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Trustworthy Online Controlled Experiments - A Practical Guide to A/B Testing (Paperback)
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Trustworthy Online Controlled Experiments - A Practical Guide to A/B Testing (Paperback)
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Getting numbers is easy; getting numbers you can trust is hard.
This practical guide by experimentation leaders at Google,
LinkedIn, and Microsoft will teach you how to accelerate innovation
using trustworthy online controlled experiments, or A/B tests.
Based on practical experiences at companies that each run more than
20,000 controlled experiments a year, the authors share examples,
pitfalls, and advice for students and industry professionals
getting started with experiments, plus deeper dives into advanced
topics for practitioners who want to improve the way they make
data-driven decisions. Learn how to * Use the scientific method to
evaluate hypotheses using controlled experiments * Define key
metrics and ideally an Overall Evaluation Criterion * Test for
trustworthiness of the results and alert experimenters to violated
assumptions * Build a scalable platform that lowers the marginal
cost of experiments close to zero * Avoid pitfalls like carryover
effects and Twyman's law * Understand how statistical issues play
out in practice.
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