0.01 | 0.19 | 1.05 | 0.4 | 1.01 | 0.1 |
Standard Deviation | 13.0 | 0.0 | 0.47 | 0.01 | 0.13 | 0.8 | 0.11 | 0.7 |
Max. | 453.0 | 109.0 | 0.97 | 0.20 | 1.28 | 1.7 | 1.26 | 1.5 |
Min. | 412.0 | 109.0 | −0.50 | 0.18 | 0.86 | −0.9 | 0.83 | −1.1 |
Real RMSE 3 | 0.20 | Adj. SD 4 | 0.42 | Separation | 2.09 | Item Reliability | 0.81 | |
Model RMSE 3 | 0.19 | Adj. SD 4 | 0.42 | Separation | 2.20 | Item Reliability | 0.83 |
Statistics | Raw Score | Count | Measure | Model Error | Infit | Outfit | ||
---|---|---|---|---|---|---|---|---|
MNSQ 1 | ZSTD 2 | MNSQ 1 | ZSTD 2 | |||||
Mean | 96.8 | 24.0 | 2.63 | 0.46 | 0.96 | −0.5 | 0.96 | −0.5 |
Standard Deviation | 10.4 | 0.0 | 1.97 | 0.25 | 0.74 | 2.1 | 0.75 | 2.2 |
Max. | 120.0 | 24.0 | 8.85 | 1.83 | 3.33 | 4.2 | 3.37 | 4.4 |
Min. | 73.0 | 24.0 | −0.67 | 0.29 | 0.04 | −4.8 | 0.04 | −4.8 |
Real RMSE 3 | 0.56 | Adj. SD 4 | 1.89 | Separation | 3.37 | Person Reliability | 0.92 | |
Model RMSE 3 | 0.52 | Adj. SD 4 | 1.90 | Separation | 3.63 | Person Reliability | 0.93 |
Variable Construct | Cronbach’s Alpha Coefficient |
---|---|
Teachers’ self-efficacy | |
Student involvement | 0.866 |
Teaching strategy | 0.784 |
Classroom management | 0.860 |
Teachers’ innovative behaviour | |
Exploring opportunities | 0.845 |
Generating ideas | 0.793 |
Promoting ideas | 0.856 |
Realising ideas | 0.788 |
School leaders’ transformational leadership | |
Individualised consideration | 0.839 |
Intellectual stimulation | 0.818 |
Inspirational motivation | 0.803 |
Idealised influence | 0.829 |
Variable | Pilot Test Items | Total Items Dropped | Remaining Items | ||
---|---|---|---|---|---|
Item Fit | Item Polarity | Local Independence | |||
Self-efficacy | 24 | 6 | - | - | 18 |
Innovative behaviour | 30 | 10 | - | - | 20 |
Transformational leadership | 25 | 5 | - | - | 20 |
Total | 79 | 21 | 0 | 0 | 58 |
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Zainal, M.A.; Mohd Matore, M.E.E. The Influence of Teachers’ Self-Efficacy and School Leaders’ Transformational Leadership Practices on Teachers’ Innovative Behaviour. Int. J. Environ. Res. Public Health 2021, 18, 6423. https://doi.org/10.3390/ijerph18126423
Zainal MA, Mohd Matore MEE. The Influence of Teachers’ Self-Efficacy and School Leaders’ Transformational Leadership Practices on Teachers’ Innovative Behaviour. International Journal of Environmental Research and Public Health. 2021; 18(12):6423. https://doi.org/10.3390/ijerph18126423
Chicago/Turabian StyleZainal, Mohammed Afandi, and Mohd Effendi Ewan Mohd Matore. 2021. "The Influence of Teachers’ Self-Efficacy and School Leaders’ Transformational Leadership Practices on Teachers’ Innovative Behaviour" International Journal of Environmental Research and Public Health 18, no. 12: 6423. https://doi.org/10.3390/ijerph18126423
APA StyleZainal, M. A., & Mohd Matore, M. E. E. (2021). The Influence of Teachers’ Self-Efficacy and School Leaders’ Transformational Leadership Practices on Teachers’ Innovative Behaviour. International Journal of Environmental Research and Public Health, 18(12), 6423. https://doi.org/10.3390/ijerph18126423