Poverty dynamics with panel data
Panel surveys track the same households over time to estimate who moves into and out of poverty and what predicts those moves.
GCRI · Civak û pêşketina mirovî
Econometrics estimates relationships in social and economic data. In this field it measures how income, prices, shocks and policies relate to poverty, wellbeing and inequality, using panels and time series with uncertainty stated.
Econometrics applies statistical methods to economic data to estimate relationships, test theories and forecast. It provides empirical evidence on how shocks and policies affect economic outcomes. In society and human development and information and public trust, econometric evidence estimates how disasters, pandemics and financial shocks affect output, employment and prices. It informs the economic case for kêmkirina xetera. The canonical description is on STEM Commons.
Panel surveys track the same households over time to estimate who moves into and out of poverty and what predicts those moves.
Household spending patterns and price data estimate how food and energy price changes affect real incomes across the distribution.
Inequality is decomposed into differences within and between groups, such as regions or genders, to see where gaps come from.
The screen a team would use to follow this method: its measures, states and decisions. Names are examples and values are illustrative.
Society and human development · Econometrics for social outcomes · Run R-6763
robust standard errors
| People in need | 0.58 | 0.07 | [−0.2, 1.0] | Erê |
| Multidimensional poverty | −0.22 | 0.08 | [−0.5, 0.9] | Na |
| Internally displaced people | 0.24 | 0.09 | [−0.6, 0.7] | Erê |
| School attendance | 0.14 | 0.11 | [−0.3, 0.3] | Na |
Datasets and records used by econometrics on this platform, with the role each plays and the label its values carry. Sources are listed in the source register.
| Dane | Rol | Nîşan |
|---|---|---|
| Panel household surveys | Dynamics | REPORTED |
| Price indices | Price changes | Statîstîkên weşandî |
| Income and consumption surveys | Distribution | TEXMÎNKIRÎ |
Model, texmînên wî, daneyên wî û nediyariya wî, bi şeweyê ku zanyar an endezyar kontrol bike. Avahî rêbazên weşandî dişopînin. Nirxên hatine xêzkirin nimûneyî ne, ne encam in.
The couplings between the systems in econometrics for social outcomes: signs of influence, a reinforcing and a balancing loop, and cross-links where stress jumps.
Models are assessed through specification tests, robustness checks and out-of-sample performance. Results are compared across datasets and methods.
| Kontrol bikin | How it is done |
|---|---|
| Measurement error | Analyses account for measurement error in income and consumption |
| Robustness to specification | Results are tested across models |
| Attrition analysis | Panel attrition is assessed for bias |
Endogeneity, measurement error and structural change can bias estimates. Relationships may shift under extreme conditions.
Process explorer · Process
10 steps·4 qonax
Pêvajo
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Pêşketina aborî stewards econometrics for the Consortium and reviews how it is applied across platforms.
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Nexşe, dane û jimarên vê malperê ji bo çarçoveyê û agahiyên giştî têne nîşandan. Ew ne şîret, ne pêşbînî û ne hişyarî ne; sînorên agahiyê di Daxuyaniyên Berpirsiyariyê û Daxuyaniyên Daneyê de hatine diyarkirin.
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