Never-taker 2026-11-05
A never-taker is a unit whose potential treatment receipts are : it receives no treatment under either value of a binary assignment or encouragement . This is the principal stratum, defined before observing which assignment actually occurs.
For example, a unit may decline participation whether or not it receives an invitation. Among units with observed , never-takers are mixed with compliers, so a single observation does not reveal the principal stratum. Under an exclusion restriction through treatment receipt, assignment has no outcome effect on a never-taker because receipt stays fixed; that is an additional causal assumption, not part of the definition.[ref]
Principal stratum Created 2026-09-28 Updated 2026-11-05
A principal stratum is defined by the joint potential outcomes of an intermediate variable under all compared treatments, rather than by its one observed value. For binary assignment and intermediate response , a basic principal stratum is the set of units with a specified pair . Each unit belongs to the same principal stratum whichever assignment it receives, although only is observed.[ref]
For example, let record whether a unit takes a treatment when offered encouragement. The pairs , , and define never-takers, compliers, defiers and always-takers, respectively. An instrumental-variable monotonicity assumption rules out defiers. A comparison conditional on observed receipt generally mixes compliers with always-takers and can mix them in different proportions across assignment arms. It therefore does not automatically identify a causal effect within either principal stratum.