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

What mattersEvidence-backed summary

1. Modeled

   Lauren Barnes's observed-role agreement decreased from 95% in 2016 to 56.3% in 2025. The model evaluated 16 2025 starts and found 7 depth tensions. No alternative observed role was recorded for Lauren Barnes in 2025.

   The sequence distinguishes Lauren Barnes'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	20	19	1	No alternative role recorded	0	95	0.94
   2017	21	20	1	No alternative role recorded	0	95.2	0.98
   2018	18	17	1	No alternative role recorded	0	94.4	0.98
   2019	23	23	0	No alternative role recorded	0	100	1
   2021	20	20	0	No alternative role recorded	0	100	0.98
   2022	19	19	0	No alternative role recorded	0	100	0.97
   2023	22	21	1	No alternative role recorded	0	95.5	0.97
   2024	17	17	0	No alternative role recorded	0	100	0.96

The evidence

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