השוואת שיטות
סקרו את השיטות שבחרתם זו לצד זו; שורות שבהן יש הבדל מודגשות.
| הפרש-בהפרשים (דיד)× | שיטת המשתנים המתערבים (IV) להסקה סיבתית× | מודל האפקטים הקבועים לנתוני פאנל× | |
|---|---|---|---|
| תחום≠ | אקונומטריקה | כלכלת בריאות | אקונומטריקה |
| משפחה≠ | Regression model | Process / pipeline | Regression model |
| שנת המקור≠ | 1994 | 1990s (modern applications) | 2014 |
| הוגה השיטה≠ | Card & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment) | Angrist & Pischke (applied econometrics); rooted in econometric theory | Hsiao (textbook treatment); within transformation of panel data |
| סוג≠ | Causal inference / panel regression | Method | Panel data regression |
| מקור מכונן≠ | Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355 | Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗ | Hsiao, C. (2014). Analysis of Panel Data (3rd ed.). Cambridge University Press. DOI ↗ |
| כינויים≠ | diff-in-diff, DiD, Farkların Farkı (Diff-in-Diff) | IV, two-stage least squares, TSLS, causal estimation | fixed effects model, within estimator, panel fixed-effects regression, Panel Veri — Sabit Etkiler Modeli |
| קשורות≠ | 5 | 3 | 5 |
| תקציר≠ | 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. | Instrumental variables (IV) is an econometric method to estimate causal effects when treatment or exposure is not randomly assigned and confounding is severe or unmeasured. IV relies on a third variable (instrument) that influences treatment but does not directly affect the outcome, allowing researchers to isolate the causal effect from the noise of confounding. Developed extensively in econometrics (Angrist & Pischke, 1990s–2000s), IV methods are increasingly used in health economics and health services research to leverage natural experiments and policy changes. | The Panel Data Fixed Effects model estimates relationships from panel data (the same units observed over several time periods) while controlling for unit- and/or time-specific effects, supporting causal inference. It is developed as the within estimator in standard treatments such as Hsiao's Analysis of Panel Data (2014). |
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