causality

What is Causality?

  • History: 192? (Neyman, Wright)
  • causal relationalship: direction is unclear
  • Causality using an example, Causal effect of treatment (A = 1 or 1; doesnt have to be binary) on some outcome (Y = 0 or 1 or time until death)
  • Potential outcome: $Y^A$. For example, $Y^1$ = 1. This means the outcome (disease) under treatment (A = 1). This could be $Y^(A=0)$ = 0; Outcome under no treatment is no disease

Counterfactual

  • Observed outcome is Y = Y^1 ; counterfactual outcome is $Y^0$