Partial least square-structural equation modeling on the gender development index in east java
Article Sidebar
Published:
Aug 30, 2023
Keywords:
Bootstrap, Gender Development Index, PLS-SEM
Section
Decision Support System
Statistics Article
Article View : 110 Times
Main Article Content
Abstract
National Term Development Plan (RPJMN) 2015-2019 Based on gender considerations, one of the essential considerations in preparing Indonesia's development plan. The global indicator used to measure the achievement of gender findings is found in the Gender Development Index (IPG). The IPG East Java in 2020 is at the upper middle level, but the disparity in human development still occurs at the district/city level. That is why studying the variables that affect the GPA value is necessary. The method used is Partial Least Square-Structural Equation Modeling (PLS-SEM) with bootstrap parameter estimation. The secondary data were obtained from the Central Statistics Agency (BPS) of East Java and SAKERNAS 2020. The results of this study are that all dimensions of GPI, namely Economy, Health, and Education, have a positive and significant impact on GPI. In comparison, the influential but insignificant variables are AHH Male and AHH Female; RLS Male and RLS Female, AHLS Male and AHLS Female. The most significant contribution is RLS Female, and the smallest is AHLS Male
Downloads
Download data is not yet available.
Article Details
How to Cite
Aritonang, S. P. ., Lestari, T. E. . and Permadi, H. (2023) “Partial least square-structural equation modeling on the gender development index in east java”, Jurnal Mantik, 7(2), pp. 659-667. doi: 10.35335/mantik.v7i2.3644.
References
Bhowmik, D. (2020). Impact of Gender Development Index on Human Development Index and Gross Domestic Product Per Capita. 25, 41–56. http://inet.vidyasagar.ac.in:8080/jspui/handle/123456789/6027
Cholidah, E. N., Baliwati, Y. F., & Khomsan, A. (2018). Pemodelan Obesitas dan Ketahanan Pangan Di Provinsi Jawa Barat: Pendekatan Partial Least Square Structural Equation Modeling [PLS-SEM] (Obesity And Food Security Modeling In West Java Province: Partial Least Square – Structural Equation Modeling [PLS-SEM]. 41(2), 1–12.
Darsyah, M. Y., & Sara, D. S. (2016). Seemingly Unrelated Regression Pada Indeks Pembangunan Gender Di Jawa Tengah. Seemingly Unrelated Regression Pada Indeks Pembangunan Gender Di Jawa Tengah, 4(2), 1–3.
Dini, I. M., Fajriyah, Mahdiah, Y., Fahmadia, E., & Lukitasari, I. (2020). Gender 2020. 14.
Fattore, M., Pelagatti, M., & Vittadini, G. (2018). A least squares approach to latent variables extraction in formative–reflective models. Computational Statistics and Data Analysis, 120, 84–97. https://doi.org/10.1016/j.csda.2017.11.006
Galistya, T. M. (2017). Dimensi Kesetaraan Gender di Indonesia dengan Pendekatan PLS Prediction- Dimensi Kesetaraan Gender di Indonesia dengan Pendekatan PLS Prediction-Oriented Segmentation ( PLS-POS ). Tesis, Institusi Teknologi Sepuluh November.
Garson, G. D. (2016). Partial Least Squares?: Regression & Structural Equation Models. Statistical Publishing Associates.
Gupta, K., Rani, R., Sharma, A., Bansal, P., Dev, A., & Gandhi, R. (2023). Predicting Gender Development Index using Machine Learning. Proceedings of the 13th International Conference on Cloud Computing, Data Science and Engineering, Confluence 2023, 530–535. https://doi.org/10.1109/Confluence56041.2023.10048850
Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2019). When to use and how to report the results of PLS-SEM. European Business Review, 31(1), 2–24. https://doi.org/10.1108/EBR-11-2018-0203
Joseph F. Hair, J., Hult, G. T. M., Ringle, C. M., & Sarstedt, M. (2017). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM). second ed.
Kertati, I. (2021). Analisis Indeks Pembangunan Gender (IPG) dan Indeks Pemberdayaan Gender (IDG) Kota Surakarta. Public Service and Governance Journal, Vol 2(1), 1–11.
