, there are basically three kinds of online dating sites: general sites like Match, niche sites like JDate, and match-based sites like e Harmony.Match-based sites – e Harmony especially – make strong claims that their matching system helps the online dating process by pairing you with those who are compatible with you, thus increasing your odds of finding a good long-term match.e Harmony requires members to fill out a 300-item questionnaire, the results of which are used to match members to other members.
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e Harmony’s matching is based on using its 29 DIMENSIONS® model to match couples based on features of compatibility found in thousands of successful relationships.”“After extensive research involving thousands of married couples, Dr.
Warren confirmed that these dimensions were indeed highly predictive of relationship success and could be used to match singles.
Ten years later, e Harmony’s compatibility matching is responsible for nearly 5% of U. marriages.” In other words, e Harmony claims their methods are scientific, and that they work.
With respect to number 1 (psychological compatibility)—we do a lot of observational research, where we follow couples in a relationship over period of time, and as a result—we build models of what dimension of personality work well with each over long period.
We also analyze which areas do not work well in long term relationship—which is applied to our models as well.
The outcome would be that we would score every potential match and only deliver to the users, the ones that we believe are compatible based on our research.
Regarding interpersonal chemistry—there is a lot of room for algorithmic work in that area.
Since at that point, we are only looking at matches that are psychologically compatible—we can utilize machine learning techniques to try to predict which areas around hobbies, interests, communication style, site behavior, language used etc - would be most attractive to another person.
In fact we have hundreds of variables that our scientists are looking at during the modeling exercises.
A lot of work goes into building those models, which ultimately predicts probability that the couple will enjoy great conversation—which hopefully will lead to a long relationship.
So in essence we are solving for the first two parts—psychological compatibility and interpersonal chemistry, while leaving the third part—physical attraction to our users.