Mathematics Teachers' Performance in the Industrial Revolution Era 4.0: A Structural Equation Model

Dedek Andrian(1), Astri Wahyuni(2), Syarul Ramadhan(3),

DOI: https://doi.org/10.46843/jiecr.v3i4.236


(1) Universitas Islam Riau, Indonesia
(2) Universitas Islam Riau, Indonesia
(3) Universitas Islam Riau, Indonesia

Abstract

This research aimed to find the structural equation model of mathematics teachers' Performance in the Industrial Revolution 4.0 that fits according to data in the field. The Research population was secondary mathematics teachers of Riau Province, Indonesia. Research samples were a part of teachers who were taken based on the purposive sampling. The instrument was a questionnaire developed and validated through content and construct validity. Data analysis was a correlational technique with a structural equation modeling approach. The analysis result showed that the structural model arranged based on the literature study and expert FDG fit statistically. Five variables significantly affected the mathematics teachers’ performance in the industrial revolution 4.0 variables that is; Leadership, work motivation, teachers' self-efficacy, teachers' Creativity, and organizational climate. TPACK did not affect the industrial revolution 4.0. Leadership significantly affected Teachers' Self-Efficacy, Teachers' Creativity, Work motivation, TPACK, and organizational climate. The organizational climate significantly affected work motivation, TPACK, Teachers' Self-Efficacy, and Teachers' Creativity. Work Motivation significantly affected Teachers' Self-Efficacy, Teachers' Creativity, and TPACK. Teachers' Self-Efficacy did not affect Teachers' Creativity and TPACK. Teachers' Creativity significantly affected TPACK. Of 15 paths from endogenous to endogenous variables, 13 paths are significant, and two paths are not significant.

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Abdullah, A. G. K., Ling, Y.-L., & Sufi, S. B. (2018). Principal Transformational Leadership and Teachers’ Motivation. Asian Education Studies, 3(1), 36. https://doi.org/10.20849/aes.v3i1.316

Agustini, D., & Pujiastuti, H. (2020). Analisis Kesulitan Siswa Berdasarkan Kemampuan Pemahaman Matematis dalam Menyelesaikan Soal Cerita Pada Materi SPLDV. Media Pendidikan Matematika, 8(1), 18. https://doi.org/10.33394/mpm.v8i1.2568

Aldon, G., Hitt, F., Bazzini, L., & Gellert, U. (2017). Mathematics and Technology. Springer. https://doi.org/10.1007/978-3-319-51380-5

Andriani, S., Kesumawati, N., & Kristiawan, M. (2018). The influence of the transformational leadership and work motivation on teachers performance. International Journal of Scientific and Technology Research, 7(7), 19–29.

Aunga, D. A. O., & Masare, O. (2017). Effect of leadership styles on teacher’s performance in primary schools of Arusha District Tanzania. International Journal of Educational Policy Research and Review, 4(4), 42–52. https://www.journalissues.org/IJEPRR/%0Ahttps://doi.org/10.15739/IJEPRR.17.006

Ayele, A. A., & Birhanie, W. K. (2018). Acceptance and use of e-learning systems: the case of teachers in technology institutes of Ethiopian Universities. Applied Informatics, 5(1), 1–11. https://doi.org/10.1186/s40535-018-0048-7

Baporikar, N. (2018). Educational leadership for quality teacher education in Digital Era. In Handbook of research on educational planning and … (Issue July, pp. 241–255).

Batane, T., & Ngwako, A. (2017). Technology use by pre-service teachers during teaching practice: Are new teachers embracing technology right away in their first teaching experience? Australasian Journal of Educational Technology, 33(1), 48–61. https://doi.org/10.14742/ajet.2299

Birkollu, S. S., Yucesoy, Y., Baglama, B., & Kanbul, S. (2017). Investigating the attitudes of pre-service teachers towards technology based on various variables. TEM Journal, 6(3), 578–583. https://doi.org/10.18421/TEM63-20

Boonmoh, A., Jumpakate, T., & Karpklon, S. (2021). Teachers’ perceptions and experience in using technology for the classroom. Call-Ej, 22(1), 1–24.

Butt, R., Siddiqui, H., Soomro, R. A., & Asad, M. M. (2020). Integration of Industrial Revolution 4.0 and IOTs in academia: a state-of-the-art review on the concept of Education 4.0 in Pakistan. Interactive Technology and Smart Education, 17(4), 337–354. https://doi.org/10.1108/ITSE-02-2020-0022

Chik, W., Aswannah, W. N., Arokiasamy, & Lawrence. (2019). Perceived Higher Education Climate of Academics in Malaysian Private Institutions in Industry 4.0. Global Business & Management Research, 11(1), 488–504.

