Analysis of Relation Between Indicators in the Sustainable Development Goals in Indonesia Using Higher-Order PLS-PM
DOI:
https://doi.org/10.22452/mjs.vol45sp2.12Keywords:
SDGs, Higher-Order PLS-PM, indicator analysis, disaggregated dataAbstract
The world has been placing greater emphasis on the Sustainable Development Goals (SDGs) over the last decade, including in Indonesia. The SDGs represent a global commitment to enhancing community welfare and are structured around four dimensions: social, economic, environmental, and law and governance. The SDGs include 17 goals and some indicators for their measurement. Indonesia has achieved 62% of the 138 indicators targeted in 2022. The purpose of this research is to model the relationships among the dimensions, goals, and indicators of the SDGs, enabling an analysis of the main factors influencing sustainable development in Indonesia. Higher-Order Partial Least Square Path Modelling (PLS-PM) was used in this research to map the relationship between each dimension, goal, and indicator. The indicators were derived from the annual SDG report as the data from 34 provinces in 2023. The results of the 298 indicators are reduced to 75 indicators that exist its data on provincial level. Goal 3 “Good Health and Well-Being” is giving the most influence in social dimension of SDGs, while for the economic dimension and environment dimension are Goal 8 “Decent Work and Economic Growth” and Goal 13 “Climate Action”. The validation of the model shows that its predictive power is 64.55%, indicating that the constructed model closely fits the data. The findings of this study may be the consideration for policymakers in planning sustainable development in Indonesia to achieve the SDGs by 2030.
References
Alisjahbana, A.S., Murniningtyas, E. (2020) Tujuan Pembangunan Berkelanjutan (SDGs) di Indonesia. Unpad Press. Available online, accessed December 27, 2024.
Bappenas (2023) Laporan Pelaksanaan Pencapaian Tujuan Pembangunan Berkelanjutan (TPB/SDGs) Tahun 2023. Available online, accessed January 9, 2025.
Bihun, R., Lytvyn, V., Oleksiv, N. (2022) Mathematical modeling of tourism development in terri torial communities, Technol. Audit Prod. Reserves 2(2/64): 21–30.
Boubker, O., Douayri, K. (2020) Dataset on the relationship between consumer satisfaction, brand attitude, brand preference and purchase intentions of dairy product: The case of the Laayoune Sakia El Hamra region in Morocco, DataBrief. 32, 106172.
BPS (2024) Indonesian Sustainable Development Goals Indicators 2024. Available online, accessed January 22, 2025.
Cataldo, R., Corbisiero, F., Delle Cave, L., Grassia, M.G., Marino, M., Zavarrone, E. (2019) The Quality of Life in the Historic Centre of Naples: the use of PLS-PM Models to measure the Well-Being of the Citizens of Naples, Ital. Stud. Qual. Life, 111–125.
Cataldo, R., Crocetta, C., Grassia, M.G., Lauro, N.C., Marino, M., Voytsekhovska, V. (2021) Methodological PLS-PM framework for SDGs system, Soc. Indic. Res. 156, 701–723.
Cataldo, R., Cascella, C., Grassia, M.G., Lauro, C.N., Voytsekhovska, V. (2024) A PLS Hierarchical Path Modeling approach to analyze and address gender equality in the EU countries, Socio-Econ. Plan. Sci. 96, 102076.
Crocetta, C., Antonucci, L., Cataldo, R., Galasso, R., Grassia, M.G., Lauro, C.N., Marino, M. (2021) Higher-order PLS-PM approach for different types of constructs, Soc. Indic. Res. 154, 725–754.
de Morais Fernandes, G.H., do Valle Junior, R.F., de Melo Silva, M.M.A.P., Mendes, R.G., Fernandes, L.F.S., Fernandes, A.C.P., Pacheco, F.A.L., Pissarra, T.C.T., de Melo, M.C., Valera, C.A. (2023) A structural equation model of land capability and related drivers: Implications for land degradation forecasting in a tropical river basin, Land Degradation & Development 34(6): 1778–1794.
Henseler, J., Sarstedt, M. (2013) Goodness-of-fit indices for partial least squares path modeling, Comput. Stat. 28, 565–580.
Maia, R.V.D.L., Brigido, W.J.H., De Oliveira, J.M.P. (2024) Influencing factors on internal auditing maturity using PLS-PM, IEEE Access.
Pu, X., Cheng, Q. (2024) Unraveling the impacts of multiscale landscape patterns and socioeco nomic development on water quality: A case study of the National Sustainable Development Agenda Innovation Demonstration Zone in Lincang City, Southwest China, J. Hydrol. Reg. Stud. 51, 101660.
Rajani F., Boluk K.A. (2022) A critical commentary on the SDGs and the role of tourism, Tourism and Hospitality 3 (4): 855-860.
Sanchez, G. (2013) PLS Path Modeling with R, Trowchez Editions.
Sun, H., Shi, Y., Li, C., He, S., Bai, Y., Zhao, P., Qiu, D., Liu, J., He, S. (2024) Factors control ling the heavy metal ion activity in soil contaminated by microplastics with different mulch durations: Partial least squares path model, J. Hazard. Mater. 464, 133027.
Yang, Z., Liu, V., Lyu, C. (2024) Exploring social sharing value: Effects on customer attitudes and behaviors in restaurant livestreaming, Behavioral Sciences 14(7), 621.
Zafeer, H.M.I., Maqbool, S., Rong, Y., Maqbool, S. (2024) Mapping the relationship and influence of school internal factors with an eye towards students’ science academic outcomes, Heliyon 10(19).
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