Alfira Mulya Astuti, Pizatul Islamiyah, Achmad Syahrul Choir, Mohd Afifi Bahurudin Setambah

Alfira Mulya Astuti; Pizatul Islamiyah; Achmad Syahrul Choir; Mohd Afifi Bahurudin Setambah

doi:10.31764/jtam.v9i3.31055

Alfira Mulya Astuti, Pizatul Islamiyah, Achmad Syahrul Choir, Mohd Afifi Bahurudin Setambah

Alfira Mulya Astuti, Pizatul Islamiyah, Achmad Syahrul Choir, Mohd Afifi Bahurudin Setambah

Abstract

The human development index is the primary indicator used to measure the level of success of human development. It is important to study because the human development index can provide a more comprehensive picture of a region or country's progress in improving its people's quality of life and guide the government in designing more effective development policies, identifying social gaps, and directing efforts to improve the quality of life of society as a whole. This research aims to identify the most significant component of the HDI calculation through the application of standardized coefficients and to analyze the influence of the number of poor people on the human development index in West Nusa Tenggara (NTB) province during 2010-2023 period. This research is quantitative in essence. The independent variables were life expectancy at birth, expected years of schooling, mean years of schooling, adjusted per capita expenditure, and number of poor people. The individual observation units in this study were 10 districts/cities in the NTB province. Data were sourced from Badan Pusat Statistik (BPS) NTB Province and analyzed using the panel regression method. The results of model selection show that the Fixed Effect Model is the best model for modeling the human development index in NTB province. The adjusted per capita expenditure had the greatest impact on the human development index of NTB Province in 2010–2023. The expected years of schooling was the variable that contributed the least to the entire components of the HDI in NTB province. The number of poor people had a significant effect on the human development index of NTB province from 2010 to 2023.

Keywords

Regression Analysis; Panel Model; Human Development Index.

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References

Anekawati, A., Purhadi, Rofik, M., & Hidayat, S. (2024). A Spatial Error Model in Structural Equation for the Human Development Index Modeling. International Journal of Mathematical, Engineering and Management Sciences, 9(3), 537–556. https://doi.org/10.33889/IJMEMS.2024.9.3.028

Astuti, A. M., Afifurrahman, & Negara, H. R. P. (2024). Analysis of Human Development Index in West Nusa Tenggara Province with Spatial Panel Model. International Journal of Computing Science and Applied Mathematics, 10(2), 113–118. https://doi.org/10.12962/j24775401.v10i2.21957

Astuti, A. M., Ashri, E. S., & Sabri, S. (2024). Modeling Life Expectancy Index in West Nusa Tenggara Province with Panel Regression Method. Inferensi, 7(1), 53. https://doi.org/10.12962/j27213862.v7i1.20148

Astuti, A. M., Setiawan, S., Zain, I., & Purnomo, J. D. T. (2020). A Review of Panel Data on Spatial Econometrics Models. Journal of Physics: Conference Series, 1490(1), 1–13. https://doi.org/10.1088/1742-6596/1490/1/012032

Astuti, A. M., Setiawan, S., Zain, I., & Purnomo, J. D. T. (2021). The extended algorithm for quasi maximum likelihood parameter estimation. AIP Conference Proceedings, 2360, 1–5. https://doi.org/10.1063/5.0059509

Astuti, A. M., Setiawan, S., Zain, I., & Purnomo, J. D. T. (2023). A modified generalized estimating equation approach for simultaneous spatial durbin panel model: Case study of economic growth in ASEAN countries. Decision Science Letters, 12(2), 369–388. https://doi.org/10.5267/dsl.2023.1.001

Atkinson, A. C., Riani, M., & Torti, F. (2016). Robust methods for heteroskedastic regression. Computational Statistics & Data Analysis, 104, 209–222. https://doi.org/10.1016/j.csda.2016.07.002

Awary, N., & Nilasari, A. (2025). The Influence of Poverty, Unemployment, and Economic Growth on the Human Development Index (HDI) in East Java Province 2020-2023. Formosa Journal of Multidisciplinary Research, 4(4), 1615–1630. https://doi.org/10.55927/fjmr.v4i4.144

Baltagi, B. H. (2021). Econometrics (Sixth). Springer.