Darling-hammond, L., & Richardson, N. (2009). Research Review / Teacher Learning : What Matters ? 66(5), 46–53.

DeCoito, I., & Richardson, T. (2018). Teachers and Technology: Present Practice and Future Directions. Contemporary Issues in Technology and Teacher Education (CITE Journal), 18(2), 362–378.

Drijvers, P. (2015). Digital Technology in Mathematics Education: Why It Works (Or Doesn’t). 12th International Congress on Mathematical Education, 1–20. https://doi.org/10.1007/978-3-319-17187-6

Engkoswara, & Komariah, A. (2012). Administrasi Pendidikan. Alfabeta.

Farjon, D., Smits, A., & Voogt, J. (2019). Technology integration of pre-service teachers explained by attitudes and beliefs, competency, access, and experience. Computers and Education, 130, 81–93. https://doi.org/10.1016/j.compedu.2018.11.010

Farooq, M., & Soormro, A. (2018). Teachers and Technology: Trends in English Language Teaching in Saudi Arabia. International Journal of English Linguistics, 8(5), 10. https://doi.org/10.5539/ijel.v8n5p10

Fikri, M. A. A., Pramono, T., Nugroho, Y. A., Novitasari, D., & Asbari, M. (2021). Leadership Model in Pesantren: Managing Knowledge Sharing through Psychological Climate. International Journal of Social and Management Studies (IJOSMAS), 02(03), 149–160. https://ijosmas.org/index.php/ijosmas/article/view/44

George, L., & Sabhapathy, T. (2014). Work motivation of teachers: Relationship with organizational culture. European Journal of Educational Sciences, 1(2), 207–195. http://flr-journal.org/index.php/css/article/viewFile/j.css.1923669720110701.009/1252

Gozali, I., & Fuad. (2008). Structural Equation Modeling; Teori, Konsep, dan Aplikasi Dengan Program LISREL 8.80. Badan Penerbit Universitas Diponegoro.

Greenhow, C., & Lewin, C. (2016). Social media and education: reconceptualizing the boundaries of formal and informal learning. Learning, Media and Technology, 41(1), 6–30. https://doi.org/10.1080/17439884.2015.1064954

Hair Jr, J. F., William, C., Babin, B. J., & Anderson, R. E. (2014). Multivariate Data Analysis Joseph F . Hair Jr . William C . Black Seventh Edition.

Hamid, A., Saputro, S., Ashadi, & Masykuri, M. (2021). Analysis of critical-creative thinking styles and their implications on self efficacy teacher pree service. Journal of Physics: Conference Series, 1760(1), 8–11. https://doi.org/10.1088/1742-6596/1760/1/012033

Hamzah, H. N., Khalid, M., & Wahab, J. A. (2021). The effects of principals’ digital leadership on teachers’ digital teaching during the covid-19 pandemic in malaysia. Journal of Education and E-Learning Research, 8(2), 216–221. https://doi.org/10.20448/journal.509.2021.82.216.221

Hartiwi, H., Kozlova, A. Y., & Masitoh, F. (2020). the Effect of Certified Teacher and Principal Leadership Toward Teachers’ Performance. International Journal of Educational Review, 2(1), 70–88. https://doi.org/10.33369/ijer.v2i1.10629

Hasibuan, A. T., & Rahmawati, R. (2019). Sekolah Ramah Anak Era Revolusi Industri 4.0 Di SD Muhammadiyah Pajangan 2 Berbah Yogyakarta. Al-Bidayah: Jurnal Pendidikan Dasar Islam, 11(01), 49–76. https://doi.org/10.14421/al-bidayah.v11i01.180

Hermawati, R., Sugiyarti, L., Handayani, R., & ... (2020). The Effect of Trilogy Leadership Style and Organization Culture on School Performance: Evidence form Indonesian Senior High School. PalArch’s Journal of …, 17(6), 8512–8537.

Ismail, N. A., & Wahid, N. A. (2018). Empowering the Self-Efficacy of Teachers in Malaysia through the Academic Revolution 4.0. International Journal of Academic Research in Business and Social Sciences, 8(11). https://doi.org/10.6007/ijarbss/v8-i11/4966

Ismail, N. A., Wahid, N. A., Yusoff, A. S. M., Wahab, N. A., Rahim, B. H. A., Majid, N. A., Din, N. M. N., Ariffin, R. M., Adnan, W. I. W., & Zakaria, A. R. (2020). The Challenges of Industrial Revolution (IR) 4.0 towards the Teacher’s Self-Efficacy. Journal of Physics: Conference Series, 1529(4), 0–6.

