[go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/p/wbk/wbrwps/7758.html
   My bibliography  Save this paper

All that glitters is not gold : polarization amid poverty reduction in Ghana

Author

Listed:
  • Clementi,Fabio
  • Molini,Vasco
  • Schettino,Francesco
Abstract
Ghana is an exceptional case in the Sub-Saharan Africa landscape. Together with a handful of other countries, Ghana offers the opportunity to analyze the distributional changes in the past two decades, since four comparable household surveys are available. In addition, different from many other countries in the continent, Ghana's rapid growth translated into fast poverty reduction. A closer look at the distributional changes that occurred in the same period, however, suggests less optimism. The present paper develops an innovative methodology to analyze the distributional changes that occurred and their drivers, with a high degree of accuracy and granularity. Looking at the results from 1991 to 2012, the paper documents how the distributional changes hollowed out the middle of the Ghanaian household consumption distribution and increased the concentration of households around the highest and lowest deciles; there was a clear surge in polarization indeed. When looking at the drivers of polarization, household characteristics, educational attainment, and access to basic infrastructure all tended to increase over time the size of the upper and lower tails of the consumption distribution and, as a consequence, the degree of polarization.

Suggested Citation

  • Clementi,Fabio & Molini,Vasco & Schettino,Francesco, 2016. "All that glitters is not gold : polarization amid poverty reduction in Ghana," Policy Research Working Paper Series 7758, The World Bank.
  • Handle: RePEc:wbk:wbrwps:7758
    as

