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DAVHILL Group
About us
AI Trust
Data Science
Business Intelligence
Data Governance
Data Engineering
Consulting
Assessment
Training
Courses
Articles
Partners
Contact
About us
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"The Gap Isn't Always Lying to You" — Missing Data & When & When Not to Impute
Stephen Davies 8/11/26 Stephen Davies 8/11/26

"The Gap Isn't Always Lying to You" — Missing Data & When & When Not to Impute

Filling in missing data isn't always safe — sometimes the gap itself is the finding.

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"The Trend Line Is Lying to You" — Correlation vs. Causation
Stephen Davies 8/9/26 Stephen Davies 8/9/26

"The Trend Line Is Lying to You" — Correlation vs. Causation

How confounders, reverse causation, and coincidence fool you

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“The Dashboard Is Lying to You” — How One Outlier Skews Everything
Stephen Davies 8/7/26 Stephen Davies 8/7/26

“The Dashboard Is Lying to You” — How One Outlier Skews Everything

A single bad data point can double your dashboard's average and still hide in plain sight.

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"The Alarm Is Lying to You" — Base Rates & the Positive-Test Paradox
Stephen Davies 8/5/26 Stephen Davies 8/5/26

"The Alarm Is Lying to You" — Base Rates & the Positive-Test Paradox

A security tool that's 95% accurate can still be wrong 9 times out of 10.

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“The Average Is Lying to You" — Mean / Median / Mode
Stephen Davies 8/3/26 Stephen Davies 8/3/26

“The Average Is Lying to You" — Mean / Median / Mode

Everyone defaults to the average - don’t!

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