How did Lauren Milliet's observed-role agreement change across the 2021–2026 NWSL regular seasons?

What mattersEvidence-backed summary

1. Modeled

   Lauren Milliet's observed-role agreement increased from 36.8% in 2021 to 45.5% in 2026. The model evaluated 22 2026 starts and found 12 depth tensions. The most frequent alternative observed role was attacking wing-back in 4 starts.

   The sequence distinguishes Lauren Milliet's listed position from the model's read of on-ball behavior and shows how the relation changed across seasons.

   Derived from claim-semantic-contextual-player-observed-role-change · This significance statement is derived from the located claim.

   Selected evidence from Workflow evidence.

   Season	Starts	As assigned	Role tensions°	Most frequent alternative role°	Alternative-role starts°	Agreement %°	Confidence°
   2021	19	7	12	deep-lying midfielder	2	36.8	0.58
   2022	22	16	6	deep-lying midfielder	2	72.7	0.7
   2023	22	22	0	No alternative role recorded	0	100	0.92
   2024	26	26	0	No alternative role recorded	0	100	0.9
   2025	16	14	2	attacking wing-back	2	87.5	0.83
   2026	22	10	12	attacking wing-back	4	45.5	0.68

The evidence

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