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Articles · Rebeauty Atlas

MED SOC AI SCI

RT R_Talks

Simpson’s Paradox: The Statistical Illusion That Has Fooled Doctors, Courts, and Data Scientists

“The first principle is that you must not fool yourself — and you are the easiest person to fool.” — Richard Feynman

May 14, 2026 · 7 min read · 3 claps #data-science #causal-inference #causal-data-science

Simpson’s Paradox: The Statistical Illusion That Has Fooled Doctors, Courts, and Data Scientists

AI HUM SCI

DI Dima Iakubovskyi · Data And Beyond

Causal Machine Learning: What It Is and Where (Not) to Use It

Three estimators, one insurance dataset, and a 3.7x gap in targeting value that a well-tuned XGBoost model will never close.

May 12, 2026 · 8 min read · 162 claps paywalled #causal-data-science #causal-machine-learning #data-science

Causal Machine Learning: What It Is and Where (Not) to Use It

AI HUM SCI TCH

DI Dima Iakubovskyi · Data And Beyond

Your ML Model Knows the Reactor Is Broken. It Has No Idea Why.

How causal inference turns a dumb anomaly alarm into a system that actually tells you what to fix, and by how much.

May 01, 2026 · 9 min read · 154 claps paywalled #anomaly-detection #causal-data-science #data-science

Your ML Model Knows the Reactor Is Broken. It Has No Idea Why.

AI SCI SPT

RI Ritvik Shyam · AI@Pace

From Plausible AI to Explainable AI

Climbing the Enterprise AI Intelligence Ladder: From Stochastic Correlation and Reasoning to Structured Causality

Apr 13, 2026 · 19 min read · 122 claps #causality #causal-data-science #llm

HUM AI SCI

JA Jacob Mazurkiewicz

When Correlation won’t cut it — Exploring Causal Models at Scale

We have all heard the phrase “correlation does not imply causation.”

Mar 02, 2026 · 10 min read · 0 claps #causal-inference #causal-data-science #machine-learning

AI SCI

BI Billy Chan · Data Science Explained

Causal Inference with DoWhy (1): Chains, Forks, and Colliders

Correlation can fool us. Learn how chains, forks, and colliders help uncover real causal effects using DoWhy.

Feb 06, 2026 · 8 min read · 22 claps #causal-inference #causal-data-science #dowhy

Causal Inference with DoWhy (1): Chains, Forks, and Colliders

TCH AI SCI

AD adam kelleher

A New Era of Systems Data Science

About ten years ago, it felt like the field of data science just discovered causal inference for the first time. Sure, economists who…

Jan 23, 2026 · 8 min read · 222 claps #data-science #causal-inference #causal-data-science

AI SPT ECO MKT SCI

BR Brian James Curry

Stop Wasting Marketing Budget on Correlation: A Technical Guide to Causal Simulation with…

From correlation traps to counterfactual insights — a deep dive into causal inference for marketing analytics

Jan 17, 2026 · 17 min read · 70 claps #causal-inference #causal-data-science #artificial-intelligence

Stop Wasting Marketing Budget on Correlation: A Technical Guide to Causal Simulation with…

AI HUM MKT SCI

KA Kaustubh Keshav

Causal AI Explained: Uncovering the “Why” in Data with Machine Learning

In today’s data-dense business landscape, most organizations rely on machine learning to forecast outcomes — who might churn, what may…

Jan 14, 2026 · 3 min read · 5 claps #causal-inference #causal-data-science #ai

TCH ECO AI SCI

AR Ari Joury, PhD · Level Up Coding

How to Build a Causal Diagram for Your Financial Model

A Step-by-Step Guide

Jan 07, 2026 · 4 min read · 90 claps paywalled #causal-inference #financial-modeling #causal-data-science