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StataCorp will be exhibiting and hiring at the 2024 Joint Statistical Meetings. We're also hosting a computer technology workshop. Attending from StataCorp: Aramayis Dallakyan, Senior Statistician and Software Developer; Meghan Cain, Assistant Director, Educational Services; and Yaojin Sun, Senior Statistician and Software Developer. For more information about the meeting, visit the JSM 2024 page.
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| Title: | Causal mediation analysis using Stata |
| Presenter: | Aramayis Dallakyan, Senior Statistician and Software Developer, StataCorp |
| Date: | Wednesday, 7 August 2024 |
| Time: | 1:00–2:45 p.m. |
| Location: | Room B113 of the Oregon Convention Center |
| Description: | Causal mediation analysis (CMA) aims to explore and determine the mechanisms through which a treatment influences an outcome via a mediator. The objective of this workshop is to provide a practical guide, facilitating an understanding of CMA using Stata. We will begin by introducing the fundamental steps of causal analysis and apply them to CMA. We will highlight the differences between causal and traditional mediation analysis. The workshop will also delve into various types of direct and indirect effects. Examples demonstrating how to perform CMA within Stata using different types of outcomes and mediators (continuous, binary, and count) will be provided. No prior knowledge of Stata is required, although a basic understanding of causal inference will be beneficial. |
Aramayis Dallakyan is a Senior Statistician and Software Developer at StataCorp LLC. His research interests lie at the intersection of high-dimensional time series, causal discovery, and statistical/machine learning. Aramayis has published articles in renowned journals, including the Journal of Graphical and Computational Statistics, the Journal of Computational Statistics and Data Analysis, and the Stata Journal. Prior to joining StataCorp, he earned a PhD in statistics from Texas A&M University.
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