Belotti, F., Hughes, G., & Mortari, A. P. (2017). Spatial panel-data models using Stata. Stata Journal, 17(1), 139–180. https://doi.org/10.1177/1536867x1701700109

Born, B., & Breitung, J. (2016). Testing for Serial Correlation in Fixed-Effects Panel Data Models. Econometric Reviews, 35(7), 1290–1316. https://doi.org/10.1080/07474938.2014.976524

BPS-Statistics Indonesia. (2024). Indeks Pembangunan Manusia 2023 (Direktorat Analisis dan Pengembangan Statistik, Ed.; Vol. 18). Badan Pusat Statistik Republik Indonesia.

BPS-Statistics Indonesia. (2025). Human Development Index 2024 (Vol. 19). Badan Pusat Statistik.

BPS-Statistics NTB Province. (2023). Nusa Tenggara Barat Province in Figures 2022. BPS Provinsi Nusa Tenggara Barat.

Chen, B. (2022). A robust test for serial correlation in panel data models. Econometric Reviews, 41(9), 1095–1112. https://doi.org/10.1080/07474938.2022.2091362

Dewi, A. K., & Nurhayati, S. F. (2023). Analysis Effect of Human Development Index (HDI), Regency/City Minimum Wage (UMK), Investment and Unemployment Rate on the Number of Poor People in Bali Province in 2012-2021. Wiga : Jurnal Penelitian Ilmu Ekonomi, 13(1), 95–102. https://doi.org/10.30741/wiga.v13i1.933

Faiza, U. N., & Hayati, M. (2024). Factors Influencing the Human Development Index (HDI) in Lampung Province: A Multiple Linear Regression Analysis. Symmetry & Sigma: Journal of Mathematical Structures and Statistical Patterns, 1(2), 148–164. https://doi.org/10.58989/symmerge.v1i2.27

Feng, S., Li, G., Tong, T., & Luo, S. (2020). Testing for heteroskedasticity in two-way fixed effects panel data models. Journal of Applied Statistics, 47(1), 91–116. https://doi.org/10.1080/02664763.2019.1634682

Gallo, L. J., & Pirotte, A. (2017). Models for Spatial Panels. In L. Matyas (Ed.), The Econometrics of Multi-dimensional Panels. Theory and Applications (pp. 263–289). Springer International Publishing. https://mdpd2ed.ceu.edu/CompiledBook.pdf

Greene, W. H. (2018). Econometric Analysis (Eighth). Pearson.

Han, C., & Kim, H. (2023). Heteroskedasticity‐Robust Standard Errors for Dynamic Panel Data Models with Fixed Effects*. Oxford Bulletin of Economics and Statistics, 85(5), 1135–1155. https://doi.org/10.1111/obes.12554

Herre, B., & Arriagada, P. (2023, November 1). The Human Development Index and related indices: what they are and what we can learn from them. OurWorldinData.Org. https://ourworldindata.org/human-development-index

Humaira, U. H., & Nugraha, J. (2018). Analysis of Factors Affecting the Human Development Index in West Kalimantan Province using Data Panel Data Regression. Eksakta: Jurnal Ilmu-Ilmu MIPA, 18(2), 97–105. https://doi.org/10.20885/eksakta.vol18.iss2.art2

Jalil, S. A., & Kamaruddin, M. N. (2018). Examining the Relationship between Human Development Index and Socio-Economic Variables: A Panel Data Analysis. Journal of International Business, Economics and Entrepreneurship, 3(2), 37–44. https://doi.org/10.24191/jibe.v3i2.14431

Kamil, M. A. Z., Kurniawan, A., & Amelia, D. (2024). Modeling of Human Development Index (HDI) in Indonesia Using Multivariate Adaptive Regression Spline Method. International Journal of Academic and Applied Research, 8(6), 72–80. http://ijeais.org/wp-content/uploads/2024/6/IJAAR240610.pdf

Kumar, N. K. (2023). Autocorrelation and Heteroscedasticity in Regression Analysis. Journal of Business and Social Sciences, 5(1), 9–20. https://doi.org/10.3126/jbss.v5i1.72442

