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Kausaalisuuden spatiaalinen herkkyysanalyysi×Tilalagun malli (SAR / Autoregressiivinen tilamalli)×
TieteenalaKausaalipäättelySpatiaalianalyysi
MenetelmäperheRegression modelRegression model
Syntyvuosi1988–2021 (developed progressively)1988
KehittäjäAnselin (1988) for spatial diagnostics; Reich et al. (2021) for spatial causal frameworksAnselin (textbook formalisation); LeSage & Pace
TyyppiSensitivity / robustness analysisSpatial autoregressive regression
AlkuperäislähdeAnselin, L. (1988). Spatial Econometrics: Methods and Models. Kluwer Academic Publishers, Dordrecht. ISBN: 978-9024737322Anselin, L. (1988). Spatial Econometrics: Methods and Models. Kluwer Academic. DOI ↗
Rinnakkaisnimetspatial causal sensitivity, spatial robustness checks, SSAC, spatial confounding sensitivitySAR model, spatial autoregressive model, spatial lag, Uzamsal Gecikme Modeli (SAR / Spatial Lag)
Liittyvät65
TiivistelmäSpatial 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.The Spatial Lag Model is an autoregressive regression that assumes spatial dependence in the dependent variable itself: the outcome values of neighbouring units enter the model as an explanatory term (ρWy). It was formalised in Anselin's Spatial Econometrics (1988) and developed further by LeSage and Pace (2009), and it decomposes spillover effects into direct, indirect, and total impacts.
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ScholarGateVertaile menetelmiä: Spatial Sensitivity Analysis for Causality · Spatial Lag Model. Haettu 2026-06-15 osoitteesta https://scholargate.app/fi/compare