    Download full text from publisher

    File URL: http://documents.worldbank.org/curated/en/238481469037130417/pdf/WPS7758.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Deutsch, Joseph & Fusco, Alessio & Silber, Jacques, 2013. "The BIP Trilogy (bipolarization, inequality and polarization): One saga but three different stories," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 7, pages 1-33.
    2. Stephen Jenkins & Philippe Kerm, 2005. "Accounting for income distribution trends: A density function decomposition approach," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 3(1), pages 43-61, April.
    3. O. Ashenfelter & D. Card (ed.), 2011. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 4, number 4.
    4. O. Ashenfelter & D. Card (ed.), 2011. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 4, number 5.
    5. Joan Esteban & Debraj Ray, 2011. "Linking Conflict to Inequality and Polarization," American Economic Review, American Economic Association, vol. 101(4), pages 1345-1374, June.
    6. Michael C. Wolfson, 1997. "Divergent Inequalities: Theory And Empirical Results," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 43(4), pages 401-421, December.
    7. Wolfson, Michael C, 1994. "When Inequalities Diverge," American Economic Review, American Economic Association, vol. 84(2), pages 353-358, May.
    8. Fortin, Nicole & Lemieux, Thomas & Firpo, Sergio, 2011. "Decomposition Methods in Economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 1, pages 1-102, Elsevier.
    9. Wolfson, Michael, 1997. "Divergent Inequalities - Theory and Empirical Results (Revised Edition)," Analytical Studies Branch Research Paper Series 1997066e, Statistics Canada, Analytical Studies Branch.
    10. Oaxaca, Ronald, 1973. "Male-Female Wage Differentials in Urban Labor Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 14(3), pages 693-709, October.
    11. Gordon Anderson, 2015. "Measuring Polarization and Convergence as Transitional Processes in the Absence of a Cardinal Ordering," Working Papers tecipa-547, University of Toronto, Department of Economics.
    12. Fabio Clementi & Andrew L. Dabalen & Vasco Molini & Francesco Schettino, 2014. "The Centre Cannot Hold: Patterns of Polarization in Nigeria," WIDER Working Paper Series wp-2014-149, World Institute for Development Economic Research (UNU-WIDER).
    13. Clementi, Fabio & Dabalen, Andrew L. & Molini, Vasco & Schettino, Francesco, 2014. "The centre cannot hold: Patterns of polarization in Nigeria," WIDER Working Paper Series 149, World Institute for Development Economic Research (UNU-WIDER).
    14. Jean-Yves Duclos & Joan Esteban & Debraj Ray, 2004. "Polarization: Concepts, Measurement, Estimation," Econometrica, Econometric Society, vol. 72(6), pages 1737-1772, November.
    15. Deaton, A. & Zaidi, S., 1999. "Guidelines for Constructing Consumption Aggregates for Welfare Analysis," Papers 192, Princeton, Woodrow Wilson School - Development Studies.
    16. Riccardo Massari, 2009. "Is income becoming more polarized Italy? A closer look with a distributional approach," Working Papers 1, Doctoral School of Economics, Sapienza University of Rome.
    17. Ilaria Petrarca & Roberto Ricciuti, 2016. "Relative Income Distribution in Six European Countries," Research on Economic Inequality, in: Inequality after the 20th Century: Papers from the Sixth ECINEQ Meeting, volume 24, pages 361-386, Emerald Group Publishing Limited.
    18. Angus Deaton & Salman Zaidi, 2002. "Guidelines for Constructing Consumption Aggregates for Welfare Analysis," World Bank Publications, The World Bank, number 14101, April.
    19. Ernest Aryeetey & William Baah-Boateng, 2015. "Understanding Ghana's growth success story and job creation challenges," WIDER Working Paper Series wp-2015-140, World Institute for Development Economic Research (UNU-WIDER).
    20. Satya R. Chakravarty, 2009. "Inequality, Polarization and Poverty," Economic Studies in Inequality, Social Exclusion, and Well-Being, Springer, number 978-0-387-79253-8, July.
    21. Joan Esteban & Debraj Ray, 2008. "Polarization, Fractionalization and Conflict," Journal of Peace Research, Peace Research Institute Oslo, vol. 45(2), pages 163-182, March.
    22. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    23. Atkinson, Anthony B., 2015. "Inequality: what can be done?," LSE Research Online Documents on Economics 101810, London School of Economics and Political Science, LSE Library.
    24. Zoya Nissanov, 2017. "Economic Growth and the Middle Class in an Economy in Transition," Economic Studies in Inequality, Social Exclusion, and Well-Being, Springer, number 978-3-319-51094-1, July.
    25. repec:bla:revinw:v:60:y:2014:i::p:s332-s352 is not listed on IDEAS
    26. Riccardo Massari & Maria Pittau & Roberto Zelli, 2009. "A dwindling middle class? Italian evidence in the 2000s," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 7(4), pages 333-350, December.
    27. Fabio Clementi & Francesco Schettino, 2015. "Declining Inequality in Brazil in the 2000s: What is Hidden Behind?," Journal of International Development, John Wiley & Sons, Ltd., vol. 27(7), pages 929-952, October.
