19.6 IV and treatment effects

  • 2SLS will give different results depending on which IV is used
  • people who are more affected get higher weights

terminology

  • compliers: effect is in the expected direction (positive weight)

  • always-takers/never-takers: completely unaffected by instrument (zero weight)

  • defiers: effect is in the opposite direction of the expected (negative weight)

  • if all compliers affected the same way: 2SLS gives average treatment effect among compliers

  • we need to assume that there are no defiers (negative weight): monotonicity assumption