Table 3.
Examples of identification assumptions
Assumption | Basic explanation of meaning |
---|---|
Exchangeability † | This assumption is generally true if
|
Positivity | This assumption is true if, for every possible combination of measured confounding variables, individuals with those characteristics have a positive probability of following any of the treatment strategies of interest. |
† Full exchangeability is generally not required if weaker conditions (e.g., mean exchangeability, sequential conditional exchangeability, or others) hold [32].