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DFID: STATISTICS TRAINING DAY LONDON, NOVEMBER 11, 2013 JONATHAN HAUGHTON JHAUGHTON@SUFFOLK.EDU HTTP://WEB.CAS.SUFFOLK.EDU/FACULTY/JHAUGHTON/ Measuring Poverty 1.Measuring poverty 2.Multidimensional poverty 3.Poverty Dynamics 4.Inference 5.International Poverty Comparisons 6.Vulnerability to Poverty 7.Tackling Poverty
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Outline 1. What? 2. Why? 3. Monetary measures: a) What measure of welfare? b) What poverty line? c) How summarize the data? DFID Statistics Training Day, November 11, 2013 2
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What is poverty? “a pronounced deprivation in well-being” Conventional view: not enough money Sen: Lack of capabilities to function in society. Treated in part 2 Distinct from, but related to Vulnerability (“ex ante poverty”) Inequality A kissing cousin, if relative poverty line used DFID Statistics Training Day, November 11, 2013 3
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Why measure poverty? … given that it is expensive to measure 1. Keep the poor on the agenda 2. Target interventions (domestic, international) 3. Monitor and Evaluate projects, policies 4. Evaluate institutions World Bank: “Our dream is a world free of poverty” N.B. Role of Poverty Reduction Strategy Papers DFID Statistics Training Day, November 11, 2013 4
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Aside: Surveys Poverty measures are based on survey data Ask: Is sample frame representative? Sample size? Stratified? If yes, use weights for summary statistics Clustering? If yes, adjust when measuring standard errors Cross-section, or also panel? What indicator(s) collected? How? (e.g. diary?) Good data cleaning? Quality control? LSMS have set a high standard EU-SILC: Income and living standards; “social cohesion” DFID Statistics Training Day, November 11, 2013 5
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What welfare indicator? “Utility”, as proxied by (typically) Income per capita, or Consumption per capita Candidate 1: Income Income ≡ Consumption + Δ net worth Net worth is hard to measure (e.g. livestock) What time period? Year? Lifetime? Income often seriously understated DFID Statistics Training Day, November 11, 2013 6
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Expenditure? Candidate 2: Expenditure Include own-production and purchases More stable than income; better tracks “lifetime income” Problems Many items Under-reporting, especially luxuries Sensitive to questions – e.g Vietnam tobacco DFID Statistics Training Day, November 11, 2013 7
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Technical considerations Durables Mainly depreciation + interest costs; need value Housing Ask hypothetical about rentals? Weddings and funerals DFID Statistics Training Day, November 11, 2013 9
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Adult equivalents Commonly: expenditure per capita But: individual needs differ; economies of scale in consumption OECD scale: AE = 1 + 0.7 (Nad – 1) + 0.5 Nch Elegant: AE = (Nad + α Nch)^θ e.g. α = 0.7; θ = 0.8. Deaton and Zaidi (1998) “There are so far no satisfactory methods for estimating economics of scale” [in consumption] DFID Statistics Training Day, November 11, 2013 10
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Other measures Calories per day Food share of consumption Nutritional outcomes Peer or observer assessments Self-assessment E.g. Social Weather Stations, the Philippines DFID Statistics Training Day, November 11, 2013 11
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DFID Statistics Training Day, November 11, 2013 12
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Poverty Lines Relative: “the poor are always with us” Line giving poorest 20% (quintile) EU: 60% of national median equivalised disposable income (OECD scale): “at risk of poverty” Absolute: for comparisons over time, states World Bank “dollar a day” Cost-of-basic-needs poverty lines Food poverty line (i.e. cost of enough food, only) US: Mollie Orshansky. 3 times cost of adequate food. Updated over time to reflect price changes. Cash only. DFID Statistics Training Day, November 11, 2013 13
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Different Poverty Lines DFID Statistics Training Day, November 11, 2013 14
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Cost of Basic Needs Method Widely used, but with variations Pick a nutritional requirement for good health e.g. 2,100 kcals per person per day Estimate the cost of buying enough food for this e.g. Cost of diet of someone consuming 2,100±100 kcals/cap/day Add a non-food component e.g. Non-food spending of someone consuming 2,100±100 kcals/cap/day Update over time by revising prices DFID Statistics Training Day, November 11, 2013 15
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DFID Statistics Training Day, November 11, 2013 16
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Measures of Poverty Headcount Index: P₀ = Np/N Popular, easy to understand Does not pick up depth of poverty Assumes equal sharing within household DFID Statistics Training Day, November 11, 2013 17
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Poverty Gap Index Does not reflect inequality among the poor EU: “Relative median at-risk-of-poverty gap” DFID Statistics Training Day, November 11, 2013 18
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FGT Foster-Greer-Thorbecke Poverty gap squared: α=2 Choice makes a modest difference DFID Statistics Training Day, November 11, 2013 19
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Individualy_ay_by_c 1115110120 2115114121 3118120122 4118124123 5127125123 6127 125 7138 135 8142147140 9178 171 10217212215 Problem to try: Which country is poorest? z=126 DFID Statistics Training Day, November 11, 2013 20
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Other measures Sen-Shorrocks-Thon Watts Time Taken to Exit DFID Statistics Training Day, November 11, 2013 21
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DFID Statistics Training Day, November 11, 2013 22
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Reading Haughton & Khandker, chapters 1-4 Jonathan Haughton & Shahidur Khandker, 2009, Handbook on Poverty and Inequality, World Bank, Washington DC. Can be downloaded from my website. DFID Statistics Training Day, November 11, 2013 23
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