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Research desk

Football Analysis

Original statistical studies with visible methodology, source links and clearly defined limitations.

2 Sep 2026 · Erling Haaland · Scoring · Season analysis

Haaland’s scoring rate rose even when his Champions League total stayed level

A bounded look at Erling Haaland’s league and Champions League records across two seasons—and what the totals cannot prove.

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2 Sep 2026 · Kylian Mbappé · Real Madrid · Season analysis

Mbappé’s first two Madrid seasons show why competition splits matter

League output and Champions League output moved in different directions in FootIndex’s first two Real Madrid season rows.

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2 Sep 2026 · Player comparison · Filters · Data literacy

Haaland or Mbappé? The filter can change the statistical answer

The same audited dataset supports different leaders by season and competition, so a comparison needs a question before it needs a winner.

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2 Sep 2026 · Champions League · Sample size · Scoring rates

League and Champions League scoring rates are not interchangeable samples

Two competitions can produce sharply different rates because their schedules, samples and opponent mixes answer different questions.

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2 Sep 2026 · Data quality · Historical coverage · Verification

Missing is not zero: a field guide to incomplete football history

Why empty seasons, duplicate competition labels and friendly matches need explicit treatment before a player profile can be trusted.

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2 Sep 2026 · Methodology · Scoring · Data literacy

Goals per game is useful—but it is not a complete scoring measure

Why starts, substitute appearances, playing time and competition context can change the meaning of a familiar scoring ratio.

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1 Sep 2026 · Methodology · Minutes · Finishing

How to read minutes per goal without turning it into a verdict

Minutes per goal corrects one problem in appearance-based comparisons, but playing time, penalties and tactical role still shape the result.

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31 Aug 2026 · Methodology · Assists · Data providers

An assist is not as universal a statistic as a goal

Assist totals can differ because the Laws define goals and outcomes, while data companies apply event-assignment rules.

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30 Aug 2026 · Expected goals · Methodology · Models

Expected goals is a model of chance quality, not an alternative scoreline

What xG estimates, why models disagree, and how to combine chance quality with actual goals without overstating either measure.

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29 Aug 2026 · Trophies · Verification · Methodology

Counting a player’s trophies requires more than matching a club and season

Loans, transfers, eligibility rules and provider scope make honour lists deceptively difficult to verify—and easy to overstate.

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