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Complier average causal effect: Control crossover is ignored in compliance · case 05
CACE is understated when control users can reach the feature through another path.
Case contract
Outcome sums cover every assigned user. ITT = outcome_sum_t / assigned_t - outcome_sum_c / assigned_c. Compliance difference = took_t / assigned_t - took_c / assigned_c (control users can cross over). CACE = ITT / compliance difference when that difference is positive, else None. Nonpositive assignment counts -> None. Return [ITT, compliance difference, CACE] rounded to 6.
Why this case matters
Opt-in features have partial uptake; the effect on adopters needs an instrumental-variable estimate.
One recorded failure
Sample boundary fixtureThis sample comes from the broken implementation of a controlled reproducer.
| Boundary fixture | Actual | Expected | Outcome |
|---|---|---|---|
| crossover in control reduces compliance difference | [0.6, 0.6, 1.0] | [0.6, 0.5, 1.2] | Failed |
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