Ismail, S., Zahrudin, M., Ruswandi, U., & Erihadiana, E. (2020). The Competence of Millennial Islamic Education Teachers in Facing The Challenges of Industrial Revolution. Nazhruna: Jurnal Pendidikan Islam, 3(3), 389–405. https://doi.org/10.31538/nzh.v3i3.823

Jalali, Z., & Heidari, A. (2016). The Relationship between Happiness, Subjective Well-Being, Creativity and Job Performance of Primary School Teachers in Ramhormoz City. International Education Studies, 9(6), 45.

Kadiyono, A. L., Sulistiobudi, R. A., Haris, I., Wahab, M. K. A., Ramdani, I., Purwanto, A., Mufid, A., Muqtada, M. R., Gufron, M., Nuryansah, M., Ficayuma, L. A., Fahlevi, M., & Sumartiningsih, S. (2020). Develop leadership style model for indonesian teachers performance in education 4.0 era. Systematic Reviews in Pharmacy, 11(9), 363–373. https://doi.org/10.31838/srp.2020.9.52

Kawiana, I. G. P., Dewi, L. K. C., Hartati, P. S., Setini, M., & Asih, D. (2021). Effects of Leadership and Psychological Climate on Organizational Commitment in the Digitization Era. Journal of Asian Finance, Economics and Business, 8(1), 1051–1062. https://doi.org/10.13106/jafeb.2021.vol8.no1.1051

Koehler, M. J, & Mishra, P. (2008). Introducing TPCK. In AACTE Committe on Innovation and Technology (Eds), Handbook of Technological Content Knowledge (TPCK) for Educators. Routledge.

Koehler, Matthew J, Mishra, P., Ackaoglu, & Rosenberg, J. M. (2013). Technological Pedagogical Content Knowledge: A Framework for Teacher Knowledge. Commonwealth Educational Media Center for Asia.

Larson, L. C., & Miller, T. N. (2011). 21st Century Skills: Prepare Students for the Future. Kappa Delta Pi Record, 47(3), 121–123. https://doi.org/10.1080/00228958.2011.10516575

Lasky, D., & Yoon, S. (2020). A creative classroom for everyone : An introduction to a small ‘ c ’ creativity framework. Thinking Skills and Creativity, 36(July 2019), 100660. https://doi.org/10.1016/j.tsc.2020.100660

Lastariwati, B., Komariah, K., Mulyatiningsih, E., & Kartika, M. G. (2021). Exploration of the determining factors of successful online learning in the industrial revolution 4.0 era. Journal of Physics: Conference Series, 1833(1), 0–6. https://doi.org/10.1088/1742-6596/1833/1/012069

Lau, W., & Yuen, A. (2013). Educational technology training workshops for mathematics teachers : An exploration of perception changes. Australasian Journal of Educational Technology, 29(4), 595–611.

Lawrence, J. E., & Tar, U. A. (2018). Factors that influence teachers’ adoption and integration of ICT in teaching/learning process. Educational Media International, 55(1), 79–105. https://doi.org/10.1080/09523987.2018.1439712

Lee, Y.-D., & Kuo, C.-T. (2019). Principals’ Transformational Leadership and Teachers’ Work Motivation: Evidence From Elementary Schools in Taiwan. The International Journal of Organizational Innovation, 11(3), 90–113. http://www.ijoi-online.org/

Lestari, H., & Rahmawati, I. (2020). Commitment to Teacher’s Work and Authentic Leadership in the Industrial Revolution Era 4.0. 400(Icream 2019), 76–79. https://doi.org/10.2991/assehr.k.200130.143

Loughran, J. ., Berry, A., & Mulhall, P. (2012). Understanding And Developing Science Teacher’s Pedagogical Content Knowledge. Sense Publisher.

Mak, M. C. K., Vong, K. ieng P., Lu, S., & Leung, S. O. (2020). Towards a Performing Creative Characteristics Scale (PCCS) for Chinese young children. Thinking Skills and Creativity, 35(January), 100633. https://doi.org/10.1016/j.tsc.2020.100633

Maryanti, N., Rohana, R., & Kristiawan, M. (2020). the Principal’S Strategy in Preparing Students Ready To Face the Industrial Revolution 4.0. International Journal of Educational Review, 2(1), 54–69. https://doi.org/10.33369/ijer.v2i1.10628

McKnight, K., O’Malley, K., Ruzic, R., Horsley, M., Franey, J. J., & Bassett, K. (2016). Teaching in a digital age: How educators use technology to improve student learning. Journal of Research on Technology in Education, 48(3), 194–211. https://doi.org/10.1080/15391523.2016.1175856

Muda, W. H. N. binti W., Halim, F. binti A., Isa, K. binti, & Nasir, A. N. bin M. (2021). Leadership 4 . 0 In Technical And Vocational Education And Training. Psychology and Education, 58(3), 3733–3739.