Lee, L.-F., & Yu, J. (2015). Identification of Spatial Durbin Panel Models. Journal of Applied Econometrics, 30(1), 133–162. https://doi.org/10.1002/jae.2450

Lind, N. (2019). A Development of the Human Development Index. Social Indicators Research, 146(3), 409–423. https://doi.org/10.1007/s11205-019-02133-9

Mangaraj, B. K., & Aparajita, U. (2020). Constructing a generalized model of the human development index. Socio-Economic Planning Sciences, 70, 100778. https://doi.org/10.1016/j.seps.2019.100778

Nieminen, P. (2022). Application of Standardized Regression Coefficient in Meta-Analysis. In BioMedInformatics (Vol. 2, Issue 3, pp. 434–458). Multidisciplinary Digital Publishing Institute (MDPI). https://doi.org/10.3390/biomedinformatics2030028

Nur, B., & Yuliansyah, R. (2020). The Influence of Revenues and Capital Expenditures to the Human Development Index at 4 Provinces in Indonesia. Proceedings of the Annual International Conference on Accounting Research (AICAR 2019), 69–72. https://doi.org/10.2991/aebmr.k.200309.016

Peng, B., Yu, J., & Zhu, Y. (2021). A heteroskedasticity robust test for cross-sectional correlation in a fixed effects panel data model. Economics Letters, 201, 109799. https://doi.org/10.1016/j.econlet.2021.109799

Pertiwi, Y., Permana, D., Amalita, N., & Salma, A. (2023). Modeling Human Development Index in Papua and West Sumatera with Multivariate Adaptive Regression Spline. UNP Journal of Statistics and Data Science, 1(3), 188–195. https://doi.org/10.24036/ujsds/vol1-iss3/54

Pötscher, B. M., & Preinerstorfer, D. (2025). Valid Heteroskedasticity Robust Testing. Econometric Theory, 41(2), 249–301. https://doi.org/10.1017/S0266466623000269

Pramesti, W., & Indrasetianingsih, A. (2018). East Java Human Development Index Modeling with Spatial Regression Approach. Proceedings of the 1st International Conference on Social Sciences (ICSS 2018), 1494–1498. https://doi.org/10.2991/icss-18.2018.312

Pramesti, W., & Suharsono, A. (2019). Spatial autoregressive model for modeling of human development index in East Java province. International Journal of Mechanical Engineering and Technology, 10(1), 626–632. https://paper.researchbib.com/view/paper/211799

Pramuja, R. A., Sari, N. P., Arifin, Z., Azizurrohman, M., & Supiandi, S. (2023). Long- and short-term analysis on the Human Development Index in West Nusa Tenggara. Journal of Enterprise and Development, 5(1), 58–72. https://doi.org/10.20414/jed.v5i1.6764

Purba, B. (2019). Analysis of Human Development Index in The Highlands Region of North Sumatera Province Indonesia. The 1st Multi-Disciplinary International Conference. https://www.semanticscholar.org/paper/ANALYSIS-OF-HUMAN-DEVELOPMENT-INDEX-IN-THE-REGION-Purba/bc5c3e805afc5c80ce01a1170ffafbd9ce35563e#citing-papers

Rahmawati, D. P., Budiantara, I. N., Prastyo, D. D., & Octavanny, M. A. D. (2021). Modeling of Human Development Index in Papua Province Using Spline Smoothing Estimator in Nonparametric Regression. Journal of Physics: Conference Series, 1752(1). https://doi.org/10.1088/1742-6596/1752/1/012018

Rayes, F. A. P. (2019). Human Development Analysis: The Role of Demographic Factors in West Nusa Tenggara in The Period of 2013-2017 [Scientific Journal, Universitas Brawijaya]. https://repository.ub.ac.id/id/eprint/174627/

Sachs, M. C., Ohlendorff, J. S., Brand, A., Sjölander, A., & Gabriel, E. E. (2025). The next generation of regression standardization with the R package stdReg2. Annals of Epidemiology, 105, 66–74. https://doi.org/10.1016/j.annepidem.2025.04.002

