How did Nikki Stanton's observed-role agreement change across the 2016–2024 NWSL regular seasons?

What mattersEvidence-backed summary

1. Modeled

   Nikki Stanton's observed-role agreement increased from 25% in 2016 to 100% in 2023. The model evaluated 2 2023 starts and found 0 depth tensions. No alternative observed role was recorded for Nikki Stanton in 2023.

   The sequence distinguishes Nikki Stanton'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	4	1	3	deep-lying midfielder	2	25	0.97
   2017	13	6	7	deep-lying midfielder	5	46.2	0.84
   2018	16	9	7	deep-lying midfielder	6	56.3	0.83
   2019	11	6	5	deep-lying midfielder	4	54.5	0.74
   2021	1	0	1	deep-lying midfielder	1	0	0.53
   2022	3	1	2	deep-lying midfielder	2	33.3	0.92
   2023	2	2	0	No alternative role recorded	0	100	0.84

The evidence

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