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uk chat dating Nonetheless, it is instructive to compare matching in environments with di_erent degrees of search uk chat dating frictions 29 magnitude than uk chat dating their o_ine counterparts, uk chat dating our results suggest that search frictions are not the sole reason for uk chat dating assortative uk chat dating matching One factor that may explain our finding of smaller correlations than uk chat dating in marriage uk chat dating data is that our definition of a match is much more uk chat dating indicative of a first date than a marriage One may expect daters to experiment with a uk chat dating wide variety of individuals, and this experimentation may lead to attribute correlations among uk chat dating dating couples being lower than uk chat dating attribute correlations among married couples We discuss this hypothesis further in Section 62 Note also that sorting patterns in online matches may di_er from o_ine marriages due to selection: the users in our sample who chose uk chat dating to join the dating site may uk chat dating be di_erent from the general population in terms of attributes uk chat dating and tastes Although our results online dating personal ads in Section 2 do not suggest strong di_erences between our sample and the o_ine population with respect to observed attributes, uk chat dating we acknowledge that selection on unobservables such as tastes and goals might play a significant role However, such a discrepancy would lead us to expect di_erent match patterns than those observed in uk chat dating traditional marriages Yet even with this self-selected sample of individuals, many of the previously documented correlation patterns hold up at least in a qualitative manner 61 Can the Gale-Shapley Model Predict the Correlation Structure of Online Matches? We next examine whether the observed dating free online site uk correlation in online uk chat dating matches can be predicted from the preference estimates in Section 52 uk chat dating and a specific assumption on the equilibrium uk chat dating mechanism by which matches are formed uk chat dating For both uk chat dating geographic markets in our data set, we use the preference estimates shown in Table uk chat dating 53 uk chat dating (the fixed-e_ect logit specification) to construct user-specific preference orderings over uk chat dating members of the opposite dating free internet site uk sex Based on these preference profiles, we use the Gale-Shapley algorithm to compute the male- or uk chat dating female-optimal stable matchings in both free dating site in uk dating markets.

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We then compute the Pearson correlations between the attributes of the matched couples Remember that the specification of preferences also includes uk chat dating dating service uk an iid type I extreme value term, ?mw, for each pair of potential uk chat dating mates30 We use random draws of these utility terms to construct uk chat dating a profile of preference orderings We repeat the process married dating uk of drawing random utility terms, calculating preference profiles, and running the Gale-Shapley algorithm 50 uk chat dating times, and report the uk adult agencys dating escort uk chat dating average and uk chat dating standard deviation of the attribute correlations across speed dating in the uk these 50 repetitions In principle, the male- and female-optimal stable uk chat dating matchings in a uk chat dating market uk chat dating can be very di_erent, since one is the stable matching that is unanimously most-preferred by men, and the other is the most-favored stable matching by women (Roth uk chat dating and uk chat dating Sotomayor 1990) Ac- 30To be precise: Man m’s taste shock for woman w is di_erent from woman w’s uk chat dating taste shock for man m, ?mw 6= ?wm 30 cordingly, Table 61, columns (III a) and (III b) show the correlations in user attributes of the predicted stable matches under uk chat dating these two extreme outcomes Our results indicate that, at least uk chat dating in terms of the uk chat dating attribute correlations, the predicted male- and female-optimal matching outcomes are virtually identical We next compare uk chat dating the attribute correlations obtained by the Gale-Shapley uk chat dating matching procedure to uk chat dating those observed in “keyword matches” uk chat dating We see a wide degree uk chat dating of dating services uk uk chat dating agreement between the Gale-Shapley predictions in columns (III a) and uk chat dating (III b) and the observed correlations in column (II) The age uk chat dating correlation in observed (? = 073) and predicted (? = 071) matches are very similar Although the Gale-Shapley predicted uk chat dating correlation in uk chat dating looks is somewhat smaller than the looks correlation in keyword matches (? = 019 versus ? = 033), the height and weight correlations predicted by the Gale-Shapley algorithm are higher31 Finally, uk chat dating we get similar correlations in income and education across the keyword and Gale-Shapley matches Overall, uk chat dating it appears that the Gale-Shapley algorithm, coupled uk chat dating with our preference estimates, can predict the correlation structure of observed keyword matches quite well.

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Note that our preference estimation procedure did uk chat dating not uk chat dating assume a particular match formation process beyond the threshold rule Indeed, the estimates in Table 53 were obtained without utilizing any information beyond browsing and first-contact e-mails The close correspondence between the attribute correlations across keyword matches and simulated Gale-Shapley matches suggests that the decentralized process of match formation on the online dating site provides a close approximation to uk chat dating the outcome that would have been achieved by Gale-Shapley’s protocol This uk chat dating is perhaps agencys dating escort uk wiltshire not too surprising, given the theoretical result that uk chat dating the matching outcome in the Adachi model under negligible search costs is stable in the Gale-Shapley sense (Section 3) While the users of the dating site are of course not literally matched as in the Gale-Shapley procedure, the Adachi model provides what we consider a plausible description of actual search and uk chat dating matching behavior Furthermore, the technology of online dating was uk chat dating invented precisely for the purpose uk chat dating of minimizing search costs, and the institution provided by the dating site adverts dating uk may uk chat dating be considered a close approximation to the environment in the theoretical limit investigated by Adachi 62 The Role uk chat dating of “Unobservables” in Matching Since the Gale-Shapley algorithm can predict the correlation structure of observed online matches well, we now utilize it to simulate matching outcomes under adult dating free site uk counterfactual scenarios in which we change some aspects of the user preferences Our first counterfactual exercise gives some insight regarding the role played by “unobservables” in the match formation process Although our preference estimation results show that observable factors such as looks, height, ethnicity, and income play a very important 31The looks correlation was uk chat dating only computed uk chat dating when both members of the matched couple had posted photos 31 role in the dating market, these observable user attributes appear to account only for part of the preferences for a potential partner One interpretation of the unobservable term in the utility function is agencys dating escort uk wiltshire that it represents noise in the users’ behavior.