Sapurah, S., Gunartha, I. G. E., & Fitriyani, N. (2021). Panel Data Regression Analysis of Human Development Index in West Nusa Tenggara Province with Fixed Effect Model. Eigen Mathematics Journal, 4(2), 60–67. https://doi.org/10.29303/emj.v4i2.114

Saputro, D. R. S., Hastutik, R. D., & Widyaningsih, P. (2021). The modeling of human development index (HDI) in Papua-Indonesia using geographically weighted ridge regression (GWRR). AIP Conference Proceedings, 020025. https://doi.org/10.1063/5.0040329

Sari, P. B. K. (2022). Determinants of Human Development Index in East Java Province. Efficient: Indonesian Journal of Development Economics, 5(1), 1494–1504. https://doi.org/10.15294/efficient.v5i1.50286

Sasmita, N. R., Phonna, R. A., Fikri, M. K., Khairul, M., Apriliansyah, F., Idroes, G. M., Puspitasari, A., & Saputra, F. E. (2023). Statistical Assessment of Human Development Index Variations and Their Correlates: A Case Study of Aceh Province, Indonesia. Grimsa Journal of Business and Economics Studies, 1(1), 12–24. https://doi.org/10.61975/gjbes.v1i1.14

Setiawan, A. (2023). Relationship model among human development index, Gini coefficient, per capita non-food expenditure, per capita gross regional domestic product and development financing in provinces in Indonesia for the 2015-2019 period. AIP Conference Prosiding, 030008. https://doi.org/10.1063/5.0177428

Singh, K., Cheemalapati, S., RamiReddy, S. R., Kurian, G., Muzumdar, P., & Muley, A. (2025). Determinants of Human Development Index (HDI): A Regression Analysis of Economic and Social Indicators. Asian Journal of Economics, Business and Accounting, 25(1), 26–34. https://doi.org/10.9734/ajeba/2025/v25i11630

Susanti, Y., Nirwana, M. B., & Prichanti, L. A. (2025). Modelling of human development index (HDI) in Indonesia using generalize scale (GS) estimation robust regression. AIP Conference Prociding, 020033. https://doi.org/10.1063/5.0262926

Tobaigy, F., Alamoudi, M., & Bafail, O. (2023). Human Development Index: Determining and Ranking the Significant Factors. International Journal of Engineering Research & Technology (IJERT), 12(3), 231–245. https://doi.org/10.17577/IJERTV12IS030142

UNDP. (2022). Human Development Report 2021/2022: Uncertain Times, Unsettled Lives Shaping Our Future in A Transforming World. United Nations Development Programme. https://hdr.undp.org/content/human-development-report-2021-22

van Ginkel, J. R. (2020). Standardized Regression Coefficients and Newly Proposed Estimators for R2 in Multiply Imputed Data. Psychometrika, 85(1), 185–205. https://doi.org/10.1007/s11336-020-09696-4

Wang, M., Kang, X., Liang, J., Wang, K., & Wu, Y. (2024). Heteroscedasticity identification and variable selection via multiple quantile regression. Journal of Statistical Computation and Simulation, 94(2), 297–314. https://doi.org/10.1080/00949655.2023.2243533

Wathani, H. I., Asmony, T., & Herwanti, Rr. T. (2017). The Effect of Local Government Leader Characteristics and Audit Opinion on Local Government Performance and Its Implications on Human Development Index in West Nusa Tenggara. Proceeding International Conference on Economics, Business and Information Technology (ICEBIT), 638–656. https://api.semanticscholar.org/CorpusID:211002684

Wooldridge, J. M. (2016). Introductory Econometrics: A Modern Approach (Sixth). Cengage Learning. www.cengage.com/highered

Yanuar, F., Tillah, M., & Devianto, D. D. (2018). Modeling of Human Development Index Using Ridge Regression Method. EKSAKTA, 19(2), 1–11. https://doi.org/10.24036/eksakta/vol19-iss02/134

Yolanda, Y. (2017). Analysis of Factors Affecting Inflation and its Impact on Human Development Index and Poverty in Indonesia. European Research Studies Journal, 20(4), 38–56. https://www.um.edu.mt/library/oar//handle/123456789/33040

DOI: https://doi.org/10.31764/jtam.v9i3.31055