At LinkedIn, most decisions are made using experiments. When we want to decide between two features, we test them against each other in the real world: we give feature A to a random set of members, feature B to another set, and we compare the results. Are users of feature A more engaged? Do they have a better experience with our products? If so, feature A wins....
A/B Testing Articles
-
- Topics:
- A/B Testing,
- Testing,
- data science,
- experimentation,
- T-REX,
- Data
-
At LinkedIn, we use data to improve our members’ experiences while using our site. On the video team, we value metrics that yield insight on how long our videos take to load, why certain videos draw more attention than others, and how our members tend to interact with videos across web, iOS, and Android. In short, the various data points collected during video...
- Topics:
- A/B Testing,
- experimentation,
- NYC Engineering,
- Data,
- Performance,
- Video,
- T-REX
-
Co-authors: Bonnie Barrilleaux and Dylan Wang Our 567M members use the LinkedIn feed to talk to each other a lot: more than a million posts, videos, and articles flow through the LinkedIn feed each day. This is the story of how we discovered some growing pains for both creators and viewers in the feed; how we solved the problems with a smarter feed relevance...
- Topics:
- Feed Personalization ,
- A/B Testing,
- data science,
- experimentation,
- Data,
- relevance,
- T-REX
-
Editor’s note: The use of AI in LinkedIn products has been the subject of multiple press articles and research papers (some...
-
Co-authors: Tim Jurka, Souvik Ghosh and Pete Davies Overview At LinkedIn, our mission is to connect the world’s professionals to make...
- Topics:
- Feed Personalization ,
- A/B Testing,
- Feed,
- experimentation,
- research,
- Product Design,
- relevance,
- T-REX
-
Co-authors: Jiahui Qi and David He Everyday, LinkedIn serves hundreds of millions of pageviews to our members, from job searches to...
- Topics:
- A/B Testing,
- RUM,
- site speed,
- T-REX,
- experimentation,
- performance analysis