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Phân tích Tác động Nhân quả Không gian×Phương pháp Sai phân kép (Difference-in-Differences - DiD)×
Lĩnh vựcSuy luận nhân quảKinh tế lượng
HọRegression modelRegression model
Năm ra đời2010s (codified)1994
Người khởi xướngDelgado & Florax (spatial DiD); Halleck Vega & Elhorst (SLX model); broader lineage in spatial econometrics (Anselin, 1988)Card & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment)
LoạiQuasi-experimental causal inference with spatial dataCausal inference / panel regression
Công trình gốcDelgado, M. S., & Florax, R. J. G. M. (2015). Difference-in-differences techniques for spatial data: Local autocorrelation and spatial interaction. Economics Letters, 137, 123-126. DOI ↗Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355
Tên gọi khácspatial causal inference, geo-causal analysis, spatial treatment effect estimation, spatial impact evaluationdiff-in-diff, DiD, Farkların Farkı (Diff-in-Diff)
Liên quan45
Tóm tắtSpatial causal impact analysis estimates the causal effect of a spatially-targeted intervention — a policy, shock, or treatment applied to particular locations — while explicitly accounting for geographic spillovers between treated and untreated units. By combining quasi-experimental designs such as difference-in-differences or regression discontinuity with spatial econometric models, it separates the direct local effect of a treatment from indirect effects that diffuse to neighbouring areas.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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ScholarGateSo sánh phương pháp: Spatial Causal Impact Analysis · Difference-in-Differences. Truy cập ngày 2026-06-15 từ https://scholargate.app/vi/compare