Khairunnisa, A. H., Ningrum, J. W., Huda, N., & Rini, N. (2020). Pengaruh Brand Awareness dan Kepercayaan Terhadap Keputusan Menyalurkan Zakat dan Donasi Melalui Tokopedia. Jurnal Ilmiah Ekonomi Islam, 6(2), 284. https://doi.org/10.29040/jiei.v6i2.761
Lukiswati, I., Djuraidah, A., & Syafitri, U. D. (2020). Analisis Regresi Data Panel pada Indeks Pembangunan Gender (IPG) Jawa Tengah Tahun 2011-2015. Indonesian Journal of Statistics and Its Applications, 4(1), 89–96. https://doi.org/10.29244/ijsa.v4i1.331
M. Fariz Fadillah Mardianto, Ulya, R. W., & Syamsudin, A. S. (2021). Analysis of Society Satisfaction of The E-Toll System In Indonesia Based On Structural Equation Model. Jurnal Matematika MANTIK, 7(2 SE-Articles), 115–123. http://jurnalsaintek.uinsby.ac.id/index.php/mantik/article/view/1143
Mandhani, J., Nayak, J. K., & Parida, M. (2020). Interrelationships among service quality factors of Metro Rail Transit System: An integrated Bayesian networks and PLS-SEM approach. Transportation Research Part A: Policy and Practice, 140(August), 320–336. https://doi.org/10.1016/j.tra.2020.08.014
Mikuli?, J., & Ryan, C. (2018). Reflective versus formative confusion in SEM based tourism research: A critical comment. Tourism Management, 68(March), 465–469. https://doi.org/10.1016/j.tourman.2018.05.002
Mohammad, J., Quoquab, F., Idris, F., Al Jabari, M., & Wishah, R. (2019). The mediating role of overall fairness perception: a structural equation modelling assessment. Employee Relations, 41(3), 614–636. https://doi.org/10.1108/ER-10-2017-0243
Munerah, S., Koay, K. Y., & Thambiah, S. (2021). Factors influencing non-green consumers’ purchase intention: A Partial Least Squares Structural Equation Modelling (PLS-SEM) approach. Journal of Cleaner Production, 280, 124192. https://doi.org/10.1016/j.jclepro.2020.124192
Purwanto, A., & Sudargini, Y. (2021). Partial Least Squares Structural Squation Modeling ( PLS-SEM ) Analysis for Social and Management Research?: A Literature Review. Journal of Industrial Engineering & Management Research, 2(4), 114–123.
Quisumbing et al. (2021). Women’s empowerment and gender equality in South Asian agriculture: Measuring progress using the project-level Women’s Empowerment in Agriculture Index (pro-WEAI) in Bangladesh and India. World Development, 1–4. https://doi.org/10.1016/j.worlddev.2021.105396
Rahmawati, D. N., Lukitasari, I., & Raharjo, A. P. (2018). Pembangunan Manusia Berbasis Gender 2018 (Vol. 11, Issue 0). Kementerian Pemberdayaan Perempuan dan Perlindungan Anak.
Ramli, N. A., Latan, H., & Solovida, G. T. (2019). Determinants of capital structure and firm financial performance—A PLS-SEM approach: Evidence from Malaysia and Indonesia. Quarterly Review of Economics and Finance, 71, 148–160. https://doi.org/10.1016/j.qref.2018.07.001
Statistik, B. P. (2019). Indeks Pembangunan Gender (IPG) 2020-2021. https://www.bps.go.id/indicator/40/463/1/indeks-pembangunan-gender-ipg-.html
Timur, B. J. (2019). Indeks Pembangunan Gender (IPG) 2019-2021. https://jatim.bps.go.id/indicator/40/176/1/indeks-pembangunan-gender-ipg-.html
Timur, B. J. (2021). IPM 2019-2021. 2021. https://jatim.bps.go.id/indicator/26/36/1/ipm.html
Wibowo, D. Y. A., Muljono, P., & Sumertajaya, I. M. (2021). Analysis of The Effect of Dynamic Capability, Knowledge Management on Employee Performance. Jurnal Akuntansi, Manajemen Dan Ekonomi, 19(4). http://jos.unsoed.ac.id/index.php/jame/article/view/3026
Wisnujati, N. S. (2020). Penyusunan Indeks Pemberdayaan Gender dan Indeks Pembangunan Kabupaten Bojonegoro. Journal Sosioagribis, 20(2), 67–81.
