<oai_dc:dc xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:creator>Huber, Martin</dc:creator>
  <dc:creator>Schelker, Mark</dc:creator>
  <dc:creator>Strittmatter, Anthony</dc:creator>
  <dc:date>2019-09-01</dc:date>
  <dc:description xmlns:ns0="xml" ns0:lang="en">We propose a novel approach for causal mediation analysis based on changes-in-  changes assumptions restricting unobserved heterogeneity over time. This allows  disentangling the causal effect of a binary treatment on a continuous outcome into an  indirect effect operating through a binary intermediate variable (called mediator) and a  direct effect running via other causal mechanisms. We identify average and quantile  direct and indirect effects for various subgroups under the condition that the outcome  is monotonic in the unobserved heterogeneity and that the distribution of the latter  does not change over time conditional on the treatment and the mediator. We also  provide a simulation study and an empirical application to the Jobs II programme.</dc:description>
  <dc:format>application/pdf</dc:format>
  <dc:identifier>https://sonar.ch/global/documents/307960</dc:identifier>
  <dc:identifier>https://sonar.ch/documents/307960/files/WP_SES_508.pdf</dc:identifier>
  <dc:language>eng</dc:language>
  <dc:relation>http://www.unifr.ch/ses/wp</dc:relation>
  <dc:rights>info:eu-repo/semantics/openAccess</dc:rights>
  <dc:rights>License undefined</dc:rights>
  <dc:subject xmlns:ns1="xml" ns1:lang="en">Direct effects</dc:subject>
  <dc:subject xmlns:ns2="xml" ns2:lang="en">indirect effects</dc:subject>
  <dc:subject xmlns:ns3="xml" ns3:lang="en">mediation analysis</dc:subject>
  <dc:subject xmlns:ns4="xml" ns4:lang="en">changes-in-changes</dc:subject>
  <dc:subject xmlns:ns5="xml" ns5:lang="en">causal mechanisms</dc:subject>
  <dc:subject xmlns:ns6="xml" ns6:lang="en">treatment effects</dc:subject>
  <dc:subject>info:eu-repo/classification/udc/33</dc:subject>
  <dc:title xmlns:ns7="xml" ns7:lang="en">Direct and indirect effects based on changes-in-changes</dc:title>
  <dc:type>http://purl.org/coar/resource_type/c_18ws</dc:type>
</oai_dc:dc>
