Examples

Here you find a collection of DML illustrations.

401(k) Eligibility

A toy starter: estimating PLR coefficients, ATEs, and LATEs with DML.

PLR · ATE · LATE

Stata R Python

Angrist & Evans IV

Revisiting the Machine Labor critique: DML lands essentially on 2SLS where naive ML fails.

IV · PLIV

R

Cultural Persistence

PLM in a small cross-section: climate volatility and tradition (Giuliano & Nunn).

PLM · small N

Stata R Python

Hospitalization Effects

DML for difference-in-differences under conditional parallel trends.

DiD · panel

R

Monopsony on MTurk

Estimating the labor supply elasticity with fine-tuned DeBERTa embeddings.

Text · embeddings · 3 parts

R Python