    28. Philippe Van Kerm, 2003. "Adaptive kernel density estimation," Stata Journal, StataCorp LP, vol. 3(2), pages 148-156, June.
    29. Ben Jann, 2008. "The Blinder–Oaxaca decomposition for linear regression models," Stata Journal, StataCorp LP, vol. 8(4), pages 453-479, December.
    30. F. L. Jones & Jonathan Kelley, 1984. "Decomposing Differences between Groups," Sociological Methods & Research, , vol. 12(3), pages 323-343, February.
    31. Kathleen Beegle & Luc Christiaensen & Andrew Dabalen & Isis Gaddis, 2016. "Poverty in a Rising Africa," World Bank Publications - Books, The World Bank Group, number 22575.
    32. B. Essama-Nssah & Peter J. Lambert, 2011. "Influence functions for distributional statistics," Working Papers 236, ECINEQ, Society for the Study of Economic Inequality.
    33. Vasco Molini & Pierella Paci, 2015. "Poverty Reduction in Ghana—Progress and Challenges," World Bank Publications - Reports 22733, The World Bank Group.
    34. Joseph Deutsch & Jacques Silber & Gaston Yalonetzky, 2014. "On Bi-Polarization and The Middle Class in Latin America: A Look At the First Decade of the Twenty-First Century," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 60(S2), pages 332-352, November.
    35. Esteban, Joan & Ray, Debraj, 1999. "Conflict and Distribution," Journal of Economic Theory, Elsevier, vol. 87(2), pages 379-415, August.
    36. Zoya Nissanov, 2017. "On the Transition in Russia," Economic Studies in Inequality, Social Exclusion, and Well-Being, in: Economic Growth and the Middle Class in an Economy in Transition, chapter 0, pages 9-19, Springer.
    37. Zoya Nissanov & Maria Grazia Pittau, 2016. "Measuring changes in the Russian middle class between 1992 and 2008: a nonparametric distributional analysis," Empirical Economics, Springer, vol. 50(2), pages 503-530, March.
    38. Ernest Aryeetey & William Baah-Boateng, 2015. "Understanding Ghana's growth success story and job creation challenges," WIDER Working Paper Series 140, World Institute for Development Economic Research (UNU-WIDER).
    39. Fernando Borraz & Nicolás González & Máximo Rossi, 2013. "Polarization and the Middle Class in Uruguay," Latin American Journal of Economics-formerly Cuadernos de Economía, Instituto de Economía. Pontificia Universidad Católica de Chile., vol. 50(2), pages 289-326, November.
    40. repec:bla:revinw:v:43:y:1997:i:4:p:401-21 is not listed on IDEAS
    41. World Bank, 2016. "Poverty Reduction in Nigeria in the Last Decade," World Bank Publications - Reports 25825, The World Bank Group.
    42. Vasco Molini & Pierella Paci, 2015. "Poverty Reduction in Ghana," World Bank Publications - Reports 22732, The World Bank Group.
    43. Arthur Alderson & Jason Beckfield & Francois Nielsen, 2005. "Exactly How has Income Inequality Changed? Patterns of Distributional Change in Core Societies," LIS Working papers 422, LIS Cross-National Data Center in Luxembourg.
    44. Jonathan Haughton & Shahidur R. Khandker, 2009. "Handbook on Poverty and Inequality," World Bank Publications - Books, The World Bank Group, number 11985.
    45. Satya R. Chakravarty, 2015. "Inequality, Polarization and Conflict," Economic Studies in Inequality, Social Exclusion, and Well-Being, Springer, edition 127, number 978-81-322-2166-1, July.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Adam Salifu & Godwin Seyram Agbemavor Horlu, 2022. "Nonfarm employment and mobility of farmers into different income groups: evidence from rural Ghana," SN Business & Economics, Springer, vol. 2(1), pages 1-25, January.
    2. Zhang, Chen & Yu, Yangcheng & Li, Qinghai, 2023. "Top incomes and income polarisation in China," China Economic Review, Elsevier, vol. 77(C).
    3. Geoffrey M. Kistruck & Patrick Shulist, 2021. "Linking Management Theory with Poverty Alleviation Efforts Through Market Orchestration," Journal of Business Ethics, Springer, vol. 173(2), pages 423-446, October.
    4. Ricci, Chiara Assunta & Scicchitano, Sergio, 2021. "The role of Great Recession on income polarization by population groups," GLO Discussion Paper Series 766, Global Labor Organization (GLO).
    5. Dang, Hai-Anh H. & Raju, Dhushyanth & Tanaka, Tomomi & Abanokova, Kseniya, 2024. "Poverty dynamics for Ghana during 2005/06–2016/17: an investigation using synthetic panels," LSE Research Online Documents on Economics 124105, London School of Economics and Political Science, LSE Library.
    6. Clementi,F. & Fabiani,M. & Molini,V., 2018. "The devil is in the details : growth, polarization, and poverty reduction in Africa in the past two decades," Policy Research Working Paper Series 8494, The World Bank.
    7. Schettino, Francesco & Scicchitano, Sergio & Suppa, Domenico, 2024. "COVID 19 and Wage Polarization: A task based approach," GLO Discussion Paper Series 1398, Global Labor Organization (GLO).
    8. Domenico Suppa, 2023. "Note bibliografiche: Schettino F. e Clementi F. (2022), Crisi, disuguaglianze e poverta'. Le iniquita' del capitalismo, da Lehman Brothers alla Covid-19, II edizione aggiornata, Napoli: La Citta' del ," Moneta e Credito, Economia civile, vol. 76(301), pages 107-110.
