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

What mattersEvidence-backed summary

1. Modeled

   Kristen Edmonds's observed-role agreement increased from 21.1% in 2016 to 100% in 2023. The model evaluated 11 2023 starts and found 0 depth tensions. No alternative observed role was recorded for Kristen Edmonds in 2023.

   The sequence distinguishes Kristen Edmonds'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	4	15	attacking 8	4	21.1	0.5
   2017	20	13	7	deep-lying midfielder	5	65	0.81
   2018	13	9	4	attacking wing-back	2	69.2	0.66
   2019	9	9	0	No alternative role recorded	0	100	0.95
   2021	21	15	6	deep-lying midfielder	2	71.4	0.85
   2022	20	18	2	No alternative role recorded	0	90	0.92
   2023	11	11	0	No alternative role recorded	0	100	0.96

The evidence

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