Okcupid dating test types

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Since Ok Cupid published their data in support of not smiling in pics, the tip has been quoted as gospel truth on dating advice blogs, PUA podcasts, dozens of dating subreddits, forums, everywhere.But, at the same time, widespread skepticism rose too.For instance, it’s possible that the men in the top 20% of attractiveness were attractive and smiling, and the men in the bottom 20% of attractiveness were unattractive and not smiling.This leaves only smiling ugly guys at the bottom of the spectrum and grumpy hot guys at the top, making it look like being grumpy makes you hot.via GIPHY Not to mention, the metric they were using to gauge a male dater’s profile effectiveness (“women met per attempt”) is a wildly varying and unbounded metric; one guy with a particularly interesting photo that gets one unsolicited message per day could have easily made their whole result. In data science, we know it can be difficult to find consistent trends even between visitors of the same website from one week to the next.Is it likely that trends found among a very specific niche of male daters long ago — those who chose to upload only one photo and no profile text to Ok Cupid in 2009 — could translate to a viable Tinder strategy for all men in 2017?

But the more data we collected about men’s dating photo attractiveness, the more it became undeniable: Ok Cupid’s advice wasn’t raising men’s photo scores. In fact, users reported 3-5x (200-400%) more matches!But the number of men who were not smiling and looking away (especially in early 2010, before Ok Cupid advised it) would be in the hundreds at most.Even today, less than 15% of photos have no eye contact.TL; DR: OKCupid’s study on male dating photos fails reproducibility If you’re a guy who uses online dating sites/apps, you’ve probably heard this one: don’t smile in your picture.Better yet, don’t smile and look away from the camera.

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