Guidelines on surveillance among populations most at risk for HIV
Guidelines on surveillance among populations most at risk for HIV
Guidelines on surveillance among populations most at risk for HIV
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Limit<strong>at</strong>i<strong>on</strong>sSnowball sampling has many limit<strong>at</strong>i<strong>on</strong>s. If the goal is repe<strong>at</strong>ed <strong>surveillance</strong> <strong>on</strong> the same group, snowball sampling will not be appropri<strong>at</strong>e. Therecan be no way to compare the results over time. Bias can result since <strong>most</strong> people tend to name acquaintances who are similar to themselvesdemographically: by race, ethnicity, educ<strong>at</strong>i<strong>on</strong>, income or religi<strong>on</strong>.2.3.5 Resp<strong>on</strong>dent-driven samplingDescripti<strong>on</strong>Resp<strong>on</strong>dent-driven sampling is a modific<strong>at</strong>i<strong>on</strong> of snowball sampling which uses a m<strong>at</strong>hem<strong>at</strong>ical model toweight the sample d<strong>at</strong>a to compens<strong>at</strong>e <strong>for</strong> the fact th<strong>at</strong> the sample is not a simple random sample (40,41).Resp<strong>on</strong>dent-driven sampling is an important method <strong>for</strong> sampling hard-to-reach groups, including whenthe groups may be small rel<strong>at</strong>ive to the general popul<strong>at</strong>i<strong>on</strong> or when a list (sampling frame) of popul<strong>at</strong>i<strong>on</strong>members does not exist.To c<strong>on</strong>duct resp<strong>on</strong>dent-driven sampling: Identify and recruit seeds (initial survey resp<strong>on</strong>dents). The number of seeds required varies by the totalsample size required and the diversity of the target popul<strong>at</strong>i<strong>on</strong>. Give each seed coup<strong>on</strong>s and ask them to recruit three to five acquaintances. Each recruit who visits the study site brings a coup<strong>on</strong> th<strong>at</strong> identifies (by number) who referred them. No names are provided, just study identific<strong>at</strong>i<strong>on</strong> numbers combined to develop a list of the numbers ofacquaintances per study participant. Give each recruit coup<strong>on</strong>s and ask them to recruit three to five acquaintances. Recruiting may go <strong>on</strong> <strong>for</strong> several waves. A m<strong>at</strong>hem<strong>at</strong>ical model based <strong>on</strong> the Markov chain theory and network theory weights the sample toaddress the probability th<strong>at</strong> people will refer their friends, making the sample less random.AdvantagesThe resulting st<strong>at</strong>istical theory c<strong>on</strong>trols <strong>for</strong> the biases associ<strong>at</strong>ed with chain-referral methods, providingboth popul<strong>at</strong>i<strong>on</strong> estim<strong>at</strong>es and estim<strong>at</strong>es of variability <strong>for</strong> those estim<strong>at</strong>es (42).Individuals are accessed through their social networks, making it more likely to reach those who shun largepublic venues and avoid the street.Limit<strong>at</strong>i<strong>on</strong>sAs a method, resp<strong>on</strong>dent-driven sampling is costly and time-c<strong>on</strong>suming. Sources of significant bias canexist if the popul<strong>at</strong>i<strong>on</strong> is not well networked. Entire secti<strong>on</strong>s of the popul<strong>at</strong>i<strong>on</strong> of interest can be missed ifthey are not c<strong>on</strong>nected to the initial seeds.Depending <strong>on</strong> the number of initial seeds, the start-up of a resp<strong>on</strong>dent-driven sampling study can be slow.Resp<strong>on</strong>dent-driven sampling requires specific software <strong>for</strong> analysis (available <strong>at</strong>: http://www.resp<strong>on</strong>dentdrivensampling.org/main.htm). Recent research has found th<strong>at</strong> there is large vari<strong>at</strong>i<strong>on</strong> in theestim<strong>at</strong>es produced through resp<strong>on</strong>dent-driven sampling. Large sample sizes should improve <strong>on</strong> theestim<strong>at</strong>es (43).There have been mixed results using resp<strong>on</strong>dent-driven sampling with different <strong>most</strong>-<strong>at</strong>-<strong>risk</strong> popul<strong>at</strong>i<strong>on</strong>s.In some c<strong>on</strong>texts, the popul<strong>at</strong>i<strong>on</strong>s were not well networked, making resp<strong>on</strong>dent-driven sampling a difficultsampling str<strong>at</strong>egy.A more detailed descripti<strong>on</strong> of how to c<strong>on</strong>duct resp<strong>on</strong>dent-driven sampling is available <strong>at</strong>: http://www.resp<strong>on</strong>dentdrivensampling.org/.18