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

What mattersEvidence-backed summary

1. Modeled

   Emily Menges's observed-role agreement was unchanged from 100% in 2016 to 100% in 2025. The model evaluated 3 2025 starts and found 0 depth tensions. No alternative observed role was recorded for Emily Menges in 2025.

   The sequence distinguishes Emily Menges'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	20	20	0	No alternative role recorded	0	100	0.99
   2017	23	21	2	No alternative role recorded	0	91.3	0.92
   2018	15	15	0	No alternative role recorded	0	100	0.98
   2019	19	19	0	No alternative role recorded	0	100	0.98
   2021	20	20	0	No alternative role recorded	0	100	0.96
   2022	4	4	0	No alternative role recorded	0	100	1
   2023	16	16	0	No alternative role recorded	0	100	0.99
   2024	25	25	0	No alternative role recorded	0	100	0.98

The evidence

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