‘BIG DATA’ the answer to your love life?

Your job description could be one place to start on Tinder!

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The days of being embarrassed about online dating are long gone. It is now a regular occurrence and something people openly talk about in today’s world. Some of this change has been down to how we use the internet and how it is firmly integrated into our lives through work, smartphones & social media. With the growth of online dating platforms comes a growth in the vast collection of profile data. By using our data, these applications are able to provide better matches which lead to more interesting dates and higher chance of compatibility.

So how exactly do dating apps use ‘BIG data’?

1. Multiple data sources:
Many dating apps/sites ask users to fill out questionnaires to gauge user personality and interests as this information is used to generate compatible matches. They then obtain user permission to gather more data through social media platforms, online shopping histories, streaming sites among many others. This is known as ‘collaborative filtering’ as matches users based on factors like the shows they watch & products they buy. E-Harmony uses a proprietary questionnaire with 258 questions which takes approximately 18 hours to complete, contrary to belief this is obviously working as they publicly announced to be responsible for the marriage of 600,000 couples.

2. Deep Learning:
This is probably the creepiest method used by dating & marriage services such as ‘best-matchmaking.com’ & ‘Badoo’ where users are offered the ability to find a partner that resembles another person by analyzing images to identify specific features such as the shape of the nose or colour of the eyes without being mentioned.

3. Analyzing User Behaviour:
This method helps in deciphering what type of partner a particular user is interested in finding. This is done through using the data from the questionnaire, third party data & algorithms to decipher the behavior of the user. This has originated from contradictory user activities where the sort of partner users say they prefer and the sort of profiles they spend most time looking at differs. For example, ‘E-harmony’ uses information such as the frequency of user log ins and amount of time spent on the site to ascertain how serious a user is in finding a partner.

4. Online Dating in Action:
After the user signs for the site/app, data is continuously collected and then analyzed. This data then gets stored in a database and gets linked accordingly with numerous algorithms so the matches are completely automated and provide the best potential matches. This algorithm is unique to each site. One such example is Tinder, with over 50 million users this app is ahead of all the other competition and uses a unique algorithm linked with location, number of mutual friends and common interests and does not use lengthy questionnaires.

Curious about what kind of data Tinder uses from your personal sources? Look no further- https://account.gotinder.com/request-data


References

https://www.makeuseof.com/tag/online-dating-data/
https://medium.com/personaldata-io/tinder-must-be-joking-with-their-dowload-your-data-option-88fdd7b3950d
https://dataconomy.com/2016/02/can-big-data-save-your-love-life/
https://dailydatanews.com/2017/12/01/big-data-dating/
http://www.quantmarketing.com/news/putting-the-big-data-in-dating/
https://www.bmmagazine.co.uk/business/online-dating-is-using-big-data-to-find-compatible-matches/

#Trending

WHAT? Ideas have also been fed to us initially through TV & radio, brands would make an impact through catchy jingles and humorous advertisements. But social media changed the game. It took us 1000 years to get comfortable with the idea of taking a picture of our lunch and when we did, it spread like wildfire and now there are millions of pictures circulating all platforms of social media with Instagram at the forefront. Then followed ‘selfies’ which goes to show us that this basically is a cultural evolutional journey and a rapid one at that, in this context.

WHY? Some ideas spread and others don’t. This boils down to the uniqueness of the idea because more than 95% of ideas are ignored by the public for numerous reasons ranging from being too bland to being unpractical. Take the instance of the ALS Ice Bucket Challenge which broke the internet in 2014, which was done to promote awareness of the ALS disease and went viral as people nominated their friends to dump a bucket of ice water on their heads within 24 hours and the cycle continued; however, if someone failed or forfeited the challenge they had to make a charitable donation as a penalty. Many others including ‘Salt Bae’ sprinkling salt on meat in a unique fashion saw Chef Nusret become a celebrity overnight, allowing him to then charge exuberant prices for his food in his restaurants.

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HOW? These ideas either spread organically or they are strategically meant to do so. For example music videos including ‘Gangnam Style’, ‘Hotline Bling’, ‘Party rock anthem’ and most recently ‘Kiki challenge’ all were intended to become popular dance moves thus increasing brand value of these artists.

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For simple understanding, there are 5 types of consumers

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Unique New Idea Diffusion Strategies Currently Used by Companies

Earlier, companies would target the majority of the population ie, the Early Majority consumers and Late Majority consumers considered as the ‘mass market’. Often ideas would fail and investments would go down the drain but with the help of social media things are rapidly changing. Kickstarter is one example, this company is a global crowdfunding platform for new creative products/ideas who leverage social media to mainly target the innovators & early adopters in a strategy which involves these early users to organically promote the products through word of mouth recommendations to their close networks.

As discussed earlier, a new idea is like a spark but the spark needs to be a considerable one to catch on and spread like wildfire. A few more companies have managed to do this using unique strategies. Wayfair – Is a popular affordable furniture online retailer. Majority of their customers are on Instagram and initially faced a challenge of customers not being able to access their website through Instagram pictures. In 2017, Instagram shopping was introduced which allowed online retailers to tag specific products within a picture and Wayfair cashed in on this and the idea has really kicked on.

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Now that we have seen what ideas are, why they spread and how they gain mainstream popularity, is this dress blue & black or white and gold ? 😉

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