The Game of Contacts: Estimating the Social Visibility of Groups
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Soc Networks
Abstract
Estimating the sizes of hard-to-count populations is a challenging and important problem that
occurs frequently in social science, public health, and public policy. This problem is particularly
pressing in HIV/AIDS research because estimates of the sizes of the most at-risk populations—
illicit drug users, men who have sex with men, and sex workers—are needed for designing,
evaluating, and funding programs to curb the spread of the disease. A promising new approach in
this area is the network scale-up method, which uses information about the personal networks of
respondents to make population size estimates. However, if the target population has low social
visibility, as is likely to be the case in HIV/AIDS research, scale-up estimates will be too low. In
this paper we develop a game-like activity that we call the game of contacts in order to estimate
the social visibility of groups, and report results from a study of heavy drug users in Curitiba,
Brazil (n = 294). The game produced estimates of social visibility that were consistent with
qualitative expectations but of surprising magnitude. Further, a number of checks suggest that the
data are high-quality. While motivated by the specific problem of population size estimation, our
method could be used by researchers more broadly and adds to long-standing efforts to combine
the richness of social network analysis with the power and scale of sample surveys.