Partial Least Squares Structural Squation Modeling (PLS-SEM) Analysis for Social and Management Research : A Literature Review
Abstract
Many social and management studies use quantitative methods that use partial least sound. The purpose of this article is to explain the sequence and standard of data processing using partial least squares for social and management research. The method of writing this article is to review articles written by Hair. The results of the explanation of this article can help researchers to process and analyze data with partial least squares. PLS is an acronym for Partial Least Square. Broadly speaking, PLS is a measuring tool in statistical methods. PLS is a multivariate technique that is capable of managing various things such as response variables to explanatory variables simultaneously. From the initial explanation, it is clear how PLS brings convenience to those who master it.Actually, PLS is an alternative in statistics
References
Asbari, M., Novitasari, D., Pebrina, E. T., & Santoso, J. (2020). Work-Family Conflict and Employee Performance during Covid-19 Pandemic: What is the Role of Mental Readiness to Change? JPBM (Jurnal Pendidikan Bisnis Dan Manajemen), 6(2).
Asbari, M., Prasetya, A. B., Santoso, P. B., & Purwanto, A. (2021). From Creativity to Innovation: The Role of Female Employees’ Psychological Capital. International Journal of Social and Management Studies (IJOSMAS), 02(02), 66–77. https://ijosmas.org/index.php/ijosmas/article/view/18
Asbari, M., Purba, J. T., Hariandja, E. S., & Sudibjo, N. (2021). From Leadership to Innovation: Managing Employee Creativity. Jurnal Manajemen Strategi Dan Aplikasi Bisnis, 4(1), 143–154.
Hair, J.F., Risher, J.J., Sarstedt, M. and Ringle, C.M. (2019), "When to use and how to report the results of PLS-SEM", European Business Review, Vol. 31 No. 1, pp. 2-24. https://doi.org/10.1108/EBR-11-2018-0203
Hair, J.F., Hult, G.T.M., Ringle, C.M. and Sarstedt, M. (2017a), A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM), Sage, Thousand Oaks, CA.
Hair, J.F., Hult, G.T.M., Ringle, C.M., Sarstedt, M. and Thiele, K.O. (2017b),“Mirror, Mirror on the wall: a comparative evaluation of composite-based structural equation modeling methods”, Journal of the Academy of Marketing Science, Vol. 45 No. 5, pp. 616-632.
Hair, J.F., Ringle, C.M. and Sarstedt, M. (2011), “PLS-SEM: indeed a silver bullet”, Journal of Marketing Theory and Practice, Vol. 19 No. 2, pp. 139-151.
Hair, J.F., Ringle, C.M. and Sarstedt, M. (2013), “Partial least squares structural equation modeling: rigorous applications, better results and higher acceptance”, Long Range Planning, Vol. 46 Nos 1/2, pp. 1-12.
Hair, J.F., Sarstedt, M., Hopkins, L. and Kuppelwieser, V.G. (2014), “Partial least squares structural equation modeling (PLS-SEM): an emerging tool in business research”, European Business Review, Vol. 26 No. 2, pp. 106-121.
Hair, J.F., Sarstedt, M., Matthews, L. and Ringle, C.M. (2016), “Identifying and treating unobserved heterogeneity with FIMIX-PLS: part I – method”, European Business Review, Vol. 28 No. 1, pp. 63-76.
Hair, J.F., Sarstedt, M., Pieper, T.M. and Ringle, C.M. (2012), “The use of partial least squares structural equation modeling in strategic management research: a review of past practices and recommendations for future applications”, Long Range Planning, Vol. 45 Nos 5/6, pp. 320-340.
Hair, J.F., Sarstedt, M. and Ringle, C.M. (2019), “Rethinking some of the rethinking of partial least squares”, European Journal of Marketing, Forthcoming. Hair, J.F., Sarstedt, M., Ringle, C.M. and Gudergan, S.P. (2018), Advanced Issues in Partial Least Squares Structural Equation Modeling (PLS-SEM), Sage, Thousand Oaks, CA.
Hair, J.F., Sarstedt, M., Ringle, C.M., et al. (2012b), “An assessment of the use of partial least squares structural equation modeling in marketing research”, Journal of the Academy of Marketing Science, Vol. 40 No. 3, pp. 414-433
Purwanto, A., Purba,J.T, Bernarto,I., Sijabat,R.(2021). The Role of Transformational Leadership, Organizational Citizenship Behaviour, Innovative Work Behaviour, Quality Work Life, Digital Transformation and Leader Member Exchange on Universities Performance. Linguistica Antverpiensia.2021(2).2908-2932
Purwanto, A., Asbari, M., & Santoso, T. I. (2021). Analisis Data Penelitian Sosial dan Manajemen: Perbandingan Hasil antara Amos, SmartPLS, WarpPLS, dan SPSS. International Journal of Social and Management Studies, 2(4), 43–53. https://doi.org/10.5555/ijosmas.v2i4.50
Purwanto, A., Purba,J.T, Bernarto,I., Sijabat,R.( 2021).Pengaruh Servant, Digital dan Green leadership Terhadap Kinerja Industri Manufaktur Melalui Mediasi Komitmen Organisasi, Jurnal Riset Inspirasi Manajemen dan Kewirausahaan Volume 5 No. 1 Edisi Maret 2021 Hal 1-13, DOI : https://doi.org/10.35130/jrimk
Purwanto, A., Purba,J.T, Bernarto,I., Sijabat,R.( (2021).Peran Organizational Citizenship Behavior (OCB), Transformational and Digital Leadership Terhadap Kinerja Melalui Mediasi Komitmen Organisasi Pada Family Business. Jenius. 4(3). 256-262.http://dx.doi.org/10.32493/JJSDM.v4i3.10454
Purwanto, A., Purba,J.T, Bernarto,I., Sijabat,R (2021). EFFECT OF TRANSFORMATIONAL LEADERSHIP,JOB SATISFACTION, AND ORGANIZATIONAL COMMITMENTS ON ORGANIZATIONAL CITIZENSHIP BEHAVIOR. Inovbiz: Jurnal Inovasi Bisnis 9 (2021) 61-69
Purwanto, A., J. T. Purba, I. Bernarto, and R. Sijabat. 2021. Effect of Management Innovation, Transformational leadership and knowledge sharing on Market Performance of Indonesian Consumer Goods Company. Jurnal Aplikasi Manajemen, 19(2), 424–434. Malang: Universitas Brawijaya. http://dx.doi.org/10.21776/ub.jam.2021.019.02.18.
