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Estimation of Sub-District Level Income and Night Lights Data : Towards Developing a Methodology

By: Contributor(s): Publication details: Bangalore NLSIU 2020Description: 58pOnline resources:
Contents:
Contents Acknowledgements ; Abstract ; Abbreviations ; List of Tables ; List of Illustrations ; 1. Introduction ; 1.1 Problem with GDP Estimation ; 1.2 Research Agenda ; 1.3 Organisation of the Dissertation ; 2. Review of Literature ; 2.1 Overview of Socio-Economic Research Using Nightlights ; 2.2 India Specific Applications of Nightlights ; 3. Research Methodology ; 3.1 Research Context and Gap ; 3.2 Research Problem ; 3.3 Research Objectives ; 3.4 Research Questions ; 3.5 Research Design ; 3.5.1 Overview ; 3.5.2 Data Collection and Analyses; 3.6 Statistical Methodology; 3.6.1 The Statistical Framework of Elasticity Approach ; 3.6.2 Statistics and Rationale for Spatial Approach ; 3.6.3 The Statistical Model for Lead Approach ; 3.6.4 The Statistical Model for Difference in Differences (DID) Approach ; 4. Sources of Nightlights Data Collection ; 4.1 Features of Nightlights Data ; 4.2 SMPP-VIIRS Data Products ; 4.3 Processing of Raster Images using GADM Data & QGIS; 5. Analysis and Application of Radiance Data ; 5.1 Nightlights at National Level ; 5.2 Nightlights at State Level ; 5.3 Nightlights at District Level ; 5.4 Nightlights and Taluk Level Income ; 5.5 Nightlights and Demonetisation ; 6. Conclusion ; 6.1 Summary of the Findings ; 6.2 Limitations of the Study ; 6.3 Recommendations for Further Study ; Appendices ; Appendix 1: List of states used in section 5.2 ; Appendix 2: Hausman and LM Test Results in Chapter 5 ; Appendix 3: Sample Estimation of Taluk Level Incomes in Rs (lacs) ; References and Bibliography.
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Contents
Acknowledgements ;
Abstract ;
Abbreviations ;
List of Tables ;
List of Illustrations ;
1. Introduction ;
1.1 Problem with GDP Estimation ;
1.2 Research Agenda ;
1.3 Organisation of the Dissertation ;
2. Review of Literature ;
2.1 Overview of Socio-Economic Research Using Nightlights ;
2.2 India Specific Applications of Nightlights ;
3. Research Methodology ;
3.1 Research Context and Gap ;
3.2 Research Problem ;
3.3 Research Objectives ;
3.4 Research Questions ;
3.5 Research Design ;
3.5.1 Overview ;
3.5.2 Data Collection and Analyses;
3.6 Statistical Methodology;
3.6.1 The Statistical Framework of Elasticity Approach ;
3.6.2 Statistics and Rationale for Spatial Approach ;
3.6.3 The Statistical Model for Lead Approach ;
3.6.4 The Statistical Model for Difference in Differences (DID) Approach ;
4. Sources of Nightlights Data Collection ;
4.1 Features of Nightlights Data ;
4.2 SMPP-VIIRS Data Products ;
4.3 Processing of Raster Images using GADM Data & QGIS;
5. Analysis and Application of Radiance Data ;
5.1 Nightlights at National Level ;
5.2 Nightlights at State Level ;
5.3 Nightlights at District Level ;
5.4 Nightlights and Taluk Level Income ;
5.5 Nightlights and Demonetisation ;
6. Conclusion ;
6.1 Summary of the Findings ;
6.2 Limitations of the Study ;
6.3 Recommendations for Further Study ;
Appendices ;
Appendix 1: List of states used in section 5.2 ;
Appendix 2: Hausman and LM Test Results in Chapter 5 ;
Appendix 3: Sample Estimation of Taluk Level Incomes in Rs (lacs) ;
References and Bibliography.