Counterfactuals and Policy Analysis in Structural Models

نویسندگان

  • Alexander Balke
  • Judea Pearl
چکیده

Evaluation of counterfactual queries (e.g., "If A were true, would C have been true?") is important to fault diagnosis, planning, de­ termination of liability, and policy analysis. We present a method for evaluating counter­ factuals when the underlying causal model is represented by structural models a nonlin­ ear generalization of the simultaneous equa­ tions models commonly used in econometrics and social sciences. This new method pro­ vides a coherent means for evaluating poli­ cies involving the control of variables which, prior to enacting the policy were influenced by other variables in the system.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Are Policy Counterfactuals Based on Structural VARs Reliable?∗

Based on standard New Keynesian models I show that policy counterfactuals based on the theoretical structural VAR representations of the models fail to reliably capture the impact of changes in the parameters of the Taylor rule on the (reduced-form) properties of the economy. Based on estimated models for the Great Inflation and the most recent period, I show that, as a practical matter, the pr...

متن کامل

The Science and Ethics of Causal Modeling

The intrinsic schism between causal and associational relations presents profound ethical and methodological problems to researchers in the social and behavioral sciences, ranging from the statement of a problem, to the implementation of a study, to the reporting of finding. This paper describes a causal modeling framework that mitigates these problems and offers a simple, yet formal and princi...

متن کامل

Tests of Policy Ine¤ectiveness in Macroeconometrics

This paper proposes tests of policy ine¤ectiveness in the context of macroeconometric rational expectations models. It is assumed that there is a policy intervention that takes the form of changes in the parameters of a policy rule, and that there are su¢ cient observations before and after the intervention. The test is based on the di¤erence between the realisations of the outcome variable of ...

متن کامل

An Axiomatic Characterization of Causal Counterfactuals

This paper studies the causal interpretation of counterfactual sentences using a mod-iiable structural equation model. It is shown that two properties of counterfactuals, namely, composition and eeectiveness, are sound and complete relative to this interpretation , when recursive (i.e., feedback-less) models are considered. Composition and eeectiveness also hold in Lewis's closest-world semanti...

متن کامل

Causality in the Sciences

This paper presents a general theory of causation based on the Structural Causal Model (SCM) described in (Pearl, 2000a). The theory subsumes and unifies current approaches to causation, including graphical, potential outcome, probabilistic, decision analytical, and structural equation models, and provides both a mathematical foundation and a friendly calculus for the analysis of causes and cou...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 1995