International soccer predictions cover the broadest and most analytically challenging segment of the football prediction landscape. Unlike club football — where consistent squad data, stable tactical systems, and reliable xG datasets allow the Poisson-Elo ensemble to produce calibrated predictions — international football introduces squad disruption, short tournament windows, limited head-to-head frequency, and bookmaker markets that are often more efficiently priced due to higher public interest. The analytical approach must adapt to these structural differences, not ignore them.
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