Presentation at the Annual Meeting of the ASC 2.

My second presentation on distinguishing between the consensual and coercive aspects of duty to obey using natural effects models was much better attended than the first one. You can find the presentation of our work with Jon Jackson, Ben Bradford, and Sarah MacQueen (and the extra slides on the methodology) after the page break.

Continue reading “Presentation at the Annual Meeting of the ASC 2.”

Testing Complex Social Theories – Replication materials

As reported on Twitter, my paper on causal mediation analysis with multiple mediators has been published online:

I have already discussed the theoretical background of multiple mediators in other posts (find them here, here, here, and here). Hence, and as promised, I will instead focus on the code that you need to replicate the results of the paper.

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Causal mediation analysis with multiple mediators 4. – Some closing thoughts

After finishing my latest series of posts on causal mediation analysis with multiple mediators (you can find them here, here, and here), I had a sinking feeling that I forgot to mention a couple of important points, which means this series is not quite finished yet after all… There are two more issues I want to address: the differences between the post-treatment confounder and sequentially ordered approaches, and a potential Bayesian alternative. Continue reading “Causal mediation analysis with multiple mediators 4. – Some closing thoughts”

Causal mediation analysis with multiple mediators 3. – Sequentially ordered mediators

In this third, and final post on causal mediation analysis with multiple mediators (see the first two here and here), I discuss the case of sequentially ordered mediators.  Continue reading “Causal mediation analysis with multiple mediators 3. – Sequentially ordered mediators”

Causal mediation analysis with multiple mediators 2. – Post-treatment confounding

This is the second installment in a series of posts on causal mediation analysis with multiple mediators (see the first one here), which discusses how to handle the case of post-treatment confounding. Continue reading “Causal mediation analysis with multiple mediators 2. – Post-treatment confounding”