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Direct and Indirect Effects

Judea Pearl

2022ACM eBooks925 citationsDOIOpen Access PDF

Abstract

The direct effect of one eventon another can be defined and measured byholding constant all intermediate variables between the two.Indirect effects present conceptual andpractical difficulties (in nonlinear models), because they cannot be isolated by holding certain variablesconstant. This paper shows a way of defining any path-specific effectthat does not invoke blocking the remainingpaths.This permits the assessment of a more naturaltype of direct and indirect effects, one thatis applicable in both linear and nonlinear models. The paper establishesconditions under which such assessments can be estimated consistentlyfrom experimental and nonexperimental data,and thus extends path-analytic techniques tononlinear and nonparametric models.

Topics & Concepts

Nonlinear systemNonparametric statisticsIndirect effectSet (abstract data type)Constant (computer programming)Computer sciencePath (computing)EconometricsVariable (mathematics)Event (particle physics)MathematicsMathematical optimizationLawProgramming languagePhysicsPolitical scienceMathematical analysisQuantum mechanicsAdvanced Causal Inference TechniquesStatistical Methods and InferenceEfficiency Analysis Using DEA
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