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 · 社会与人类发展
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 风险. 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.
团队遵循该方法时会使用的界面:其指标、状态与决策。名称为示例,数值仅作示意。
Society and human development · Econometrics for social outcomes · Run R-6763
稳健标准误
| People in need | 0.58 | 0.07 | [−0.2, 1.0] | 是 |
| 多维贫困 | −0.22 | 0.08 | [−0.5, 0.9] | 否 |
| Internally displaced people | 0.24 | 0.09 | [−0.6, 0.7] | 是 |
| School attendance | 0.14 | 0.11 | [−0.3, 0.3] | 否 |
Datasets and records used by econometrics on this platform, with the role each plays and the label its values carry. Sources are listed in 来源登记册.
| 数据 | 角色 | 标签 |
|---|---|---|
| Panel household surveys | Dynamics | 已报告 |
| Price indices | Price changes | 已发布统计 |
| Income and consumption surveys | 分布 | 估算 |
模型、其假设、数据和不确定性,以科学家或工程师会核查的形式呈现。结构遵循已发表的方法。所取数值仅为示意,不是研究发现。
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.
| 核查 | 如何开展 |
|---|---|
| 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 个阶段
流程
PRISMA 2020 是系统综述的报告指南;各步骤依循其核查清单,而非强制顺序,且没有任何 Nexus 文件采纳它。
报告Outline of an externally published reporting guideline, not a Nexus process and not a record of operation. PRISMA 2020 mainly covers reviews of intervention effects. No Nexus page names it. Every programme is at service level R0.
经济发展 stewards econometrics for the Consortium and reviews how it is applied across platforms.
Reports is the Consortium’s quarterly publication. What you know about this subject can become evidence, a case or a correction in the next edition, credited to you and published under CC BY 4.0 where it is your own work.
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