Porovnať metódy
Prezrite si vybrané metódy vedľa seba; riadky, ktoré sa líšia, sú zvýraznené.
| Politická evaluácia s instrumentálnymi premennými× | Metóda rozdielu rozdielov (Diff-in-Diff)× | |
|---|---|---|
| Odbor≠ | Kauzálna inferencia | Ekonometria |
| Rodina | Regression model | Regression model |
| Rok vzniku≠ | 1996 (modern policy-evaluation framing); IV roots 1920s | 1994 |
| Tvorca≠ | Angrist, Imbens & Rubin (canonical 1996 JASA framework); foundational IV roots in Wright (1928) and Theil (1953) | Card & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment) |
| Typ≠ | Quasi-experimental causal inference / IV regression | Causal inference / panel regression |
| Pôvodný zdroj≠ | Angrist, J. D., Imbens, G. W., & Rubin, D. B. (1996). Identification of Causal Effects Using Instrumental Variables. Journal of the American Statistical Association, 91(434), 444-455. DOI ↗ | Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355 |
| Ďalšie názvy≠ | IV policy evaluation, 2SLS policy analysis, natural-experiment IV, policy IV estimation | diff-in-diff, DiD, Farkların Farkı (Diff-in-Diff) |
| Príbuzné | 5 | 5 |
| Zhrnutie≠ | Instrumental Variables (IV) estimation for policy evaluation is a quasi-experimental technique that uses an exogenous instrument — a variable that shifts exposure to a policy but is otherwise unrelated to the outcome — to recover the causal effect of a program or intervention from non-experimental data. Popularised in policy research by Angrist, Imbens, and Rubin (1996), it identifies the Local Average Treatment Effect (LATE) among units whose treatment status is changed by the instrument. | 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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