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Does economic geography matter for Pakistan? a spatial exploratory analysis of income and education inequalities

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  • Ahmed, Sofia

Abstract

Generally, econometric studies on socio-economic inequalities consider regions as independent entities, ignoring the likely possibility of spatial interaction between them. This interaction may cause spatial dependency or clustering, which is referred to as spatial autocorrelation. This paper analyzes for the first time, the spatial clustering of income, income inequality, education, human development, and growth by employing spatial exploratory data analysis (ESDA) techniques to data on 98 Pakistani districts. By detecting outliers and clusters, ESDA allows policy makers to focus on the geography of socio-economic regional characteristics. Global and local measures of spatial autocorrelation have been computed using the Moran’s I and the Geary’s C index to obtain estimates of the spatial autocorrelation of spatial disparities across districts. The overall finding is that the distribution of district wise income inequality, income, education attainment, growth, and development levels, exhibits a significant tendency for socio-economic inequalities and human development levels to cluster in Pakistan (i.e. the presence of spatial autocorrelation is confirmed).

Suggested Citation

  • Ahmed, Sofia, 2011. "Does economic geography matter for Pakistan? a spatial exploratory analysis of income and education inequalities," MPRA Paper 35062, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:35062
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    References listed on IDEAS

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    1. Haroon Jamal & Amir Jahan Khan, 2005. "The Knowledge Divide: Education Inequality in Pakistan," Lahore Journal of Economics, Department of Economics, The Lahore School of Economics, vol. 10(1), pages 83-104, Jan-Jun.
    2. Haroon Jamal & Amir Jahan Khan & Imran Ashraf Toor & Naveed Amir, 2003. "Mapping the Spatial Deprivation of Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 42(2), pages 91-111.
    3. Quah, Danny T., 1996. "Regional convergence clusters across Europe," European Economic Review, Elsevier, vol. 40(3-5), pages 951-958, April.
    4. Paul Krugman & Anthony J. Venables, 1995. "Globalization and the Inequality of Nations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(4), pages 857-880.
    5. Rizwana Siddiqui, 2008. "Income, Public Social Services, and Capability Development: A Cross-district Analysis of Pakistan," PIDE-Working Papers 2008:43, Pakistan Institute of Development Economics.
    6. Saint-Paul, Gilles & Verdier, Thierry, 1993. "Education, democracy and growth," Journal of Development Economics, Elsevier, vol. 42(2), pages 399-407, December.
    7. LE GALLO, Julie & ERTUR, Cem, 2000. "Exploratory spatial data analysis of the distribution of regional per capita GDP in Europe, 1980-1995," LATEC - Document de travail - Economie (1991-2003) 2000-09, LATEC, Laboratoire d'Analyse et des Techniques EConomiques, CNRS UMR 5118, Université de Bourgogne.
    8. Fatih Celebioglu & Sandy Dall’erba, 2010. "Spatial disparities across the regions of Turkey: an exploratory spatial data analysis," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 45(2), pages 379-400, October.
    9. Costas Megir & Danny Quah, 1996. "Regional Convergence Clusters Across Europe," CEP Discussion Papers dp0274, Centre for Economic Performance, LSE.
    10. Laura de Dominicis & Giuseppe Arbia & Henri L.F. de Groot, 2007. "The Spatial Distribution of Economic Activities in Italy," Tinbergen Institute Discussion Papers 07-094/3, Tinbergen Institute.
    11. Andrés Rodríguez-Pose & Vassilis Tselios, 2007. "Mapping the European regional educational distribution: Educational attainment and inequality," Working Papers 2007-18, Instituto Madrileño de Estudios Avanzados (IMDEA) Ciencias Sociales.
    12. Haroon Jamal & Amir Jahan Khan, 2003. "The Changing Profile of Regional Inequality," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 42(2), pages 113-123.
    13. repec:hhs:iuiwop:430 is not listed on IDEAS
    14. Quah, Danny, 1996. "Regional Convergence Clusters Across Europe," CEPR Discussion Papers 1286, C.E.P.R. Discussion Papers.
    15. Glomm, Gerhard & Ravikumar, B, 1992. "Public versus Private Investment in Human Capital Endogenous Growth and Income Inequality," Journal of Political Economy, University of Chicago Press, vol. 100(4), pages 818-834, August.
    16. Arsenio M. Balisacan & Nobuhiko Fuwa, 2004. "Changes in Spatial Income Inequality in the Philippines: An Exploratory Analysis," WIDER Working Paper Series RP2004-34, World Institute for Development Economic Research (UNU-WIDER).
    17. Ravi Kanbur & Tony Venables, 2005. "Introduction: Spatial inequality and development," Journal of Economic Geography, Oxford University Press, vol. 5(1), pages 1-2, January.
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    Cited by:

    1. Jie Gu & Suhong Zhou & Xinyue Ye, 2016. "Uneven Regional Development Under Balanced Development Strategies: Space-Time Paths of Regional Development in Guangdong, China," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 107(5), pages 596-610, December.
    2. Aiza Sarwar, 2021. "Mapping out regional disparities of reproductive health care services (RHCS) across Pakistan: an exploratory spatial approach," Asia-Pacific Journal of Regional Science, Springer, vol. 5(3), pages 825-849, October.
    3. Haider, Adnan & Zaidi, Masroor, 2017. "Food Consumption Patterns and Nutrition Disparity in Pakistan," MPRA Paper 83522, University Library of Munich, Germany.

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    More about this item

    Keywords

    Spatial effects; spatial exploratory analysis; spatial disparities; income inequality; education inequality; spatial autocorrelation;
    All these keywords.

    JEL classification:

    • D31 - Microeconomics - - Distribution - - - Personal Income and Wealth Distribution
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration
    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • O50 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - General
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes

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