Efficient estimation of longitudinal treatment effects using difference-in-differences and machine learning

Nicholas Illenberger, Iván Díaz, Audrey Renson

Difference-in-differences is based on a parallel trends assumption, which states that changes over time in average potential outcomes are independent of treatment assignment, possi…