Introduction: Why Traditional Tables Mislead

The limits of points-based rankings

League tables are simple and decisive, but they mask variance. Points aggregate outcomes; they don't show process. A 1-0 win hides whether a team dominated expected goals (xG) or scraped through thanks to variance. That matters because process predicts sustainability: teams winning on high variance often regress. For a long-form look at media and cycle effects that shape narratives around results, see our piece on navigating the news cycle.

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