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روش تفاوت در تفاوت (Diff-in-Diff)×روش متغیرهای ابزاری (IV) برای استنتاج علی×مدل اثرات ثابت داده‌های پانل×
حوزهاقتصادسنجیاقتصاد سلامتاقتصادسنجی
خانوادهRegression modelProcess / pipelineRegression model
سال پیدایش19941990s (modern applications)2014
پدیدآورCard & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment)Angrist & Pischke (applied econometrics); rooted in econometric theoryHsiao (textbook treatment); within transformation of panel data
نوعCausal inference / panel regressionMethodPanel data regression
منبع بنیادینAngrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355Angrist, 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 ↗
نام‌های دیگرdiff-in-diff, DiD, Farkların Farkı (Diff-in-Diff)IV, two-stage least squares, TSLS, causal estimationfixed effects model, within estimator, panel fixed-effects regression, Panel Veri — Sabit Etkiler Modeli
مرتبط535
خلاصهDifference-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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ScholarGateمقایسهٔ روش‌ها: Difference-in-Differences · Instrumental Variables in Health Research · Panel Fixed Effects. بازیابی‌شده در 2026-06-17 از https://scholargate.app/fa/compare