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Monitoring and Evaluating the Poverty Reduction and Social Protection: A Case Study of China Shaohua Chen Development Research Group, World Bank Further reading: Martin Ravallion and Shaohua Chen, "China's (Uneven) Progress against Poverty: An Update," World Bank Policy Research Working Paper, forthcoming
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Outline Monitoring and evaluating poverty and inequality in China China’s poverty line Evaluating social protection program using household survey data –Urban Dibao –Southwest poverty reduction project
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1. Monitoring and evaluating poverty and inequality in China
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4 Trend increase in income inequality but more so in some periods Signs of that inequality might be stabilizing at around Gini=47% (42% with COL adjustment)
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5 Rising inequality between urban and rural areas since mid 1990s
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The recent signs of a stabilization of inequality are due to rural areas Rising ratio of urban mean to rural mean + rising urban inequality =>The stabilization is mainly due to rural areas. Pro-poor policies in rural areas. 7 Rural Urban Gini index (%) But is this sustainable? There were also signs that inequality was stabilizing in mid-1990s, but not sustained.
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8 Nonetheless, China has made huge overall progress against absolute poverty
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2. China’s poverty line -- Overtime comparison -- International comparison
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China’s poverty lines Yuan/year$/day (2005 prices)(1993 PPP)(2005 PPP) Old official rural poverty line683$0.77$0.63 Rural low income line (2008)1196$1.13$0.97 Comparable rural/urban poverty line (2002) Rural (average)925$1.05$0.85 Urban (average)1271$1.44$0.85 International poverty line 951$1.08 Rural1361$1.25 Urban1865$1.25
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Poverty line – Asia $/person/month in 2005 PPP
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Poverty line – Country with Similar PC $/person/month in 2005 PPP
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Poverty line – Country with Similar PL $/person/month in 2005 PPP
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15 China has made huge overall progress against poverty cross various PL
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Policy implications China has made huge overall progress against poverty cross wide range of poverty lines (PL); Compare with the countries at same development level, China’s PL is still low; As China’s rapid growth continue, new PL will be needed every other years; It is better to set up several PL for different programs/time frame. 16
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3. Evaluating the impacts of poverty reduction and social protection program using household survey data
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Impact evaluation: key issues the counterfactual – what will happen without the program; Selection bias – the participants of poverty reduction or social protection program usually poorer than non participants. 18
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Evaluation strategy: Matching/weighting + diff-in-diff Propensity score matching/weighting: –Matching/weighting on observed initial characteristics likely to jointly influence poor-area targeting and how incomes evolve over time. Difference-in-difference: –Difference in gains over time between participants and non-participants. –This eliminates any time-invariant bias due to miss- matching, selection bias, omitted variables etc 19
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Some results from SW poverty reduction project 20
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Income poverty DD impact on headcount index 2000 2004 DD impact on headcount index 2000 2004
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Consumption poverty DD impact on headcount index 2000 2004
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Some results from China urban Dibao study 25
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Comparison between Beijing and Gansu 27
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Lessons we learnt from these studies Start the monitoring and evaluation as soon as the project start; Choose as many non participants (comparison group) as possible; Using existing data whenever if possible and link different data (household surveys, census etc.) together: –reduce the cost –increase the coverage
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<5% 5%-10% 10%-15% 15%-20% >=30% 20%-30% Yunnan: Prefecture poverty incidence N=126
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<5% 5%-10% 10%-15% 15%-20% >=30% 20%-30% Yunnan: County poverty incidence N=126
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<5% 5%-10% 10%-15% 15%-20% >=30% 20%-30% Township poverty incidence N=1571
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