Garis Kemiskinan di DKI Jakarta: Analisis Regresi Non-Linear dengan GAM

This study analyzes the poverty line in DKI Jakarta using non-linear regression with the Generalized Additive Model (GAM) and considering spatial aspects through Eigenvector Filtering. Secondary data from BPS DKI Jakarta for the period 2018-2022 is used with independent variables in the form of Expenditure per Capita (PPK), Open Unemployment Rate (TPT), and Human Development Index (HDI). The results show that PPK has a significant non-linear relationship with the poverty line, while TPT and HDI have no significant effect. Spatial analysis reveals patterns of poverty distribution that reflect differences in economic structure and access to public services in different areas of Jakarta. These findings emphasize the need for poverty alleviation policies that focus on increasing people's purchasing power and equalizing economic access across administrative regions.

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Publication Details

Journal
AKSIOMA Jurnal Sains Ekonomi dan Edukasi
Published
2025-02-06
DOI
https://doi.org/10.62335/aksioma.v2i2.868
Primary Topic
Economic Growth and Fiscal Policies
Type
article
Field-Weighted Citation Impact
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article

Garis Kemiskinan di DKI Jakarta: Analisis Regresi Non-Linear dengan GAM

Melati Janet Livia Simanjuntak
AKSIOMA Jurnal Sains Ekonomi dan Edukasi
Economic Growth and Fiscal Policies
article

Garis Kemiskinan di DKI Jakarta: Analisis Regresi Non-Linear dengan GAM

Melati Janet Livia Simanjuntak
article en

Abstract

This study analyzes the poverty line in DKI Jakarta using non-linear regression with the Generalized Additive Model (GAM) and considering spatial aspects through Eigenvector Filtering. Secondary data from BPS DKI Jakarta for the period 2018-2022 is used with independent variables in the form of Expenditure per Capita (PPK), Open Unemployment Rate (TPT), and Human Development Index (HDI). The results show that PPK has a significant non-linear relationship with the poverty line, while TPT and HDI have no significant effect. Spatial analysis reveals patterns of poverty distribution that reflect differences in economic structure and access to public services in different areas of Jakarta. These findings emphasize the need for poverty alleviation policies that focus on increasing people's purchasing power and equalizing economic access across administrative regions.

AKSIOMA Jurnal Sains Ekonomi dan EdukasiVol. 2(2)
Indonesia Defense University (ID)
Openalex Percentile: Top 97%
Economic Growth and Fiscal Policies
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