Web crawling, snowball sampling, and respondent-driven sampling (RDS) are three types of network driven sampling techniques that are popular when it is difficult to contact individuals in the population of interest. This talk will show that if participants refer too many other participants, then under the standard Markov model in the RDS literature, the standard approaches do not provide "square...