DiscoverSERious EPIS4E8: Regression Discontinuity and Difference-in-Differences with Dr. Usama Bilal
S4E8: Regression Discontinuity and Difference-in-Differences with Dr. Usama Bilal

S4E8: Regression Discontinuity and Difference-in-Differences with Dr. Usama Bilal

Update: 2025-03-15
Share

Description

In this episode we talk to Dr. Usama Bilal of Drexel University about Regression Discontinuity Design (RDD) and Difference-in-Differences (DiD), two quasi experimental methods that fall under the instrumental variables framework which we discussed in previous episodes. We talk about what RDD is, the different types (fuzzy vs sharp) and what we are actually estimating (LATE vs CACE). We talk about the bias vs variance tradeoff in how far from the threshold we choose to draw inferences. We talk about the assumptions that are needed for these methods to give valid estimate of effects. Then we talk about DiD and how this is a form of RDD with a second group that does not experience the discontinuity as a control. And we talk about the additional assumptions needed for this approach (e.g. parallel trends).

Comments 
00:00
00:00
x

0.5x

0.8x

1.0x

1.25x

1.5x

2.0x

3.0x

Sleep Timer

Off

End of Episode

5 Minutes

10 Minutes

15 Minutes

30 Minutes

45 Minutes

60 Minutes

120 Minutes

S4E8: Regression Discontinuity and Difference-in-Differences with Dr. Usama Bilal

S4E8: Regression Discontinuity and Difference-in-Differences with Dr. Usama Bilal

Sue Bevan - Society for Epidemiologic Research