    9. Schettino, Francesco & Khan, Haider A., 2020. "Income polarization in the USA: What happened to the middle class in the last few decades?," Structural Change and Economic Dynamics, Elsevier, vol. 53(C), pages 149-161.
    10. Fabio Clementi & Vasco Molini & Francesco Schettino & Haider A. Khan & Michele Fabiani, 2023. "Polarization and its discontents: Morocco before and after the Arab Spring," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 21(1), pages 105-129, March.
    11. Chiara Assunta Ricci & Sergio Scicchitano, 2021. "Decomposing changes in income polarization by population group: what happened during the crisis?," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(1), pages 235-259, April.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Clementi,F. & Fabiani,M. & Molini,V., 2018. "The devil is in the details : growth, polarization, and poverty reduction in Africa in the past two decades," Policy Research Working Paper Series 8494, The World Bank.
    2. F. Clementi & A. L. Dabalen & V. Molini & F. Schettino, 2017. "When the Centre Cannot Hold: Patterns of Polarization in Nigeria," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63(4), pages 608-632, December.
    3. Schettino, Francesco & Khan, Haider A., 2020. "Income polarization in the USA: What happened to the middle class in the last few decades?," Structural Change and Economic Dynamics, Elsevier, vol. 53(C), pages 149-161.
    4. Schettino, Francesco & Gabriele, Alberto & Khan, Haider A., 2021. "Polarization and the middle class in China: A non-parametric evaluation using CHNS and CHIP data," Structural Change and Economic Dynamics, Elsevier, vol. 57(C), pages 251-264.
    5. Fabio Clementi & Vasco Molini & Francesco Schettino & Haider A. Khan & Michele Fabiani, 2023. "Polarization and its discontents: Morocco before and after the Arab Spring," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 21(1), pages 105-129, March.
    6. Fabio Clementi & Francesco Schettino, 2013. "Income polarization in Brazil, 2001-2011: A distributional analysis using PNAD data," Economics Bulletin, AccessEcon, vol. 33(3), pages 1796-1815.
    7. Chiara Assunta Ricci & Sergio Scicchitano, 2021. "Decomposing changes in income polarization by population group: what happened during the crisis?," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(1), pages 235-259, April.
    8. Satya Chakravarty & Bhargav Maharaj, 2012. "Ethnic polarization orderings and indices," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 7(1), pages 99-123, May.
    9. Schettino, Francesco & Scicchitano, Sergio & Suppa, Domenico, 2024. "COVID 19 and Wage Polarization: A task based approach," GLO Discussion Paper Series 1398, Global Labor Organization (GLO).
    10. Sonja C. Kassenboehmer & Mathias G. Sinning, 2014. "Distributional Changes in the Gender Wage Gap," ILR Review, Cornell University, ILR School, vol. 67(2), pages 335-361, April.
    11. Ilaria Petrarca & Roberto Ricciuti, 2015. "Relative income distribution in six European countries: market and disposable income," LIS Working papers 629, LIS Cross-National Data Center in Luxembourg.
    12. Fabio Clementi & Francesco Schettino & Enzo Valentini, 2017. "Squilibri distributivi e criminalità nelle regioni italiane," Working Papers 48-2017, Macerata University, Department of Studies on Economic Development (DiSSE), revised May 2017.
    13. Khan, Haider & Schettino, Francesco, 2018. "Income Polarization in the USA (1983-2016): what happened to the middle class?," MPRA Paper 85554, University Library of Munich, Germany.
    14. Ricci, Chiara Assunta & Scicchitano, Sergio, 2021. "The role of Great Recession on income polarization by population groups," GLO Discussion Paper Series 766, Global Labor Organization (GLO).
    15. Fabio Clementi & Andrew L. Dabalen & Vasco Molini & Francesco Schettino, 2014. "The Centre Cannot Hold: Patterns of Polarization in Nigeria," WIDER Working Paper Series wp-2014-149, World Institute for Development Economic Research (UNU-WIDER).
    16. World Bank, 2016. "Poverty Reduction in Nigeria in the Last Decade," World Bank Publications - Reports 25825, The World Bank Group.
    17. Florent Dubois & Christophe Muller, 2017. "Decomposing Well-being Measures in South Africa: The Contribution of Residential Segregation to Income Distribution," AMSE Working Papers 1719, Aix-Marseille School of Economics, France.
    18. Oriol Carbonell-Nicolau & Humberto Llavador, 2021. "Inequality, Bipolarization, and Tax Progressivity," American Economic Journal: Microeconomics, American Economic Association, vol. 13(4), pages 492-513, November.
    19. Michele Fabiani, 2023. "Unraveling the Roots of Income Polarization in Europe: A Divided Continent," Economies, MDPI, vol. 11(8), pages 1-18, August.
    20. Satya Chakravarty & Bhargav Maharaj, 2011. "Measuring ethnic polarization," Social Choice and Welfare, Springer;The Society for Social Choice and Welfare, vol. 37(3), pages 431-452, September.

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:wbk:wbrwps:7758. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Roula I. Yazigi (email available below). General contact details of provider: https://edirc.repec.org/data/dvewbus.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.