Panel Data Spatial Regression Modeling with a Rook Contiguity Weighting Function on the Human Development Index in West Sumatera Province
The achievement of the level of welfare of a region or country can be seen from the level of human development as measured by the Human Development Index (HDI). West Sumatra is one of the provinces with HDI achievements above the national average. However, there are still regencies/cities in West Su...
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| Format: | Article |
| Language: | English |
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Universitas Muhammadiyah Mataram
2024-01-01
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| Series: | JTAM (Jurnal Teori dan Aplikasi Matematika) |
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| Online Access: | http://journal.ummat.ac.id/index.php/jtam/article/view/16675 |
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| author | Prizka Rismawati Arum Lisa Anggraini Indah Manfaati Nur Eko Andy Purnomo |
| author_facet | Prizka Rismawati Arum Lisa Anggraini Indah Manfaati Nur Eko Andy Purnomo |
| author_sort | Prizka Rismawati Arum |
| collection | DOAJ |
| description | The achievement of the level of welfare of a region or country can be seen from the level of human development as measured by the Human Development Index (HDI). West Sumatra is one of the provinces with HDI achievements above the national average. However, there are still regencies/cities in West Sumatra Province that have HDI achievements below the national average and HDI achievements in West Sumatra Province Regencies/Cities have changed in 2017-2021. Therefore, in this study, spatial analysis of panel data was used. The aim of this research is to find out the general description of the HDI of West Sumatra Province, obtain a panel data spatial regression model and obtain variables that significantly influence on HDI in West Sumatra Province 2017─2021because differences in HDI achievement were suspected to have influences from areas that were side by side and the area was observed more than once. The model formed from this analysis using the rook contigutiy weighting function is Random Effect Spatial Autoregressive because the spatial interactions formed in human development index data in West Sumatra Province are real at lag. This model is a suitable model based on panel spatial model selection and has an R2 value of 92.94%. Analysis of human development index data in regencies/cities in West Sumatra Province using spatial regression panel data obtained results that expectations of school length (X1), average length of schooling (X2), and population density (X3) significantly directly influenced the human development index in regencies/cities in West Sumatra Province. |
| first_indexed | 2024-03-07T14:04:15Z |
| format | Article |
| id | doaj.art-b022ab5e8c03418ebf7067121497cb24 |
| institution | Directory Open Access Journal |
| issn | 2597-7512 2614-1175 |
| language | English |
| last_indexed | 2024-03-07T14:04:15Z |
| publishDate | 2024-01-01 |
| publisher | Universitas Muhammadiyah Mataram |
| record_format | Article |
| series | JTAM (Jurnal Teori dan Aplikasi Matematika) |
| spelling | doaj.art-b022ab5e8c03418ebf7067121497cb242024-03-07T03:59:53ZengUniversitas Muhammadiyah MataramJTAM (Jurnal Teori dan Aplikasi Matematika)2597-75122614-11752024-01-018111410.31764/jtam.v8i1.166758186Panel Data Spatial Regression Modeling with a Rook Contiguity Weighting Function on the Human Development Index in West Sumatera ProvincePrizka Rismawati Arum0Lisa Anggraini1Indah Manfaati Nur2Eko Andy Purnomo3Departement of Statistics Faculty of Mathematics and Natural Science, Universitas Muhammadiyah SemarangDepartement of Statistics Faculty of Mathematics and Natural Science, Universitas Muhammadiyah SemarangDepartement of Statistics Faculty of Mathematics and Natural Science, Universitas Muhammadiyah SemarangDepartement of Statistics Faculty of Mathematics and Natural Science, Universitas Muhammadiyah SemarangThe achievement of the level of welfare of a region or country can be seen from the level of human development as measured by the Human Development Index (HDI). West Sumatra is one of the provinces with HDI achievements above the national average. However, there are still regencies/cities in West Sumatra Province that have HDI achievements below the national average and HDI achievements in West Sumatra Province Regencies/Cities have changed in 2017-2021. Therefore, in this study, spatial analysis of panel data was used. The aim of this research is to find out the general description of the HDI of West Sumatra Province, obtain a panel data spatial regression model and obtain variables that significantly influence on HDI in West Sumatra Province 2017─2021because differences in HDI achievement were suspected to have influences from areas that were side by side and the area was observed more than once. The model formed from this analysis using the rook contigutiy weighting function is Random Effect Spatial Autoregressive because the spatial interactions formed in human development index data in West Sumatra Province are real at lag. This model is a suitable model based on panel spatial model selection and has an R2 value of 92.94%. Analysis of human development index data in regencies/cities in West Sumatra Province using spatial regression panel data obtained results that expectations of school length (X1), average length of schooling (X2), and population density (X3) significantly directly influenced the human development index in regencies/cities in West Sumatra Province.http://journal.ummat.ac.id/index.php/jtam/article/view/16675hdirook contiguityrandom effect spatial autoregrresive. |
| spellingShingle | Prizka Rismawati Arum Lisa Anggraini Indah Manfaati Nur Eko Andy Purnomo Panel Data Spatial Regression Modeling with a Rook Contiguity Weighting Function on the Human Development Index in West Sumatera Province JTAM (Jurnal Teori dan Aplikasi Matematika) hdi rook contiguity random effect spatial autoregrresive. |
| title | Panel Data Spatial Regression Modeling with a Rook Contiguity Weighting Function on the Human Development Index in West Sumatera Province |
| title_full | Panel Data Spatial Regression Modeling with a Rook Contiguity Weighting Function on the Human Development Index in West Sumatera Province |
| title_fullStr | Panel Data Spatial Regression Modeling with a Rook Contiguity Weighting Function on the Human Development Index in West Sumatera Province |
| title_full_unstemmed | Panel Data Spatial Regression Modeling with a Rook Contiguity Weighting Function on the Human Development Index in West Sumatera Province |
| title_short | Panel Data Spatial Regression Modeling with a Rook Contiguity Weighting Function on the Human Development Index in West Sumatera Province |
| title_sort | panel data spatial regression modeling with a rook contiguity weighting function on the human development index in west sumatera province |
| topic | hdi rook contiguity random effect spatial autoregrresive. |
| url | http://journal.ummat.ac.id/index.php/jtam/article/view/16675 |
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