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| Δυναμική Ανάλυση Αντίθετων Επιπτώσεων (Dynamic Counterfactual Impact Evaluation)× | Difference-in-Differences (Diff-in-Diff)× | |
|---|---|---|
| Πεδίο≠ | Αιτιακή Συμπερασματολογία | Οικονομετρία |
| Οικογένεια | Regression model | Regression model |
| Έτος προέλευσης≠ | 1986–2009 | 1994 |
| Δημιουργός≠ | Robins (1986); Lechner (2009) for sequential treatment settings | Card & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment) |
| Τύπος≠ | Causal inference / program evaluation | Causal inference / panel regression |
| Θεμελιώδης πηγή≠ | Robins, J. M. (1986). A new approach to causal inference in mortality studies with a sustained exposure period — application to control of the healthy worker survivor effect. Mathematical Modelling, 7(9-12), 1393-1512. DOI ↗ | Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355 |
| Εναλλακτικές ονομασίες≠ | dynamic CIE, dynamic treatment evaluation, time-varying counterfactual analysis, longitudinal counterfactual evaluation | diff-in-diff, DiD, Farkların Farkı (Diff-in-Diff) |
| Συναφείς≠ | 6 | 5 |
| Σύνοψη≠ | Dynamic Counterfactual Impact Evaluation (dynamic CIE) extends standard counterfactual program evaluation to settings where treatment is assigned sequentially across multiple periods. Rather than comparing a single treated versus untreated state, it estimates the causal effect of entire treatment trajectories or regimes, accounting for how intermediate outcomes and time-varying covariates feed back into subsequent treatment decisions. | Difference-in-Differences is a causal-inference method that estimates the effect of an intervention by comparing how a treatment group and a control group change over time. Made famous by Card and Krueger's 1994 minimum-wage study and developed in Angrist and Pischke's Mostly Harmless Econometrics, it isolates the treatment effect as the difference between the two groups' before-after changes. |
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