विधियों की तुलना करें
चुनी हुई विधियों की आमने-सामने समीक्षा करें; भिन्नता वाली पंक्तियाँ रेखांकित हैं।
| पैनल डेटा एन्ट्रॉपी बैलेंसिंग× | पैनल डेटा डिफरेंस-इन-डिफरेंस (पैनल DiD / TWFE)× | |
|---|---|---|
| क्षेत्र | कारणात्मक अनुमान | कारणात्मक अनुमान |
| परिवार | Regression model | Regression model |
| उद्भव वर्ष≠ | 2012 (cross-section); panel adaptation mid-2010s onward | 1985–2004 |
| प्रवर्तक≠ | Hainmueller (2012); extended to panel settings by subsequent applied econometric work | Ashenfelter & Card (1985); codified by Angrist & Pischke (2009); serial correlation critique by Bertrand, Duflo & Mullainathan (2004) |
| प्रकार≠ | Covariate balancing / reweighting estimator | Causal inference / panel regression |
| मौलिक स्रोत≠ | Hainmueller, J. (2012). Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies. Political Analysis, 20(1), 25-46. DOI ↗ | Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355 |
| उपनाम | EB-panel, panel entropy balancing, entropy reweighting in panel data, panel-EB | Two-Way Fixed Effects DiD, TWFE, Panel DiD, Panel Diff-in-Diff |
| संबंधित≠ | 5 | 4 |
| सारांश≠ | Panel data entropy balancing extends Hainmueller's (2012) entropy balancing method to longitudinal settings. It computes unit-level weights for control observations so that their covariate moments exactly match those of the treatment group across panel periods, then plugs these weights into a weighted panel regression to estimate causal treatment effects without requiring a correctly specified propensity score model. | Panel Data Difference-in-Differences extends the classic two-period DiD design to settings with multiple units observed across many time periods. By absorbing unit-level fixed effects and time fixed effects simultaneously, it isolates the causal effect of a treatment or policy change while controlling for both time-invariant unit heterogeneity and common time shocks affecting all units. |
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