Yudatama, U., Hidayanto, A. N., Nazief, B. A. A., & Phusavat, K. (2019). Data to model the effect of awareness on the success of IT Governance implementation: A Partial Least Squares Structural Equation Modeling approach (PLS-SEM). Data in Brief, 25, 104333. https://doi.org/10.1016/j.dib.2019.104333
Zhang, J., & Zhang, Y. (2021). A qualitative comparative analysis of tourism and gender equality in emerging economies. Journal of Hospitality and Tourism Management, 46(26), 290–291. https://doi.org/10.1016/j.jhtm.2021.01.009
Cholidah, E. N., Baliwati, Y. F., & Khomsan, A. (2018). Pemodelan Obesitas dan Ketahanan Pangan Di Provinsi Jawa Barat: Pendekatan Partial Least Square Structural Equation Modeling [PLS-SEM] (Obesity And Food Security Modeling In West Java Province: Partial Least Square – Structural Equation Modeling [PLS-SEM]. 41(2), 1–12.
Darsyah, M. Y., & Sara, D. S. (2016). Seemingly Unrelated Regression Pada Indeks Pembangunan Gender Di Jawa Tengah. Seemingly Unrelated Regression Pada Indeks Pembangunan Gender Di Jawa Tengah, 4(2), 1–3.
Dini, I. M., Fajriyah, Mahdiah, Y., Fahmadia, E., & Lukitasari, I. (2020). Gender 2020. 14.
Fattore, M., Pelagatti, M., & Vittadini, G. (2018). A least squares approach to latent variables extraction in formative–reflective models. Computational Statistics and Data Analysis, 120, 84–97. https://doi.org/10.1016/j.csda.2017.11.006
Galistya, T. M. (2017). Dimensi Kesetaraan Gender di Indonesia dengan Pendekatan PLS Prediction- Dimensi Kesetaraan Gender di Indonesia dengan Pendekatan PLS Prediction-Oriented Segmentation ( PLS-POS ). Tesis, Institusi Teknologi Sepuluh November.
Garson, G. D. (2016). Partial Least Squares?: Regression & Structural Equation Models. Statistical Publishing Associates.
Gupta, K., Rani, R., Sharma, A., Bansal, P., Dev, A., & Gandhi, R. (2023). Predicting Gender Development Index using Machine Learning. Proceedings of the 13th International Conference on Cloud Computing, Data Science and Engineering, Confluence 2023, 530–535. https://doi.org/10.1109/Confluence56041.2023.10048850
Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2019). When to use and how to report the results of PLS-SEM. European Business Review, 31(1), 2–24. https://doi.org/10.1108/EBR-11-2018-0203
Joseph F. Hair, J., Hult, G. T. M., Ringle, C. M., & Sarstedt, M. (2017). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM). second ed.
Kertati, I. (2021). Analisis Indeks Pembangunan Gender (IPG) dan Indeks Pemberdayaan Gender (IDG) Kota Surakarta. Public Service and Governance Journal, Vol 2(1), 1–11.
