Modeling the civil servant discipline in Indonesia: partial least square-structural equation modeling approach
DOI:
https://doi.org/10.54099/aijb.v1i1.72Keywords:
data modeling, data science, PLS, SEMAbstract
Purpose – This paper seeks to discover the factors that influence the supervisor to give the punishment level to civil servant staff—the data being used is a questionnaire to several civil servants in public academic institutions.
Methodology/approach – This research used computational tools to classify transgressions into punishment categories (light, medium, or severe) with the model using the data science technique based on the partial least square-structural equation modeling (PLS-SEM) approach.
Findings – It was found that the model of civil servant discipline in Indonesia is based on 14 hypotheses from bootstrapping technique and by using data science technique to support the result analysis of PLS-SEM.
Novelty/value – This research contributed to providing civil servant supervisors to understand factors that influence the discipline of their staff, so it can be used to determine the punishment categorization.
References
Ariani, D. W. (2015). Relationship with Supervisor and Co-Workers, Psychological Condition and Employee Engagement in the Workplace. Journal of Business and Management, 4(3), 34–47. https://doi.org/10.12735/jbm.v4i3p34
Arifin, J. (2017). SPSS 24 untuk Penelitian dan Skripsi. Elex Media Komputindo.
Awang, Z., Afthanorhan, 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
Creswell, J. W. (2012). Educational Research: Planning, conducting, and evaluating quantitative and qualitative research (4th ed.). Pearson Education.
Division for Public Administration and Development Management. (2005). Malaysia: Public Administration Country Profile (Issue November).
Epstein, J. L., & Sheldon, S. B. (2002). Present and accounted for: Improving student attendance through family and community involvement. Journal of Educational Research, 95(5), 308–318. https://doi.org/10.1080/00220670209596604
Fehr, E., & Fischbacher, U. (2004). Third Party Punishment and Social Norms.
Franke, G., & Sarstedt, M. (2019). Heuristics versus statistics in discriminant validity testing: a comparison of four procedures. Internet Research, 29(3), 430–447.
Kenicer, G. (2008). AN INTRODUCTION TO THE GENUS LATHYRUS L. Curtis’s Botanical Magazine, 25(4), 286–295. https://doi.org/10.1111/j.1467-8748.2008.00632.x
Leguina, A. (2015). A primer on partial least squares structural equation modeling (PLS-SEM). International Journal of Research & Method in Education, 38(2), 220–221. https://doi.org/10.1080/1743727x.2015.1005806
Maison, Syahrial, Syamsurizal, & Tanti. (2019). Learning Environment, Students ’ Beliefs, and Self-Regulation in Learning Physics: Structural Equation Modeling. Journal of Baltic Science Education, 18(3), 389–403. https://doi.org/10.33225/jbse/19.18.389
Nasution, A. (2016). Government Decentralization Program in Indonesia. In SSRN. https://doi.org/10.2139/ssrn.2877579
Nawanir, G., Lim, K. T., Lee, K. L., Okfalisa, Moshood, T. D., & Ahmad, A. N. A. (2020). Less for more: The structural effects of lean manufacturing practices on sustainability of manufacturing SMEs in Malaysia. International Journal of Supply Chain Management, 9(2), 961–975.
Pratama, A. P., Ghazali, A., Putranto, N. A. R., Iswari, K. R., Wisesa, A., & Febriansyah, H. (2015). Civil Servants’ Competence in Indonesia: Suggestions for Future Research in the Context of Business. Procedia - Social and Behavioral Sciences, 169, 371–377. https://doi.org/10.1016/j.sbspro.2015.01.322
Presiden Republik Indonesia. (2010). peraturan Pemerintah Republik Indonesia Nomor 53 Tahun 2010. In Peraturan Pemerintah Republik Indonesia (Vol. 2010, Issue 1, pp. 1–95). https://doi.org/10.1017/CBO9781107415324.004
Sarstedt, M., Ringle, C. M., & Hair, J. F. (2017). Partial Least Squares Structural Equation Modeling. In Handbook of Market Research. Springer International Publishing AG. https://doi.org/10.1007/978-3-319-05542-8_15-1
Sarstedt, M., Ringle, C. M., & Hair, J. F. (2020). Handbook of Market Research. In Handbook of Market Research (Issue September). https://doi.org/10.1007/978-3-319-05542-8
Sharma, P. N., & Kim, K. H. (2013). A comparison of PLS and ML bootstrapping techniques in SEM: A Monte Carlo study. In New perspectives in partial least squares and related methods (pp. 201–208). Springer New York. https://doi.org/10.1007/978-1-4614-8283-3_13
Shmueli, G., Sarstedt, M., Hair, J. F., Cheah, J. H., Ting, H., Vaithilingam, S., & Ringle, C. M. (2019). Predictive model assessment in PLS-SEM: guidelines for using PLSpredict. European Journal of Marketing, 53(11), 2322–2347. https://doi.org/10.1108/EJM-02-2019-0189
Telep, V. G. (2009). Discipline for Young Children. Discipline and Punishment: What is the Difference?.
Tjiptoherijanto, P. (2012). Civil Service Reform in Indonesia : Culture and Institution Issues. Working Paper in Economics and Business, University of Indonesia, II(07).
Ujhelyi, G. (2014). Civil service rules and policy choices: Evidence from US State Governments. American Economic Journal: Economic Policy, 6(2), 338–380. https://doi.org/10.1257/pol.6.2.338
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