Feed Personalization Articles

  • activitygraph1

    Building the Activity Graph, Part I

    June 12, 2017

    Co-authors: Val Markovic and Vivek Nelamangala   Serving a feed of relevant, personalized content to 500 million members is a massive undertaking. Accordingly, our feed infrastructure is constantly evolving to take advantage of new relevance models, new features, and more efficient ways of scaling our infrastructure. In this post, we describe the Activity Graph,...

  • feedrelevance

    Strategies for Keeping the LinkedIn Feed Relevant

    March 23, 2017

    Co-authors: Rushi Bhatt and Bari Saltman LinkedIn’s home feed is the starting point of a member’s journey on LinkedIn. Millions of members see the feed as their first impression. The feed is also instrumental to delivering on LinkedIn’s core value propositions: it allows members to stay connected with their network by following network activities, to build their...

  • Feed-Storylines-LinkedIn

    Bringing Storylines to Your Feed

    March 22, 2017

    Coauthors: Alexandre Patry, Diego Buthay One of the responsibilities of the LinkedIn Feed team is to deliver news and information in the most efficient way possible for today’s professionals. Tackling this challenge for LinkedIn’s more than 467 million members in a noisy, information-saturated environment poses unique challenges in search, scale, and relevance...

  • FollowFeed: LinkedIn's Feed Made Faster and Smarter

    March 31, 2016

    Coauthors: Swapnil Ghike, Shubham Gupta The feed is the default landing experience for LinkedIn’s members. It helps them discover the...

  • Making Your Feed More Relevant – Part 2: Relevance models...

    March 15, 2016

    This is a follow up post to Making Your Feed More Relevantthat provided introductory background on the feed system at LinkedIn. In...

  • Feed - Figure 1

    Making Your Feed More Relevant – Part I

    November 17, 2015

    The LinkedIn feed is the sorted list of updates displayed to our members when they log in to Linkedin.com or use the mobile app. Feed...