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Analisis Sensitiviti Spatial untuk Kausaliti×Perbezaan-dalam-Perbezaan (Diff-in-Diff)×
BidangInferens KausalEkonometrik
KeluargaRegression modelRegression model
Tahun asal1988–2021 (developed progressively)1994
PengasasAnselin (1988) for spatial diagnostics; Reich et al. (2021) for spatial causal frameworksCard & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment)
JenisSensitivity / robustness analysisCausal inference / panel regression
Sumber perintisAnselin, L. (1988). Spatial Econometrics: Methods and Models. Kluwer Academic Publishers, Dordrecht. ISBN: 978-9024737322Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355
Aliasspatial causal sensitivity, spatial robustness checks, SSAC, spatial confounding sensitivitydiff-in-diff, DiD, Farkların Farkı (Diff-in-Diff)
Berkaitan65
RingkasanSpatial sensitivity analysis for causality systematically tests whether a causal estimate derived from georeferenced data holds up as spatial structure, spillovers, and the choice of spatial weights matrix are varied. Because nearby units often share unmeasured confounders — soil quality, local infrastructure, neighbourhood norms — a naive regression may yield biased causal estimates. This method reveals how fragile or robust a claimed causal effect is to alternative spatial specifications.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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ScholarGateBandingkan kaedah: Spatial Sensitivity Analysis for Causality · Difference-in-Differences. Dicapai 2026-06-15 daripada https://scholargate.app/ms/compare