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 · المجتمع والتنمية البشرية
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 الحد من مخاطر. 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.
الشاشة التي قد يستخدمها فريق لمتابعة هذا المنهج: مقاييسه وحالاته وقراراته. والأسماء أمثلة والقيم توضيحية.
Society and human development · Econometrics for social outcomes · Run R-6763
أخطاء معيارية متينة
| People in need | 0.58 | 0.07 | [−0.2, 1.0] | نعم |
| الفقر المتعدد الأبعاد | −0.22 | 0.08 | [−0.5, 0.9] | لا |
| Internally displaced people | 0.24 | 0.09 | [−0.6, 0.7] | نعم |
| School attendance | 0.14 | 0.11 | [−0.3, 0.3] | لا |
Datasets and records used by econometrics on this platform, with the role each plays and the label its values carry. Sources are listed in سجل المصادر.
| البيانات | الدور | الوسم |
|---|---|---|
| Panel household surveys | Dynamics | مُبلَّغ عنه |
| Price indices | Price changes | الإحصاءات المنشورة |
| Income and consumption surveys | التوزيع | مُقدَّر |
النموذج وافتراضاته وبياناته وعدم اليقين فيه، بالصورة التي يفحصها بها عالم أو مهندس. وتتبع البنى أساليب منشورة. والقيم المرسومة توضيحية، وليست نتائج.
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.
| التحقق | كيف يُنفَّذ |
|---|---|
| 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 مراحل
العملية
PRISMA 2020 إرشادات إبلاغ للمراجعات المنهجية؛ وتتبع الخطوات قائمة التحقق الخاصة بها، لا تسلسلًا إلزاميًا، ولا تعتمدها أي وثيقة من وثائق Nexus.
التقاريرOutline 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.
التنمية الاقتصادية 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.
لا ترسل أبدًا بيانات شخصية أو تفاصيل حساسة عن البنية التحتية أو أي شيء لا يحق لك مشاركته. تُراجَع المساهمة قبل استخدامها؛ ولا يمنح إرسالها أي حقوق تأليف أو تحرير، ولا تشتري الرعاية أي نتيجة أبدًا.
المعلومات والاستفسارات متاحة اليوم. ويحصل الاستفسار على رقم مرجعي ويحدد الخطوة التالية؛ ولا تُفتح الطلبات والمدفوعات وتخصيصات الحوسبة والتسجيلات إلا حين يتوافر فريقها وشروطها وقدرة المراجعة.
تُعرض الخرائط والبيانات والأشكال في هذا الموقع للسياق والمعلومات العامة. وهي ليست نصيحة ولا توقعات ولا إنذارات؛ وحدود المعلومات مبيّنة في إخلاءات المسؤولية وإشعارات البيانات.
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