research Articles

  • building-inclusive-products-through-a-b-testing

    Building inclusive products through A/B testing

    March 31, 2020

    Co-authors: Guillaume Saint-Jacques, Amir Sepehri, Nicole Li, and Igor Perisic Introduction Previously on this blog, we’ve shared information on best practices in data science, particularly in areas such as A/B testing. We’ve also discussed the importance of ethics in fields such as data science, early implementations of “fairness by design” principles in our...

  • LinkedIn-2020-Emerging-Jobs-Report

    How we mapped the “skills genome” of emerging jobs

    December 10, 2019

    In today’s newly-published Emerging Jobs Report, we introduce the “skills genome methodology” to highlight the unique skills for emerging jobs—occupations that have experienced tremendous growth in hiring, but may not have had a correspondingly large or established workforce. Often, these jobs are relatively new, such as the top job globally on this year’s...

  • high-level-system-architecture

    Fairness, Privacy, and Transparency by Design in AI/ML Systems

    July 26, 2019

    Co-authors: Stuart Ambler, Ahsan Chudhary, Mark Dietz, Sahin Cem Geyik, Krishnaram Kenthapadi, Ian Koeppe, Varun Mithal, Guillaume Saint-Jacques, Amir Sepehri, Thanh Tran, and Sriram Vasudevan Editor’s note: A shorter version of this article was originally posted by Krishnaram Kenthapadi on LinkedIn. Introduction How do we take fairness and transparency into...

  • talentai1

    The AI Behind LinkedIn Recruiter Search and Recommendation ...

    April 22, 2019

    Co-authors: Qi Guo, Sahin Cem Geyik, Cagri Ozcaglar, Ketan Thakkar, Nadeem Anjum, and Krishnaram Kenthapadi   LinkedIn Talent...

  • privacypreserving1

    Privacy-Preserving Analytics and Reporting at LinkedIn

    April 10, 2019

    Co-authors: Krishnaram Kenthapadi, Thanh Tran, Mark Dietz, and Ian Koeppe Preserving privacy of users is a key requirement of...

  • salaryproduct1

    Using Economic Graph Data to Power the LinkedIn Salary...

    December 14, 2018

    Co-authors: Xi Chen, Yiqun Liu, Liang Zhang, and Krishnaram Kenthapadi Online professional social networks and job platforms, such as...