Mulyana, Y., Chaeroni, N., Erlangga, H., Solahudin, M., Nurjaya, Sunarsi, D., Anggreini, N., Jamalus, Masriah, Yuangga, K., & Purwanto, A. (2021). The Influence of Motivation, Ability, Organizational Culture, Work Environment on Teachers Performance. Turkish Journal of Computer and Mathematics …, 12(4), 99–108.

Muralidharan, K., & Sundararaman, V. (2011). Teacher opinions on performance pay: Evidence from India. Economics of Education Review, 30(3), 394–403. https://doi.org/10.1016/j.econedurev.2011.02.001

Murphy, D. (2016). A Literature Review : The Effect of Implementing Technology in a High School Mathematics Classroom. International Journal of Research in Education and Science, 2(3), 295–299.

Mustakim, S. S., Sulaiman, T., Abdul Manaf, U., Minghat, A., & Rabindarang, S. (2021). Exploring Best Practices of Technical and Vocational Education and Training (TVET) Teachers in the 4 th Industrial Revolution (4IR). Annals of R.S.C.B, 25(5), 1128–1137. http://annalsofrscb.ro

Mutodi, P. (2014). The Influence of Students ` Perceptions on Mathematics Performance . A Case of a Selected High School in South Africa. Mediterranean Journal of Social Sciences, 5(3), 431–445. https://doi.org/10.5901/mjss.2014.v5n3p431

Nugroho, B. S., Widdah, M. E., Hakim, L., Nashirudin, M., Nurlaeli, A., Purnomo, J. H., Aziz, M., Adinugraha, H. H., Sartika, M., Fikri, M. K., Mufid, A., Purwanto, A., & Fahlevi, M. (2020). Effect of organizational citizenship behavior, work satisfaction and organizational commitment toward indonesian school performance. Systematic Reviews in Pharmacy, 11(9), 962–971. https://doi.org/10.31838/srp.2020.9.140

Nurhatisyah, N., Rumengan, J., Satriawan, B., Yanti, S., Fahizah, A., & Dewi, N. P. (2021). The Influence Of Transformational Leadership, Personal Value And Organizational Commitment To The Performance Of Millerial Employees In Digital Era In Companies Internet Services Provider (Isp) In City Batam With Motivation As An Intervening Variable. Conference Series, 3(2), 113–122. https://doi.org/10.34306/conferenceseries.v3i2.470

Parsa, I. M. (2017). Evaluation Study Effect of Allowances and Job Creativity—The Performance of the Teacher in Secondary Vocational School Province of East Nusa Tenggara. International Education Studies, 10(8), 96. https://doi.org/10.5539/ies.v10n8p96

Pfeiffer, S. (2016). Robots, Industry 4.0 and Humans, or Why Assembly Work Is More than Routine Work. Societies, 6(2), 16. https://doi.org/10.3390/soc6020016

Prameswari, M., Asbari, M., Purwanto, A., Ong, F., Kusumaningsih, S. W., Mustikasiwi, A., Chidir, G., Winanti, & Sopa, A. (2020). The impacts of leadership and organizational culture on performance in indonesian public health: The mediating effects of innovative work behavior. International Journal of Control and Automation, 13(2), 216–227.

Prestiadi, D., Zulkarnain, W., & Bambang Sumarsono, R. (2020). Visionary Leadership in Total Quality Management: Efforts to Improve the Quality of Education in the Industrial Revolution 4.0. Advances in Social Science, Education and Humanities Research, 381(January), 202–205. https://doi.org/10.2991/coema-19.2019.40

Rachmadtullah, R., Yustitia, V., Setiawan, B., Fanny, A. M., Pramulia, P., Susiloningsih, W., Rosidah, C. T., Prastyo, D., & Ardhian, T. (2020). The challenge of elementary school teachers to encounter superior generation in the 4.0 industrial revolution: Study literature. International Journal of Scientific and Technology Research, 9(4), 1879–1882.