Khairunnisa, A. H., Ningrum, J. W., Huda, N., & Rini, N. (2020). Pengaruh Brand Awareness dan Kepercayaan Terhadap Keputusan Menyalurkan Zakat dan Donasi Melalui Tokopedia. Jurnal Ilmiah Ekonomi Islam, 6(2), 284. https://doi.org/10.29040/jiei.v6i2.761
Lukiswati, I., Djuraidah, A., & Syafitri, U. D. (2020). Analisis Regresi Data Panel pada Indeks Pembangunan Gender (IPG) Jawa Tengah Tahun 2011-2015. Indonesian Journal of Statistics and Its Applications, 4(1), 89–96. https://doi.org/10.29244/ijsa.v4i1.331
M. Fariz Fadillah Mardianto, Ulya, R. W., & Syamsudin, A. S. (2021). Analysis of Society Satisfaction of The E-Toll System In Indonesia Based On Structural Equation Model. Jurnal Matematika MANTIK, 7(2 SE-Articles), 115–123. http://jurnalsaintek.uinsby.ac.id/index.php/mantik/article/view/1143
Mandhani, J., Nayak, J. K., & Parida, M. (2020). Interrelationships among service quality factors of Metro Rail Transit System: An integrated Bayesian networks and PLS-SEM approach. Transportation Research Part A: Policy and Practice, 140(August), 320–336. https://doi.org/10.1016/j.tra.2020.08.014
Mikuli?, J., & Ryan, C. (2018). Reflective versus formative confusion in SEM based tourism research: A critical comment. Tourism Management, 68(March), 465–469. https://doi.org/10.1016/j.tourman.2018.05.002
Mohammad, J., Quoquab, F., Idris, F., Al Jabari, M., & Wishah, R. (2019). The mediating role of overall fairness perception: a structural equation modelling assessment. Employee Relations, 41(3), 614–636. https://doi.org/10.1108/ER-10-2017-0243
Munerah, S., Koay, K. Y., & Thambiah, S. (2021). Factors influencing non-green consumers’ purchase intention: A Partial Least Squares Structural Equation Modelling (PLS-SEM) approach. Journal of Cleaner Production, 280, 124192. https://doi.org/10.1016/j.jclepro.2020.124192
Purwanto, A., & Sudargini, Y. (2021). Partial Least Squares Structural Squation Modeling ( PLS-SEM ) Analysis for Social and Management Research?: A Literature Review. Journal of Industrial Engineering & Management Research, 2(4), 114–123.
Quisumbing et al. (2021). Women’s empowerment and gender equality in South Asian agriculture: Measuring progress using the project-level Women’s Empowerment in Agriculture Index (pro-WEAI) in Bangladesh and India. World Development, 1–4. https://doi.org/10.1016/j.worlddev.2021.105396
Rahmawati, D. N., Lukitasari, I., & Raharjo, A. P. (2018). Pembangunan Manusia Berbasis Gender 2018 (Vol. 11, Issue 0). Kementerian Pemberdayaan Perempuan dan Perlindungan Anak.
Ramli, N. A., Latan, H., & Solovida, G. T. (2019). Determinants of capital structure and firm financial performance—A PLS-SEM approach: Evidence from Malaysia and Indonesia. Quarterly Review of Economics and Finance, 71, 148–160. https://doi.org/10.1016/j.qref.2018.07.001
Statistik, B. P. (2019). Indeks Pembangunan Gender (IPG) 2020-2021. https://www.bps.go.id/indicator/40/463/1/indeks-pembangunan-gender-ipg-.html
Timur, B. J. (2019). Indeks Pembangunan Gender (IPG) 2019-2021. https://jatim.bps.go.id/indicator/40/176/1/indeks-pembangunan-gender-ipg-.html
Timur, B. J. (2021). IPM 2019-2021. 2021. https://jatim.bps.go.id/indicator/26/36/1/ipm.html
Wibowo, D. Y. A., Muljono, P., & Sumertajaya, I. M. (2021). Analysis of The Effect of Dynamic Capability, Knowledge Management on Employee Performance. Jurnal Akuntansi, Manajemen Dan Ekonomi, 19(4). http://jos.unsoed.ac.id/index.php/jame/article/view/3026
Wisnujati, N. S. (2020). Penyusunan Indeks Pemberdayaan Gender dan Indeks Pembangunan Kabupaten Bojonegoro. Journal Sosioagribis, 20(2), 67–81.
Yudatama, U., Hidayanto, A. N., Nazief, B. A. A., & Phusavat, K. (2019). Data to model the effect of awareness on the success of IT Governance implementation: A Partial Least Squares Structural Equation Modeling approach (PLS-SEM). Data in Brief, 25, 104333. https://doi.org/10.1016/j.dib.2019.104333
Zhang, J., & Zhang, Y. (2021). A qualitative comparative analysis of tourism and gender equality in emerging economies. Journal of Hospitality and Tourism Management, 46(26), 290–291. https://doi.org/10.1016/j.jhtm.2021.01.009
Copyright and Licensing
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.