Peng, D.X. and Lai, F. (2012), “Using partial least squares in operations management research: a practical guideline and summary of past research”, Journal of Operations Management, Vol. 30 No. 6, pp. 467-480. Richter, N.F., Cepeda Carri_on, G., Roldán, J.L. and Ringle, C.M. (2016), “European management research using partial least squares structural equation modeling (PLS-SEM): editorial”, European Management Journal, Vol. 34 No. 6, pp. 589-597.
Ringle, C.M., Sarstedt, M. and Mooi, E.A. (2010), “Response-based segmentation using finite mixture partial least squares: theoretical foundations and an application to american customer satisfaction index data”, Annals of Information Systems, Vol. 8, pp. 19-49.
Fatonia, N. A., Nurkhayatic, E., Nurdiawatid, E., Fidziahe, G. P., Adhag, S., Irawanh, A. P., ... & Azizik, E. (2020). University students online learning system during Covid-19 pandemic: Advantages, constraints and solutions. Systematic Reviews in Pharmacy, 11(7), 570-576.
Nuryanti, Y., Novitasari, D., Nugroho, Y. A., Fauji, A., Gazali, G., & Asbari, M. (2020). Meningkatkan Komitmen Organisasional Dosen: Analisis Pengaruh Kepemimpinan Perguruan Tinggi dan Kepuasan Intrinsik & Ekstrinsik Dosen. EduPsyCouns: Journal of Education, Psychology and Counseling, 2(1), 561-581.
Purwanto, A., Purba, J. T., Bernarto, I., & Sijabat, R. (2021). Effect of transformational leadership, job satisfaction, and organizational commitments on organizational citizenship behavior. Inovbiz: Jurnal Inovasi Bisnis, 9(1), 61-69.
Novitasari, D., Siswanto, E., Purwanto, A., & Fahmi, K. (2020). Authentic Leadership and Innovation: What is the Role of Psychological Capital?. International Journal of Social and Management Studies, 1(1), 1-21.
Purwanto, A., Purba, J. T., Bernarto, I., & Sijabat, R. (2021). Peran Organizational Citizenship Behavior (OCB), Transformational and Digital Leadership Terhadap Kinerja Melalui Mediasi Komitmen Organisasi Pada Family Business. JENIUS (Jurnal Ilmiah Manajemen Sumber Daya Manusia), 4(3), 256-272.
Fayzhall, M., Purwanto, A., Asbari, M., Goestjahjanti, F. S., Winanti, W., Yuwono, T., ... & Suryani, P. (2020). Transformational versus Transactional Leadership: Manakah yang Mempengaruhi Kepuasan Kerja Guru?. EduPsyCouns: Journal of Education, Psychology and Counseling, 2(1), 256-275.
Fayzhall, M., Purwanto, A., Asbari, M., Basuki, S., Mustofa, M., Hutagalung, D., ... & Andriyani, Y. (2020). Pengaruh Gaya Kepemimpinan Terhadap Kapabilitas Inovasi Guru Dalam Perspektif Organizational Learning. EduPsyCouns: Journal of Education, Psychology and Counseling, 2(1), 64-91.
Purwanto, A., Asbari, M., Prameswari, M., Ramdan, M., & Setiawan, S. (2020). Dampak Kepemimpinan, Budaya Organisasi dan Perilaku Kerja Inovatif Terhadap Kinerja Pegawai Puskesmas. Jurnal Ilmu Kesehatan Masyarakat, 9(01), 19-27.
Purwanto, A., Asbari, M., Prameswari, M., & Ramdan, M. (2020). GAYA KEPEMIMPINAN DI MADRASAH ALIYAH: AUTHENTIC, TANSFORMATIONAL, AUTHORITARIAN ATAU TRANSACTIONAL?. Nidhomul Haq: Jurnal Manajemen Pendidikan Islam, 5(1), 15-31.
Fikri, M. A. A., Asbari, M., Purwanto, A., Nugroho, Y. A., Waruwu, H., Fauji, A., ... & Dewi, W. R. (2020). A Mediation Role of Organizational of Learning on Relationship of Hard Skills, Soft Skills, Innovation and Performance: Evidence at Islamic School. EduPsyCouns: Journal of Education, Psychology and Counseling, 2(1), 398-423.
Asbari, M., Wijayanti, L. M., Hyun, C. C., Imelda, D., & Purwanto, A. (2020). Hard Skills Atau Soft Skills: Manakah Yang Lebih Penting Bagi Inovasi Guru. Edumaspul: Jurnal Pendidikan, 4(1), 1-20.
