How did Shea Groom's observed-role agreement change across the 2016–2025 NWSL regular seasons?

What mattersEvidence-backed summary

1. Modeled

   Shea Groom's observed-role agreement decreased from 89.5% in 2016 to 33.3% in 2025. The model evaluated 9 2025 starts and found 6 depth tensions. The most frequent alternative observed role was attacking 8 in 1 starts.

   The sequence distinguishes Shea Groom'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°
   2016	19	17	2	inverted winger	1	89.5	0.85
   2017	21	17	4	inverted winger	2	81	0.68
   2018	17	14	3	inverted winger	1	82.4	0.72
   2019	14	11	3	inverted winger	1	78.6	0.7
   2021	21	0	21	deep-lying midfielder	12	0	0.51
   2022	14	0	14	deep playmaker	3	0	0.46
   2024	3	0	3	inverted winger	1	0	0.45
   2025	9	3	6	attacking 8	1	33.3	0.6

The evidence

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