How did Katie Johnson's observed-role agreement change across the 2017–2024 NWSL regular seasons?

What mattersEvidence-backed summary

1. Modeled

   Katie Johnson's observed-role agreement decreased from 100% in 2017 to 71.4% in 2023. The model evaluated 7 2023 starts and found 2 depth tensions. The most frequent alternative observed role was inverted winger in 2 starts.

   The sequence distinguishes Katie Johnson'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°
   2017	5	5	0	No alternative role recorded	0	100	0.8
   2018	13	11	2	false 9	1	84.6	0.78
   2019	11	8	3	inverted winger	2	72.7	0.68
   2021	9	1	8	attacking 8	1	11.1	0.58
   2022	6	1	5	No alternative role recorded	0	16.7	0.45
   2023	7	5	2	inverted winger	2	71.4	0.76

The evidence

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