Sources of selection bias in evaluating social programs: An interpretation of conventional measures and evidence on the effectiveness of matching as a program evaluation method

This paper decomposes the conventional measure of selection bias in observational studies into three components. The first two components are due to differences in the distributions of characteristics between participant and nonparticipant (comparison) group members: the first arises from differences in the supports, and the second from differences in densities over the region of common support. The third component arises from selection bias precisely defined. Using data from a recent social experiment, we find that the component due to selection bias, precisely defined, is smaller than the first two components. However, selection bias still represents a substantial fraction of the experimental impact estimate. The empirical performance of matching methods of program evaluation is also examined. We find that matching based on the propensity score eliminates some but not all of the measured selection bias, with the remaining bias still a substantial fraction of the estimated impact. We find that the support of the distribution of propensity scores for the comparison group is typically only a small portion of the support for the participant group. For values outside the common support, it is impossible to reliably estimate the effect of program participation using matching methods. If the impact of participation depends on the propensity score, as we find in our data, the failure of the common support condition severely limits matching compared with random assignment as an evaluation estimator.

El sistema de reserva indígena como organización social de tutela estatal. El caso de Canadá

Este trabajo tiene como objetivo examinar el impacto y las consecuencias sociales contemporáneas del mantenimiento del sistema de organización social denominado reserva indígena en Canadá. Mediante un estudio de caso, se explora cómo la política organizacional y la estructura institucional contemporánea en las reservas indígenas canadienses está alimentando problemas psicosociales y de salud mental como, por ejemplo, abuso de sustancias psicoactivas, depresión, negligencia parental, violencia doméstica... Tres características estructurales son identificadas como problemas inherentes en la estructura organizacional de las reservas contemporáneas: el desempleo estructural, la dependencia a programas de asistencia social y el faccionalismo comunitario.

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