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How Low Can You Go? Combining Census and Survey Data for Mapping Poverty in South Africa

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Author Info
Harold Alderman
Miriam Babita
Gabriel Demombynes
Nthabiseng Makhatha
Berk Özler

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Abstract

Poverty maps, spatial descriptions of the distribution of poverty in any given country, are most useful to policymakers and researchers when they are finely disaggregated, i.e., when they represent small geographic units, such as cities, towns or villages. Unfortunately, almost all household surveys are too small to be representative at such levels of disaggregation, and most census data do not contain the required information to calculate poverty. The 1996 South African census is an exception, in that it does contain income information for each individual in the household. In this paper, we show that the income from the census data provides only a weak proxy for the average income or poverty rates at either the provincial level or at lower levels of aggregation. We also demonstrate a simple method of imputing expenditures for every household in the census, using information in the October Household Survey (OHS) and the Income Expenditure Survey (IES) in 1995. The resulting predicted household consumption values are plausible and provide a good fit with the IES data. We also provide an example which demonstrates that poverty headcount can be imputed with fair precision for magisterial districts and for transitional local councils. Finally, our paper serves as a reminder of the value of comparing various data sources for external validation, and underlines the need to make more use of census data, which seems to be underutilized in most developing countries. Copyright 2002, Oxford University Press.

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Publisher Info
Article provided by Oxford University Press in its journal Journal of African Economies.

Volume (Year): 11 (2002)
Issue (Month): 2 (June)
Pages: 169-200
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Handle: RePEc:oup:jafrec:v:11:y:2002:i:2:p:169-200

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  1. Elbers, Chris & Lanjouw, Jean O. & Lanjouw, Peter, 2002. "Micro-level estimation of welfare," Policy Research Working Paper Series 2911, The World Bank. [Downloadable!]
  2. Simler, Kenneth R., 2006. "Nutrition mapping in Tanzania: an exploratory analysis," FCND discussion papers 204, International Food Policy Research Institute (IFPRI). [Downloadable!]
  3. Marcel Fafchamps & Forhad Shilpi, The World Bank, 2004. "Isolation and Subjective Welfare," Economics Series Working Papers 216, University of Oxford, Department of Economics. [Downloadable!]
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  4. Filmer, Deon & Scott, Kinnon, 2008. "Assessing asset indices," Policy Research Working Paper Series 4605, The World Bank. [Downloadable!]
  5. Simler, Kenneth R. & Nhate, Virgulino, 2005. "Poverty, inequality, and geographic targeting: Evidence from Small-Area Estimates in Mozambique," FCND discussion papers 192, International Food Policy Research Institute (IFPRI). [Downloadable!]
  6. Stifel, David & Christiaensen, Luc, 2006. "Tracking poverty over time in the absence of comparable consumption data," Policy Research Working Paper Series 3810, The World Bank. [Downloadable!]
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  7. Beatrice Lorge Rogers & Kathy Macías & Parke Wilde, . "Atlas of Hunger and Malnutrition in the Dominican Republic," Working Papers in Food Policy and Nutrition 9602, Friedman School of Nutrition Science and Policy, revised 01 Apr 2007. [Downloadable!]
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