Inside OkCupid: The Math Behind Online Dating


OkCupid, which was founded in , is wildly popular. Both are great in their own right, but, when push comes to shove, you know who you really want on your side. You can edit your profile at any time, look for matches based on your criteria, receive at least five match recommendations daily, like and favorite profiles, and send and receive winks, among other things. You can choose to upgrade, and then you can access features like sending and receiving unlimited messages and having your profile highlighted in search results. However, we have some special offers just for readers: You can fill out your information, upload photos, answer the matching questions, browse profiles, like profiles, and send and receive messages.

Kaspersky Researchers Uncover Flaws in Popular Dating Apps Like Tinder, OkCupid, and Bumble

Rudder, 39, is president and a co-founder of OKCupid, which Match. In this interview, edited for length and clarity, Rudder talks about what trends he sees in the online dating industry, the most interesting OKCupid statistics and how his approach to romance spills over into the way he manages his company. What was the most interesting insight?

At, like, 60 percent they could guess whether your parents got divorced before you were What have you learned about human behavior from your own data from OKCupid? The more time you spend with big data, the more it confirms your cynical intuition about people, for the most part.

May 13,  · The personal data of 70, members of the dating site OKCupid, including sexual preferences, has been released by Danish researcher Emil Kirkegaard and his team.

At the same time, the big data that increasingly fuels economic decision-making has emerged as a rich terrain for engaging in academic research and experimentation: These big data research activities yielded novel results, while also generating considerable controversy. This controversy recently caught up with a group of Danish researchers who, led by Aarhus University graduate student Emil O. When asked whether the researchers attempted to anonymize the dataset, Kirkegaard replied bluntly: Data is already public.

Some may object to the ethics of gathering and releasing this data. However, all the data found in the dataset are or were already publicly available, so releasing this dataset merely presents it in a more useful form. You can read it here: We cross many disciplines, hold differing opinions, and are heavily engaged in this domain. For example, we have informed internet research ethics guidelines by published by the Association of Internet Researchers , the American Psychological Association, the Norwegian National Committee for Research Ethics in the Social Sciences and the Humanities, and the U.

Researchers Caused an Uproar By Publishing Data From 70,000 OkCupid Users

Journal of Statistics Education Volume 23, Number 2 www. Kim and Adriana Escobedo-Land, all rights reserved. The data set includes typical user information, lifestyle variables, and text responses to 10 essay questions. We present four example analyses suitable for use in undergraduate introductory probability and statistics and data science courses that use R.

Sep 12,  · Users of the popular dating site have a clear bias against certain races, according to a new blog post by OKCupid co-founder Christian Rudder.

Next on the chopping block: The service has announced that it will require “real” first names in dating profiles in a tweet it said “You do not need to use your government name or even your full first name” , starting now with an initial test group and rolling out to everyone over time. As the company explains, it doesn’t want the real you to be “hidden beneath another layer of mystique” — it figures that your profile should offer insight into your personality, not your handle.

To some extent, OkCupid is just joining the modern era. Numerous other dating apps require your first name, so you’re not left wondering how to address someone when you meet them in person. And of course, creeps may be more willing to message you if they can hide behind an alias. However, the decision reduces your chances to maintain your anonymity.

Real first names theoretically make it easier for harassers to track people down or attack them based on their gender, ethnicity or sexual orientation. Facebook’s initial approach to real names created serious problems for women, the LGBT community and others who are trying to avoid harassers, stalkers and bigots. OkCupid tells Engadget that it takes privacy “very seriously” and notes that it has taken some steps to make it difficult to creep on others, such as removing profiles from its Google search index.

It also reiterates that it’s not asking for anything more than your first name, and that you can use a nickname if you prefer. You still have some wiggle room to remain elusive. Even so, the policy shift gives you one less place where you can completely mask who you are until you’re comfortable revealing more.

OkCupid begins enforcing real-name rules, insists it’s a good idea

Which emoji should you use if you want to get laid? Thanks to OkCupid data, we now have the answer. Put bluntly, OkCupid meticulously explains how to get laid using information from their users. And thankfully for you, their most recent infographic is no different. To celebrate the new year, OkCupid released a trove of data explaining what they learned from their users in The most interesting piece of data?

