Assumptions of experiments Flashcards
Excludability
The assumption that z i can be omitted from the schedule of potential outcomes for Y_i (1) and Y_i (0).
Potential outcomes respond only to d and z is irrelevant.
Potential outcomes respond solely to receipt of the treatment, not to the random assignment of the treatment or any indirect by-product of random assignment.
Jeopardized when different procedures are used to measure outcomes in treatment and control groups.
Non-interference
Potential outcomes for observation i reflect only the treatment or control status of observation i and not the treatment or control status of other observations.
No matter which subjects the random assignment allocates to treatment or control, a given subject’s potential outcome remains the same.
Random assignment
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Solutions to excludability
Double-blindness and parallelism.
Double-blindness: Neither subjets nor researchers are aware of which treatments the subjects receive
Parallelism: Symmetri, i.e. same surveys, same times and so forth