How did Nahomi Kawasumi's observed-role agreement change across the 2016–2023 NWSL regular seasons?

What mattersEvidence-backed summary

1. Modeled

   Nahomi Kawasumi's observed-role agreement decreased from 62.5% in 2016 to 54.5% in 2022. The model evaluated 11 2022 starts and found 5 depth tensions. The most frequent alternative observed role was deep-lying midfielder in 2 starts.

   The sequence distinguishes Nahomi Kawasumi'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	8	5	3	No alternative role recorded	0	62.5	0.62
   2017	22	17	5	wide playmaker	3	77.3	0.61
   2018	11	9	2	wide playmaker	2	81.8	0.6
   2019	10	4	6	attacking 8	2	40	0.55
   2021	18	5	13	attacking wing-back	1	27.8	0.66
   2022	11	6	5	deep-lying midfielder	2	54.5	0.57

The evidence

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