OkCupid’s Data Blog Is Both NSFW and Completely Entertaining. Like Facebook, OkCupid is playing mind games with its users. But these are slightly more ethical and a lot funnier.

May 13, All of the personal information you haphazardly upload to social media and dating sites is a treasure to someone, whether it’s advertisers, police or programmers. But would you be fine with someone using all that data for the purpose of advancing scientific research? Actual photos themselves, as well as the body text of the profiles, were not collected, though that information could easily be found using an OkCupid account once a target profile was identified.

Hacks and exposures of giant databases of personal information have become frequent in recent years — with high profile incidents like the Ashley Madison hack or Anonymous’ KKK dox — so some were outraged when they heard about the OkCupid database: But Weingart’s warning about our ability to unearth personal information was true about OkCupid even before this leak. The OkCupid database was collected with a scraper , a program that automatically runs through a website to collect all of the data — the algorithmic equivalent of going through the semi-public profiles one by one and jotting down the info.

Although it violates OkCupid’s terms of service , it’s not some sort of illegal hack. It’s a convenient collection of information that was already available by inconvenient means. Police use license plate readers to tracks cars and justify surveillance by saying it’s simply a photograph taken in public. Twitter just asked a big data firm to stop offering its services to law enforcement, but is still making its firehose of tweets searchable for marketers and advertisers.

As we move more of our lives online, it’s harder to hide personal information from someone who wants to collect it. That data can be used for good or evil, and academic research hardly seems like the worst-case scenario.

Is It Racist to Date Only People of Your Own Race?

Matchmaker, matchmaker, make me an online match! The book was inspired by his blog OkTrends , where he mines OkCupid data to reveal often strange information about dating and sex. In one particularly controversial experiment, OkCupid told some pairs of users they were more compatible than their own algorithm actually indicated was the case.

Rudder will be at Word bookstore in Greenpoint on Sept. The Brooklyn Paper caught up with the online Yenta ahead of the event to chat about the book and get the real story behind his human experimentations.

Online dating is a gold mine for data nerds. One Redditor found GIFs were more likely to get a response than messages on Tinder.

By Aaron Smith and Monica Anderson Digital technology and smartphones in particular have transformed many aspects of our society, including how people seek out and establish romantic relationships. Here are five facts about online dating: When we first studied online dating habits in , most Americans had little exposure to online dating or to the people who used it, and they tended to view it as a subpar way of meeting people. Today, nearly half of the public knows someone who uses online dating or who has met a spouse or partner via online dating — and attitudes toward online dating have grown progressively more positive.

Online dating use among to year-olds has also risen substantially since the last Pew Research Center survey on the topic. One factor behind the substantial growth among younger adults is their use of mobile dating apps. But it still means that one-third of online daters have not yet met up in real life with someone they initially found on an online dating site. Many online daters enlist their friends in an effort to put their best digital foot forward.

Despite the wealth of digital tools that allow people to search for potential partners, and even as one-in-ten Americans are now using one of the many online dating platforms, the vast majority of relationships still begin offline.

OkCupid Admits to Tricking Users into Thinking They’re a Match

The best way to fight racism may be to The site nudges you to answer as many questions as you can stand, and it also nudges you to make your answers public, as you can only see the answers of potential dates if you disclose your own answers. Though these algorithms can be cleverly gamed , the basic idea that answering questions honestly will allow you to find people who share your sensibilities, goals, and quirks makes intuitive sense.

We could make an effort to eliminate in-group favoritism, but such an effort would inevitably fail, as in-group favoritism is a powerful human impulse.

Aside from being a popular dating site, OkCupid is home to one of the best data blogs on the internet. Put bluntly, OkCupid meticulously explains how to get laid using information from their users. And thankfully for you, their most recent infographic is no different. To celebrate the new year.

Growing skepticism Since OkCupid 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. One Reddit commenter put it this way: Photofeeler steps in This is where we at Photofeeler come in. At first, this realization was frustrating. We even worried our tool could be flawed. But every time we looked into this, we found the same thing: So the opinions on our site were translating directly into behavior.

