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randomized controlled trial

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DataFunSummit
DataFunSummit
Dec 26, 2023 · Artificial Intelligence

Applying Causal Inference Tools for Growth Scenarios in Industry

This article explains why causal inference tools are essential for industrial growth, outlines data‑flow standards such as randomized controlled trials, discusses model selection including causal forests and policy learning, and describes evaluation, offline simulation, and resource‑constrained optimization for deploying causal models in production.

AIcausal forestcausal inference
0 likes · 12 min read
Applying Causal Inference Tools for Growth Scenarios in Industry
DataFunTalk
DataFunTalk
Feb 6, 2023 · Product Management

A Comprehensive Guide to A/B Testing: Principles, Methods, and Applications

This article explains the scientific foundations, historical origins, statistical principles, implementation techniques, and practical applications of A/B testing as a data‑driven growth tool for product optimization, algorithm iteration, and marketing decisions in modern internet companies.

A/B testingProduct Optimizationdata-driven growth
0 likes · 26 min read
A Comprehensive Guide to A/B Testing: Principles, Methods, and Applications