Math for Causal Inference
All simulators

The Wald & Grouping Estimator

Draft-lottery groups: the slope through group means estimates the effect of service; veterans-versus-others does not.

Day 62: The Wald Estimator
1415161700.20.40.6share who servedmean earnings ($1,000)
Wald estimate
-2.78
veterans vs others
-2.34
truth
-2.80

Lottery groups differ only in their draft risk. Each dot is a group: its veteran share (x) and mean earnings (y). The slope through the group means is the Wald estimate (2 groups) or the grouping (2SLS) estimate (more groups). Comparing veterans with non-veterans instead mixes in volunteers, who would earn more anyway.