MEDIATION: Stata module for causal mediation analysis and sensitivity analysis
Raymond Hicks () and
Dustin Tingley ()
Additional contact information
Raymond Hicks: Niehaus Center for Globalization and Governance, Princeton University
Statistical Software Components from Boston College Department of Economics
Abstract:
mediation estimates the role of particular causal mechanisms that mediate a relationship between treatment and outcome variables. Calculates causal mediation effects and direct effects for models with continuous or binary dependent variables using methods presented in Imai et al 2010. Also calculates sensitivity analyses for mediation effects that are necessary due to non-random assignment of mediating variable. Package replaces earlier approaches like the "Baron-Kenny" method and "Sobel test" for the case of continuous mediator and outcome variables, producing identical results as these earlier methods but not put in a causal inference framework and with sensitivity analyses to the key identification assumption. For models with binary mediators or outcomes, correct calculation of mediation effects are implemented that take into account the use of non-linear models such as probit.
Language: Stata
Requires: Stata version 10 and moremata (q.v.)
Keywords: causal mediation effects; binary outcome; continuous outcome (search for similar items in EconPapers)
Date: 2011-06-18, Revised 2012-11-19
Note: This module should be installed from within Stata by typing "ssc install mediation". The module is made available under terms of the GPL v3 (https://www.gnu.org/licenses/gpl-3.0.txt). Windows users should not attempt to download these files with a web browser.
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Downloads: (external link)
http://fmwww.bc.edu/repec/bocode/m/medeff.ado program code (text/plain)
http://fmwww.bc.edu/repec/bocode/m/medeff.sthlp help file (text/plain)
http://fmwww.bc.edu/repec/bocode/m/medsens.ado program code (text/plain)
http://fmwww.bc.edu/repec/bocode/m/medsens.sthlp help file (text/plain)
http://fmwww.bc.edu/repec/bocode/b/BinaryMediatorContOutcome.dta sample data file (application/x-stata)
http://fmwww.bc.edu/repec/bocode/c/ContMediatorBinaryOutcome.dta sample data file (application/x-stata)
http://fmwww.bc.edu/repec/bocode/c/ContMediatorContOutcome.dta sample data file (application/x-stata)
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Persistent link: https://EconPapers.repec.org/RePEc:boc:bocode:s457294
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