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Effective matching is defined as the exchange of contact information with the likely intent to meet in person. The characteristics of effective match include alignment of psychological traits i.

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For nearly all characteristics, the more similar the individuals were, the higher the likelihood was of them finding each other desirable and opting to meet in person. The only exception was introversion, where introverts rarely had an effective match with other introverts.

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Given that people make their initial selection in no more than 11 s, and ultimately prefer a partner who shares numerous attributes with them, we suggest that users are less selective in their early preferences and gradually, during their conversation, converge onto clusters that share a high degree of similarity in characteristics. Keywords: online dating applications, decision making, homophily, big data, matching Introduction Online dating has become one of the most popular methods for single individuals to meet and develop relationships Madden and Lenhart, ; Valkenburg and Peter, ; Finkel et al.

As early as phone dating site number, over a third of single Internet users were using online dating services. Within the 2 years u-bahn bekanntschaft followed, more new romantic relationships had begun as a byproduct of online services than through any other means, with the exception of meeting through friends Finkel et al.

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The usage of mobile applications apps for dating has nearly tripled, phone dating site number apps are predicted to continue growing in the following years Juniper Research, Currently, dating apps exist for users as young as those in their teens and as senior as those in their eighties and nineties.

Traditional online dating sites OkCupid, Match. Typically, once a user creates their profile, they can search through the profiles of potential romantic partners in the hope of communicating and eventually meeting in person.

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Contemporary mobile dating apps Tinder, Hinge, Bumble, etc. On these apps, each potential romantic interest is displayed one at a time with a photo and basic information, such as age and location.

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A user can click on the profile being presented and see additional information. This may include height, religious beliefs, hometown, various interests, and a short bio. Users have the option to either reject or accept the person as a potential match but cannot view the next potential match until they have made a selection.

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Once two users confirm their interest in one another they are both notified and are able to communicate. This provides a wealth of knowledge previously unavailable for traditional online dating services. Duguay, In the case of Hinge, which we will focus on throughout this paper, users are required to log in using Facebook, but can choose to manually enter additional information that is not available on Facebook, such as the type of relationship they are open to i.

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While many mobile dating apps do not require users to enter additional information about their height, political preferences, personality, etc. None of the popular mobile dating apps, including Hinge, require these data.

However, Hinge does have dedicated fields for these attributes which make queries about them easy to evaluate. Given that these apps make the preliminary selection of a partner a binary decision, they provide an environment that lends itself to quantitative decision making models. This is contrary to traditional online dating sites where the choice of a partner is harder to analyze and model due to the breadth and depth of information users are exposed to in the context of their decision making.

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In this work, we investigate the selection process and look at the level of similarity between two individuals, across various attributes, as a driver of the ultimate match—that is, how attributes that pertain to a person their height, religious affiliation, education, preferences, socio-economic status, or personality traits indicate the likelihood that they will prefer to interact with others who share similar attributes.

We show that people phone dating site number are similar to one another tend to prefer each other and are more likely to actually engage in a conversation that leads to meeting in person.

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We break the matching process into two stages and analyze each one separately in different sections of the paper. This choice bauernzeitung partnersuche to the decision to potentially interact with the other person outside of the dating app.

In the second half of the paper, we investigate the binary choice to pursue an initial interaction with a potential candidate by merely signaling an interest in communication. This choice happens first, typically followed by a conversation using the app chat platform, and then ending with a decision to interact outside the app sandbox.

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Additionally, the choice to exchange contact information typically involves more commitment i. The choice to exchange contact information that leads to a meeting can also be seen as a choice between a broader set of options. The person is not just choosing whether they are interested in learning more about another individual online, they are choosing whether they want to spend time with them, at the expense of spending time with others, for what is typically a longer period.