Rafiola, R. H., Setyosari, P., Radjah, C. L., & Ramli, M. (2020). The effect of learning motivation, self-efficacy, and blended learning on students’ achievement in the industrial revolution 4.0. International Journal of Emerging Technologies in Learning, 15(8), 71–82. https://doi.org/10.3991/ijet.v15i08.12525

Rahman, M. R., Panggayuh, B. P., & Rusydiyah, E. F. (2022). Utilization of Web-Facilitated Learning to Improve Teacher Skills in Identifying Basic Competencies. Journal of Innovation in Educational and Cultural Research, 3(2), 153–161. https://doi.org/10.46843/jiecr.v3i2.87

Ratnasih, C. (2017). Leadership Style, Discipline, Motivation and the Implications on Teachersâ€TMPerformance. IJHCM (International Journal of Human Capital Management), 1(01), 124–135. https://doi.org/10.21009/ijhcm.01.01.10

Reeve, J. (2019). Understanding motivation and emotion (7th ed.). John Wiley. https://doi.org/10.4324/9780203792452-7

Rusli, T. S., Wahyudin, A., & Lestari, W. (2020). The Effect of Parent Attachment, Teacher Support, and Learning Motivation on Science Learning Outcomes of Elementary School Students in Kecamatan …. Educational Management, 10(1), 92–99.

Schmidt, D. A., Thompson, A. D., Koehler, M. J., & Shin, T. S. (2014). CIE 2014-44th International Conference on Computers and Industrial Engineering and IMSS 2014-9th International Symposium on Intelligent Manufacturing and Service Systems. Joint International Symposium On, 42(2), 2531.

Setiawan, A., Andrian, D., & Asta, S. W. (2018). Aplikasi Statistik dalam Penelitian. Numed.

Setiyaningsih, T. T. (2020). Influence of school leadership, discipline, and work motivation toward high school teacher performance. Harmoni Sosial: Jurnal Pendidikan IPS, 7(1), 65.

Shepherd-Jones, A. R., & Salisbury-Glennon, J. D. (2018). Perceptions Matter: The Correlation between Teacher Motivation and Principal Leadership Styles. Journal of Research in Education, 28(2), 93–131.

Sintawati, M., & Indriani, F. (2019). Pentingnya Technological Pedagogical Content Knowledge (TPACK) Guru di Era Revolusi Industri 4.0. Seminar Nasional Pagelaran Pendidikan Dasar Nasional (PPDN), 1(1), 417–422. http://seminar.uad.ac.id/index.php/ppdn/article/view/1355

Stoyle, K. L., & Morris, B. J. (2017). Blogging mathematics : Using technology to support mathematical explanations for learning fractions Related papers mathematical explanations for learning fractions. Computers & Education Journal, 111, 114–127.

Sudrajat, A. (2011). Mengapa Pendidikan Karakter. Jurnal Pendidikan Karakter, I(1), 47–58. https://doi.org/10.21831/jpk.v1i1.1316

Susanto, H. (2012). Faktor-faktor yang mempengaruhi kinerja guru sekolah menengah kejuruan. Jurnal Pendidikan Vokasi, 2(2), 197–212. https://doi.org/10.21831/jpv.v2i2.1028

Tan, S. K., & Rajah, S. (2019). Evoking Work Motivation in Industry 4.0. SAGE Open, 9(4), 1–10. https://doi.org/10.1177/2158244019885132

Tatlah, I. A., Naeem Akhtar, S., & Hashmi, M. A. (2019). Effect of Instructional Leadership on Teachers’ Performance and Job Commitment: A Comparison of Public and Private Universities of Lahore. Journal of Educational Research, Dept. of Education, IUB, 22(1), 133–144.

Teo, T., Unwina, S., Scherer, R., & Gardinera, V. (2021). Initial teacher training for twenty-first century skills in the Fourth Industrial Revolution (IR 4.0): A scoping review. Computers & Education, 170(September), 104223.

Voogt, J., Fisser, P., Pareja Roblin, N., Tondeur, J., & van Braak, J. (2013). Technological pedagogical content knowledge - A review of the literature. Journal of Computer Assisted Learning, 29(2), 109–121. https://doi.org/10.1111/j.1365-2729.2012.00487.x

Widdah, M. E., Sukarno, Suryana, A., & Widiawati. (2021). Self-Efficacy of Principal to Improving Education Quality in Era 4.0. Proceedings of the 5th Asian Education Symposium 2020 (AES 2020), 566, 64–67. https://doi.org/10.2991/assehr.k.210715.013

Williamson, B., & Piattoeva, N. (2019). Objectivity as standardization in data-scientific education policy, technology and governance. Learning, Media and Technology, 44(1), 64–76. https://doi.org/10.1080/17439884.2018.1556215

Wu, T. T., & Wu, Y. T. (2020). Applying project-based learning and SCAMPER teaching strategies in engineering education to explore the influence of creativity on cognition, personal motivation, and personality traits. Thinking Skills and Creativity, 35(January), 100631. https://doi.org/10.1016/j.tsc.2020.100631

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