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Insights

Football analysis, statistics, probability education and match context.

Latest Insights

InsightSummaryPublished
Probability Is Not Certainty
Probability Education
A probability is an estimate under a set of assumptions, not a promise. A 60% estimate still leaves meaningful uncertainty. Read the model context, data coverage and publication ti…13 Oct 2026Read →
Fair Odds and External Prices Are Different
Methodology
Calculated fair odds are the reciprocal of an estimated probability before any bookmaker margin. External bookmaker odds are separate market prices and should always include the so…13 Oct 2026Read →
How We Read Team Form
Match Analysis
Recent results are context, not a forecast by themselves. Opponent quality, home and away splits, squad availability, schedule congestion and sample size can change how much weight…13 Oct 2026Read →
Why Data Quality Comes First
Data Quality
A missing statistic is not zero. A stale fixture, conflicting score or incomplete provider response should be flagged and reviewed before it is used in published analysis. Source c…13 Oct 2026Read →