14.5 Propensity Score Weighting

Propensity score is the estimated probability that a given observation would have gotten treated.

  • Used for inverse probability weighting
  • Usually estimated by regression

Curse of dimensionality?

  • Penalized regression (e.g. ridge, LASSO)
  • Boosted regression: poor estimates given higher weights