Expected goals (xG) estimates the probability that a chance becomes a goal, based on historical shooting contexts.
In a single match, the sample of shots is small. A team can outpace its xG and still lose, or underperform xG and win.
StarkPitch treats xG as a process signal, not as a verdict. Pair it with shot quality, chance creation context, and opponent strength before drawing conclusions.
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