How did Ryan Williams's observed-role agreement change across the 2019–2026 NWSL regular seasons?

What mattersEvidence-backed summary

1. Modeled

   Ryan Williams's observed-role agreement decreased from 100% in 2019 to 86.4% in 2026. The model evaluated 22 2026 starts and found 3 depth tensions. The most frequent alternative observed role was attacking wing-back in 3 starts.

   The sequence distinguishes Ryan Williams'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°
   2019	3	3	0	No alternative role recorded	0	100	0.99
   2021	2	2	0	No alternative role recorded	0	100	0.76
   2022	10	10	0	No alternative role recorded	0	100	0.97
   2023	22	22	0	No alternative role recorded	0	100	0.99
   2024	25	23	2	attacking wing-back	1	92	0.95
   2025	26	23	3	attacking wing-back	2	88.5	0.9
   2026	22	19	3	attacking wing-back	3	86.4	0.89

The evidence

Site-owned records returned by this workflow. The Dossier renderer preserves their values and scope.