We decided it was time for someone to challenge the OkCupid study. We narrowed the demographics of our data set accordingly, matching their 7, photo sample. Then we ran each picture through a variety of analysis scripts in our case, neural nets that detected smiles and eye contact as well as tagged each one by hand until total agreement was reached. Finally, we used Photofeeler attractiveness ratings to gauge the success of the various photo types smiling, not smiling, eye contact, no eye contact.

Ours says that whether you smile or not makes no statistically-significant difference except in the case of eye contact and no smile, which is harmful.

Women are more successful if they make the first move, OkCupid data shows

Advertiser Disclosure Overview With over 15 million users, OkCupid is one of the fastest growing online dating service providers. New members must fill in some basic information for their profile along with a screen name and password. Afterwards, users have the option to fill in more information about themselves or answer questions to improve their profile and matching results.

This song was created using data on race and attraction among heterosexual couples on OkCupid, a popular online dating any given time, the song’s percussion and vocals are controlled by the attraction (or lack thereof) between two racial groups.

That is maybe not the best lesson to take from this. The problem seems to be that people want to create a binary distinction between “public” meaning public domain, can be used for anything by anyone and “private” meaning something known solely to a single individual , with no intermediary steps between them. But profile data like this is something that lives in the space in between. You’re clearly intending to share it with people in a particular category other similarly-situated users but not everyone and not forever.

It’s the sort of data you expect not to be archived; if you delete your account then it should go away. That is not how the laws of physics work. If you allow the data to be seen by other users and anyone can sign up to be another user then anyone can see the data and anyone can copy it. But that is why we have social norms.

OkCupid: Statistics vital in dating game

May 15, 2: How public is public? Depends who you ask. But in the greater scientific community, we would think that practices of consent—even for data that is somewhat-public—likely trump one’s arguments that it’s OK to publish whatever just because it’s easy to get to. At least, that seems to be the arguments surrounding a data set published on May 8 by a team of Danish researchers.

Several months ago, it takes to me an substance used in dating that lies within. I was using data on 70, good compatibility tools, online dating site okcupid announced the various online dating survey.

Android RSS Episode 8: The experiment was designed to test whether their algorithm was truly generating more meaningful conversations. There were two stages of the experiment. First, they tested whether the users would initiate a message. Second, they evaluated how often that message would turn into a conversation, at least four messages back and forth.

They showed some pairs their true compatibility rate and others they mixed. The theory was that showing a different compatibility rate would set an anchoring bias for the users as to whether they should expect a good connection or not. This would impact whether they would connect at all. They found that showing a high compatibility generated more conversations, even if the true compatibility was lower, but not quite as many as if the true compatibility was high.

Image from Forbes article This proved that the anchoring bias had an effect and also proved that their algorithm was producing more meaningful conversations than a random ranking would. Success for OKCupid — right?

OkCupid founder pens book on the data of dating

OkCupid founder Christian Rudder recently posted some of these snapshots on the website’s blog, reviewing how race affects OkCupid users’ behavior. As much as people would like to believe that they are open-minded, a potential partner’s racial background plays a huge part in OkCupid’s matches. If anything, racial bias has intensified a bit,” Rudder wrote, adding that black people and Asian men were at a significant disadvantage in the dating pool.

A very large dataset (N=68,, 2, variables) from the dating site OKCupid is presented and made publicly available for use by others. As an example of the analyses one can do with the dataset, a cognitive ability test is constructed from 14 suitable items. To validate the dataset and the test, the relationship of cognitive ability to religious beliefs and political interest/participation.

Enforce or exercise our rights, for example our Terms To process your information as described above, we rely on the following legal bases: Provide our service to you: Most of the time, the reason we process your information is to perform the contract that you have with us. For instance, as you go about using our service to build meaningful connections, we use your information to maintain your account and your profile, to make it viewable to other users and recommend other users to you.

We may use your information where we have legitimate interests to do so. For instance, we analyze users’ behavior on our services to continuously improve our offerings, we suggest offers we think might interest you, and we process information for administrative, fraud detection and other legal purposes.

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