Blog

Insights on causal analytics.

Guides, case studies, and research from the CausoAI team.

Guide7 min read

Are Your Discounts Actually Closing Deals?

Discounted deals close more often. That is not evidence discounting works — it may be evidence your reps discount the deals that were already going to close. Here is how to tell the difference.

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Guide8 min read

Churn Prediction Tells You Who Will Leave. Not How to Stop Them.

A churn model that is 90% accurate can still be useless for retention. Prediction and intervention are different problems, and the features that predict churn are usually the wrong things to act on.

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Tutorial7 min read

How to Review a Causal Diagram Without a Statistics Background

CausoAI drafts the diagram, but you have to check it — and that check is about your business, not about statistics. Here is what to look for, in order.

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Tutorial6 min read

What Data Do You Need Before Your First Causal Analysis?

You need less than you think, but it has to be shaped a particular way. A practical checklist for getting your data ready — and the three mistakes that quietly ruin an analysis.

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Guide8 min read

What is Causal Inference? A Guide for Marketing Teams

Correlation tells you what happened together. Causation tells you why — and what you can do to change it. Here is why the distinction decides whether your budget is well spent.

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Guide6 min read

How to Read a Causal Readiness Score

A score of 82 means something specific. Understanding the five checks behind it tells you how far to trust a result — and exactly what to fix when it is low.

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Guide10 min read

Attribution Modeling is Broken. Here's Why.

Last-touch, first-touch, linear — every attribution model is wrong in the same way. They measure correlation, not causation. Here's why this matters and what to do about it.

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Tutorial9 min read

The 5 Ways a Causal Diagram Goes Wrong

Holding the wrong thing constant. Pointing an arrow backwards. Leaving out the factor behind both sides. These are the errors that quietly produce confident wrong answers.

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Tutorial12 min read

From Spreadsheet to Answer: A Step-by-Step Walkthrough

Upload a marketing file, check the diagram CausoAI drafts, see how far the result can be trusted, and run a what-if — start to finish, with the numbers you would actually see.

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