Instrumental variable estimation for time-fixed treatments
Learning objectives
- Define an instrumental variable
- Describe the standard IV estimator
- Identify the limitations of IV estimation
- Conduct an IV analysis using R.
Notes
The R code uses data from the NHANES I Epidemiologic Follow-Up Study (NHEFS).
You can download the data used for this code
here.
Additional readings or resources
- Causal Inference: What If (Chapter 16)
- Labrecque J, Swanson SA. Understanding the assumptions underlying instrumental variable analyses: a brief review of falsification strategies and related tools. Current epidemiology reports. 2018 Sep;5(3):214-20.p
- McClellan M, McNeil BJ, Newhouse JP. Does more intensive treatment of acute myocardial infarction in the elderly reduce mortality?: analysis using instrumental variables. Jama. 1994 Sep 21;272(11):859-66.
- Posted on:
- January 28, 2020
- Length:
- 1 minute read, 109 words
- See Also: