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.
A new approach allows for the estimation of robust confidence intervals in nonparametric empirical Bayes analyses.
In an empirical Bayes analysis, we use data from repeated sampling to imitate inferences made by an oracle Bayesian with extensive knowledge of the data-generating distribution. Existing results provide a comprehensive characterization of when and why empirical Bayes point estimates accurately recover oracle Bayes behavior. In this paper, we develop flexible and practical confidence intervals that provide asymptotic frequentist coverage of empirical Bayes estimands, such as the posterior mean or the local false sign rate. The coverage statements hold even when the estimands are only partially identified or when empirical Bayes point estimates converge very slowly. Supplementary materials for this article are available online.
Anthropologists can leverage open science methods to contribute to the development of mental health programs sensitive to community and culture.
This commentary asks anthropologists to work within communities to actively address the global mental health impact of COVID-19 and contribute to the pandemic response. Multiple social and physical losses, worsened by numerous factors, have produced syndemic traumatic stress and suffering across populations, highlighting persistent inequalities further amplified by the effects of COVID-19. Specifically, anthropologists can work to contribute to the development of mental health programs; confront the racialization of COVID-19 alongside marginalized communities; support real-time policy making with community responses; and innovate transparent collaborative research methods through open science. This pandemic can serve as an opportunity to prioritize research endeavors, public service, and teaching to better align with societal needs while providing new opportunities for synergy and collaborations between anthropologists in and outside the academy. Anthropologists collaborating directly with mental health clinicians and the public can contribute to knowledge specifically through direct program development and implementation of interventions designed to improve mental well-being. Innovating to find impactful solutions in response to the unprecedented mental health challenges exacerbated by the COVID-19 pandemic has the potential to promote more equitable recovery around the world.