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Everything about Panel analysis
Statistical method
Panel (data) analysis is a statistical method, widely used in social science, epidemiology, and econometrics to analyze two-dimensional panel data. The data are usually collected over time and over the same individuals and then a regression is run over these two dimensions. Multidimensional analysis is an econometric method in which data are collected over more than two dimensions. Wikipedia →
🧭 Start here: a 6-step reading path
- Read the overview: Panel analysisA 5-minute orientation
- Skim a recent paper: Global climate policy effectiveness: A panel data analysisInfluential work since 2022
- Pick up a classic book: A Text-book on Roofs and BridgesThe most-reprinted book on the subject
- Read the landmark paper: Panel data analysis—advantages and challengesCited 852 times
- Go sideways: Fixed effects modelA closely related topic
- Go sideways: First-difference estimatorA closely related topic
📖 Definitions
No dictionary entry for this exact phrase.
🏆 Landmark papers (most cited)
Panel data analysis—advantages and challenges
Panel Cointegration Analysis with Xtpedroni
Nonlinear Panel Data Analysis
Panel Data Analysis - Advantages and Challenges
An Analysis of Panel Data
Deterrence: A Panel Analysis
Panel data analysis with heterogeneous dynamics
Panel Data Analysis via Mechanistic Models
🆕 Influential since 2022
Global climate policy effectiveness: A panel data analysis
Globalization and shadow economy: a panel analysis for Africa
Motion singularity analysis of the thick-panel kirigami
Tourism Employment and Economic Growth: Dynamic Panel Threshold Analysis
Estimating diagnostic noise in panel-based genomic analysis
📚 Books worth reading
A Text-book on Roofs and BridgesMansfield Merriman, Henry Sylvester Jacoby · 1879- 📕Analysis of Panel DataCheng Hsiao · 2002
- 📕Econometric Analysis of Panel DataBadi H. Baltagi · 1995
A panel study of income dynamicsUniversity of Michigan Survey Research Center · 1973- 📕Panel Data EconometricsDonggyu Sul · 2019
Econometric analysis of panel dataBadi H. Baltagi · 1995
Linear panel analysisRonald C. Kessler, David F. Greenberg · 1981- 📕Calculation of skin-stiffener interface stresses in stiffened composite panelsDavid Cohen · 1987
Ranked by number of editions on Open Library, a rough measure of how lasting a book is.
🔗 Related topics
- Fixed effects model In statistics, a fixed effects model is a statistical model in which the model parameters are fixed or non-random quantities. This is in contrast to random…
- First-difference estimator In statistics and econometrics, the first-difference (FD) estimator is an estimator used to address the problem of omitted variables with panel data. It…
- Random effects model In econometrics, a random effects model, also called a variance components model, is a statistical model where the model effects are random variables.…
- Panel data In statistics and econometrics, panel data and longitudinal data are both multi-dimensional data involving measurements over time. Panel data is a subset…
- Arellano–Bond estimator In econometrics, the Arellano–Bond estimator is a generalized method of moments estimator used to estimate dynamic models of panel data. It was proposed…
- Omitted-variable bias In statistics, omitted-variable bias (OVB) occurs when a statistical model leaves out one or more relevant variables. The bias results in the model attributing…
- Chamberlain's approach to unobserved effects models In linear panel analysis, it can be desirable to estimate the magnitude of the fixed effects, as they provide measures of the unobserved components. For…
- Mixed logit Mixed logit is a fully general statistical model for examining discrete choices. It overcomes three important limitations of the standard logit model by…