• High-level depiction of the ETL (Extract, Transform, Load) pipeline

    LinkedIn Sales Insights: Quality data foundations for smarter sales planning

    February 17, 2021

    Co-authors: Sabeer Thajudeen, Dan Melamed, Sashikanth Damaraju, Jean Baptiste Chery, Tai Bendit, and Ajay Singh Having reliable and trusted data is essential for Sales Operations and Sales leaders. Sales Ops professionals need to optimize for results by evaluating and defining territories, and sales leaders and CXOs need to understand the opportunity landscape...

  • chart-showing-normal-versus-abnormal-distribution-of-correlation-between-two-independent-features

    Leveraging behavior analytic computation for anti-abuse defenses

    February 11, 2021

    LinkedIn is committed to providing a trusted environment to keep our nearly 740 million members safe. Part of that commitment involves protecting against various types of abuse on the platform. Fighting abuse presents many challenges; one example is when bad actors use bots for large-scale attacks, while another is when attack signals constantly evolve to adapt...

  • diagram-showing-cycle-of-bias-reinforcement-over-time

    Using the LinkedIn Fairness Toolkit in large-scale AI systems

    February 8, 2021

    Co-authors: Preetam Nandy, Yunsong Meng, Cyrus DiCiccio, Heloise Logan, Amir Sepehri, Divya Venugopalan, Kinjal Basu, and Noureddine El Karoui Introduction LinkedIn’s vision to create economic opportunity for every member of the global workforce would be impossible to realize without leveraging AI at scale. We use AI in our core product offerings to: highlight...

  • school-of-sre-logo-showing-a-gear-wearing-a-graduation-cap

    Open source update: School of SRE

    February 3, 2021

    Co-authors: Akbar KM and Kalyanasundaram Somasundaram Site up and secure is a fundamental element of how we operate, and site...

  • diagram-illustrating-memory-allocation-in-glibc-malloc

    Taming memory fragmentation in Venice with Jemalloc

    January 28, 2021

    Sometimes, an engineering problem arises that might make us feel like maybe we don't know what we're doing, or at the very least,...

  • diagram-showing-multi-layer-defense-across-three-checkpoints

    Creating a secure and trusted Jobs ecosystem on LinkedIn

    January 26, 2021

    Co-authors: Sakshi Jain, Grace Tang, Gaurav Vashist, Yu Wang, John Lu, Ravish Chhabra, Shruti Sharma, Dana Tom, and Ranjeet Ranjan...