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

What mattersEvidence-backed summary

1. Modeled

   Cari Roccaro's observed-role agreement decreased from 100% in 2016 to 78.6% in 2025. The model evaluated 14 2025 starts and found 3 depth tensions. The most frequent alternative observed role was deep-lying midfielder in 1 starts.

   The sequence distinguishes Cari Roccaro'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	14	14	0	No alternative role recorded	0	100	0.99
   2017	16	13	3	deep-lying midfielder	3	81.3	0.92
   2018	2	1	1	deep-lying midfielder	1	50	0.73
   2019	11	7	4	deep-lying midfielder	4	63.6	0.91
   2021	10	6	4	deep-lying midfielder	4	60	0.65
   2022	20	5	15	deep-lying midfielder	11	25	0.69
   2023	21	2	19	deep-lying midfielder	19	9.5	0.89
   2024	26	16	10	deep-lying midfielder	4	61.5	0.87

The evidence

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