Correlation CAN Imply Causation! | Statistics Misconceptions

minutephysics · 743K views · 2017 · 4:12

Open on YouTube

Data science & statisticsScientific method & science communicationexplainer

Why Hacker News recommends it

HN people link it as a short, accessible summary of Judea Pearl-style causal inference when someone repeats that correlation cannot imply causation.

What it is

A four-minute minutephysics video arguing that causal models and causal networks let statistics infer causation from correlation. It touches on Reichenbach's principle, common causes, feedback and quantum causal discovery.

Recommended by 1 HN commenters across 1 different months, 2017 to 2022.

What Hacker News said

Recommends trendia · 2018-01 · on “Why Did a Billionaire Give $75M to a Philosophy Department?”

Judea Pearl wrote a whole book about proving causality (and when it can't be proven). A rough summary is available as a YouTube video: [this video]

Cites esmi · 2017-09 · on “Divorce and Occupation”

I see your blog post and raise you a youtube video. minutephysics Correlation CAN Imply Causation! | Statistics Misconceptions [this video]

Cites woojoo666 · 2022-11 · on “The near future of AI is action-driven”

> It's impossible in general to be certain of causality for humans too, all we see are correlations in data and we invent causal theories that explain those correlations Not sure about that. MinutePhysics has a video about how correlation can imply causality: [this video]