Frontiers in Social Science features new research in the flagship journals of the Social Science Research Council’s founding disciplinary associations. Every month we publish a new selection of articles from the most recent issues of these journals, marking the rapid advance of the frontiers of social and behavioral science.

Post-matching inference may result in invalid standard errors

Regression models estimated after matching control and treatment groups on observables must explicitly account for the matching step in order to estimate asymptotically valid standard errors.

Author(s)
Alberto Abadie and Jann Spiess
Journal
Journal of the American Statistical Association
Citation
Abadie, Alberto, and Jann Spiess. “Robust Post-Matching Inference.” Journal of the American Statistical Association 117, no. 538 (2022): 983–995. https://doi.org/10.1080/01621459.2020.1840383. Copy
Abstract

Nearest-neighbor matching is a popular nonparametric tool to create balance between treatment and control groups in observational studies. As a preprocessing step before regression, matching reduces the dependence on parametric modeling assumptions. In current empirical practice, however, the matching step is often ignored in the calculation of standard errors and confidence intervals. In this article, we show that ignoring the matching step results in asymptotically valid standard errors if matching is done without replacement and the regression model is correctly specified relative to the population regression function of the outcome variable on the treatment variable and all the covariates used for matching. However, standard errors that ignore the matching step are not valid if matching is conducted with replacement or, more crucially, if the second step regression model is misspecified in the sense indicated above. Moreover, correct specification of the regression model is not required for consistent estimation of treatment effects with matched data. We show that two easily implementable alternatives produce approximations to the distribution of the post-matching estimator that are robust to misspecification. A simulation study and an empirical example demonstrate the empirical relevance of our results. Supplementary materials for this article are available online.

Water sharing practices in water-insecure environments are associated with increased conflict

Survey data from 20 global sites reveal that the practice of reciprocal household water sharing in water-insecure environments is associated with increased conflict and emotional distress.

Author(s)
Amber Wutich, Asher Rosinger, Alexandra Brewis, Melissa Beresford, Sera Young, and Household Water Insecurity Experiences Research Coordination Network
Journal
American Anthropologist
Citation
Wutich, Amber, Asher Rosinger, Alexandra Brewis, Melissa Beresford, Sera Young, and Household Water Insecurity Experiences Research Coordination Network. “Water Sharing is a Distressing Form of Reciprocity: Shame, Upset, Anger, and Conflict over Water in Twenty Cross-cultural Sites.” American Anthropologist 124, no. 2 (2022): 279–290. https://doi.org/10.1111/aman.13682. Copy
Abstract

Anthropological theories of reciprocity suggest it enhances prestige, social solidarity, and material security. Yet, some ethnographic cases suggest that water sharing—a form of reciprocity newly gaining scholarly attention—might work in the opposite way, increasing conflict and emotional distress. Using cross-cultural survey data from twenty global sites (n = 4,267), we test how household water reciprocity (giving and receiving) is associated with negative emotional and social outcomes. Participation in water sharing as both givers and receivers is consistently associated with greater odds of reporting shame, upset, and conflict over water. Water sharing experiences in a large, diverse sample confirm a lack of alignment with predictions of classic reciprocity theories. Recent ethnographic research on reciprocity in contexts of deepening contemporary poverty will allow development of ethnographically informed theories to better explain negative experiences tied to water reciprocity.

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