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

What mattersEvidence-backed summary

1. Modeled

   Jess McDonald's observed-role agreement increased from 73.7% in 2016 to 100% in 2023. The model evaluated 4 2023 starts and found 0 depth tensions. No alternative observed role was recorded for Jess McDonald in 2023.

   The sequence distinguishes Jess McDonald'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	14	5	inverted winger	4	73.7	0.81
   2017	11	8	3	inverted winger	1	72.7	0.76
   2018	21	21	0	No alternative role recorded	0	100	0.78
   2019	9	7	2	No alternative role recorded	0	77.8	0.76
   2021	19	16	3	inverted winger	2	84.2	0.78
   2022	19	15	4	wide playmaker	1	78.9	0.79
   2023	4	4	0	No alternative role recorded	0	100	0.92

The evidence

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