When subjects are measured twice, once at each of two symmetrical locations
or times, stability of responses in the absence of treatment within subjec
ts, together with comparability of untreated responses between subjects, is
often viewed as supporting a conclusion that differences between treated a
nd control responses reflect effects actually caused by the treatment. The
degree to which this intuitive argument is formally correct is explored in
several related models: a multivariate Normal model, a nonparametric model
defined by symmetries, an analogous randomized experiment, and a sensitivit
y analysis model for observational studies in which treatments are not rand
omly assigned to subjects, nor to locations within subjects. Card and Kreug
er's study of the employment effects of the minimum wage is used to illustr
ate the methods.