In order to encouragee broad participation in deliberative forums, it is important to understand how people from politically less powerful groups perceive the deliberative experience and how discussion group composition affects their experiences. Using data from 27 deliberative polls from 2004, we examine how four individual characteristics (sex, age, race, and education) and randomly assigned small group composition predict participants’ attitudes about the deliberative experience. We find evidence that women, young people, non-whites, and those without college degree generally evaluate the experience positively, but find no evidence for the argument that including more people from these groups would lead to more positive deliberation experience for participants from the groups. That is, there is no interaction between minority status and group composition in predicting participants’ evaluation of the deliberation process.

Political scientists often analyze data in which the observational units are clustered into politically or socially meaningful groups with an interest in estimating the effects that group-level factors have on individual-level behavior. Even in the presence of low levels of intracluster correlation, it is well known among statisticians that ignoring the clustered nature of such data overstates the precision estimates for group-level effects. Although a number of methods that account for clustering are available, their precision estimates are poorly understood, making it difficult for researchers to choose among approaches. In this paper, we explicate and compare commonly used methods (clustered robust standard errors (SEs), random effects, hierarchical linear model, and aggregated ordinary least squares) of estimating the SEs for group-level effects. We demonstrate analytically and with the help of empirical examples that under ideal conditions there is no meaningful difference in the SEs generated by these methods. We conclude with advice on the ways in which analysts can increase the efficiency of clustered designs.

Experiments conducted in the field allay concerns over external validity but are subject to the pitfalls of fieldwork. This article proves that scalable protocols conserve statistical efficiency in the face of problems implementing the treatment regime. Three designs are considered: randomly ordering the application of the treatment; matching subjects into groups prior to assignment; and placebo-controlled experiments. Three examples taken from voter mobilization field experiments demonstrate the utility of the design principles discussed.

College students are young, have little or no history of voting, and are residentially mobile, which makes them a population in great need of registering to vote. Universities have a civic, pedagogical, and legal obligation to register their students to vote. In 2006, we conducted a controlled experiment across 16 college campuses to test the efficacy of classroom presentations to increase voter registration. The 25,256 students across more than 1,026 classrooms were randomly assigned to one of three conditions: (1) a control group receiving no presentation; (2) a presentation by a professor; and (3) a presentation by a student volunteer. Verifying registration and voter turnout from a national voter database, we found that both types of presentations increased overall registration by 6 percentage points and turnout rates by approximately 2.6 percentage points. These results demonstrated that universities can take simple steps to engage their students in politics.

The provision of surgery within humanitarian crises is complex, requiring coordination and cooperation among all stakeholders. During the 2011 Humanitarian Action Summit best practice guidelines were proposed to provide greater accountability and standardization in surgical humanitarian relief efforts. Surgical humanitarian relief planning should occur early and include team selection and preparation, appropriate disaster-specific anticipatory planning, needs assessment, and an awareness of local resources and limitations of cross-cultural project management. Accurate medical record keeping and timely follow-up is important for a transient surgical population. Integration with local health systems is essential and will help facilitate longer term surgical health system strengthening.

Members of the same household share similar voting behaviors on average, but how much of this correlation can be attributed to the behavior of the other person in the household? Disentangling and isolating the unique effects of peer behavior, selection processes, and congruent interests is a challenge for all studies of interpersonal influence. This study proposes and utilizes a carefully designed placebo-controlled experimental protocol to overcome this identification problem. During a face-to-face canvassing experiment targeting households with two registered voters, residents who answered the door were exposed to either a Get Out the Vote message (treatment) or a recycling pitch (placebo). The turnout of the person in the household not answering the door allows for contagion to be measured. Both experiments find that 60% of the propensity to vote is passed onto the other member of the household. This finding suggests a mechanism by which civic participation norms are adopted and couples grow more similar over time.