VARIANCE

Pritul Patel
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Variance explores the journeys of Data scientists, Product owners, Econometricians, Consultants specializing in the field of Experimentation and Observational Causal inference. Hosted by Pritul, a Data scientist who has spent 11 years scaling experimentation methods, infrastructure, and programs at scale at companies like Apple (Apple Podcasts), Peacock TV (streaming), ebay (ecommerce), and Yahoo (media), solving unique challenges of statistics and scalability. Each episode is with a new guest where topics like debates in statistical methods, history, unique perspectives.

Tập

  1. 03/03/2025

    Statistical Pitfalls in Tech Experimentation - My Journey Through eBay, Apple and Yahoo

    In this special second episode, the roles reverse as I share some stories from my extensive experimentation background across tech giants like eBay, Apple, and Yahoo. This is a cut from my first episode with Ishan where Ishan asked me about my experience. Discover the statistical challenges that plagued major experimentation platforms - from misaligned alpha thresholds and rampant false positives to the complexities of handling extremely skewed revenue metrics. Learn how I rebuilt trust in A/A testing through blind studies, applied multiple comparison corrections, and navigated the challenges of KPI engineering for metrics with distributions spanning from $1 to $8,000. This candid behind-the-scenes look into real-world experimentation reveals why understanding statistical concepts is crucial for accurate decision-making in tech. Perfect for data scientists, analysts, and product managers working with experiments and causal inference at scale.

    22 phút

  2. 07/02/2025

    Ishan Goel - From Computer Science to Data Science Research

    Welcome to the first episode of Variance, a podcast where I explore experimentation, basic statistics, and data science career through conversations with industry experts. In this episode, I sit down with Ishan Goel, former Associate Head of Data Science at VWO (Visual Website Optimizer), where he led data science research and helped build VWO's new stats engine. Topics covered include: 🟣 Transition from computer science to data science 🟣 The role of experimentation in modern businesses 🟣 Statistical concepts and methodologies 🟣 Career advice for aspiring data scientists 🟣 Common challenges in A/B testing Connect with Ishan:LinkedIn: https://www.linkedin.com/in/i-goel/Weekly Experimentation Webinars: Every TuesdayUpcoming Course on Experimentation Leadership (stay tuned)Connect with Pritul:LinkedIn: https://www.linkedin.com/in/pritul-patel

    56 phút
  • 2 tập

Giới Thiệu

Variance explores the journeys of Data scientists, Product owners, Econometricians, Consultants specializing in the field of Experimentation and Observational Causal inference. Hosted by Pritul, a Data scientist who has spent 11 years scaling experimentation methods, infrastructure, and programs at scale at companies like Apple (Apple Podcasts), Peacock TV (streaming), ebay (ecommerce), and Yahoo (media), solving unique challenges of statistics and scalability. Each episode is with a new guest where topics like debates in statistical methods, history, unique perspectives.

Thông Tin

  • Nhà sáng tạo
    Pritul Patel
  • Năm hoạt động
    2 N
  • Tập
    2
  • Xếp hạng
    Sạch
  • Bản quyền
    © Pritul Patel
  • Trang web chương trình
    VARIANCE