THE NINETYQUANT RESEARCH DESK

Understand the numbers.

Definitions, assumptions and the questions behind football intelligence. Read the methods before you trust the models.

Foundations · 3 MIN READ

What is Expected Goals?

A closer look at chance quality, beyond the final score.

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Models · 3 MIN READ

How Elo Ratings Work in Football

Relative strength, updated one result at a time.

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Foundations · 3 MIN READ

Understanding Football Probability

Why the most likely outcome is never the only outcome.

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Evaluation · 3 MIN READ

Why Prediction Accuracy Is Misleading

A correct label can hide an unhelpful probability.

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Evaluation · 3 MIN READ

Brier Score Explained

Measure the distance between probabilities and outcomes.

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Evaluation · 3 MIN READ

Football Model Calibration

Do predicted probabilities match observed frequencies?

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Foundations · 3 MIN READ

Expected Goals vs Actual Goals

Separate what was expected from what happened.

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Model design · 3 MIN READ

Home Advantage in Modern Football

Treat venue as a testable feature, not a fixed rule.

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Research notes · 3 MIN READ

What Markets Can Tell Us About Football

A future comparison source, with its own assumptions.

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