DFID: STATISTICS TRAINING DAY LONDON, NOVEMBER 11, 2013 JONATHAN HAUGHTON Measuring Poverty 1.Measuring poverty 2.Multidimensional poverty 3.Poverty Dynamics 4.Inference 5.International Poverty Comparisons 6.Vulnerability to Poverty 7.Tackling Poverty
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,
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,
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,
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,
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,
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,
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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,
Adult equivalents Commonly: expenditure per capita But: individual needs differ; economies of scale in consumption OECD scale: AE = (Nad – 1) 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,
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,
DFID Statistics Training Day, November 11,
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,
Different Poverty Lines DFID Statistics Training Day, November 11,
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,
DFID Statistics Training Day, November 11,
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,
Poverty Gap Index Does not reflect inequality among the poor EU: “Relative median at-risk-of-poverty gap” DFID Statistics Training Day, November 11,
FGT Foster-Greer-Thorbecke Poverty gap squared: α=2 Choice makes a modest difference DFID Statistics Training Day, November 11,
Individualy_ay_by_c Problem to try: Which country is poorest? z=126 DFID Statistics Training Day, November 11,
Other measures Sen-Shorrocks-Thon Watts Time Taken to Exit DFID Statistics Training Day, November 11,
DFID Statistics Training Day, November 11,
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,