One of my favorite blogs is OkTrends (even if they haven’t updated since April, sadface). What’s better than combing dating site data for statistical trends an oddities? All of their articles are super interesting.
I was having lunch with some of my fellow graduate students, when the conversation turned geeky (as it tends to do). I mentioned how it would be great to have some sort of measure of sexual compatibility on OkCupid other than skimming through the various questions people have answered (which, don’t lie, is the first thing everyone does). Though the questions are very telling – just from reading other’s answers to the sex questions, I can tell if we’d be compatible or not. But there’s no good metric for it.
The solution to us was obvious to us: Principal Component Analysis.
“Principal component analysis (PCA) involves a mathematical procedure that transforms a number of (possibly) correlated variables into a (smaller) number of uncorrelated variables called principal components. The first principal component accounts for as much of the variability in the data as possible, and each succeeding component accounts for as much of the remaining variability as possible.”
You could do a PCA on people with all of their sex answers being their data. The magic of PCA (please don’t make me describe the math) would then decide what the proper variables are to measure. If I had to guess, kinkiness and experience would probably be the two main variables in someone’s sexual preferences. I would guess you’d get a chart looking something like this:
With each dot representing a person, and people potentially forming clusters. You could look and see if you easily fall into the kinky cluster, or whatever. And PCA can have more than two variables, though that’s a little trickier to graph. I can imagine the 3rd being something like desire. Do you want lots of sex, or are you happy with not that much? That’s a major point of conflict in relationships, so it would be great to have that sorted out by the power of statistics.
Thinking this was pretty much the best idea ever, we emailed OkCupid, highlighting our accolades as computational geniuses and internet nerds. This was the response:
“Hi Jennifer – Thanks for writing. We only share our data with third parties when they have a budget to license the data…
I think that “…” implies “You don’t have the money to do it yourself.”
So, fine, fine. But in the name of science, I want to see it done. Come on, OkCupid. You know you want to reach a new level of geekery in your statistical analysis. Make it so.