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

What mattersEvidence-backed summary

1. Modeled

   Erika Tymrak's observed-role agreement decreased from 50% in 2016 to 30% in 2023. The model evaluated 10 2023 starts and found 7 depth tensions. The most frequent alternative observed role was attacking 8 in 4 starts.

   The sequence distinguishes Erika Tymrak'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	7	7	deep-lying midfielder	1	50	0.53
   2017	4	2	2	No alternative role recorded	0	50	0.58
   2018	5	4	1	wide playmaker	1	80	0.66
   2019	4	1	3	false 9	1	25	0.46
   2021	6	4	2	deep-lying midfielder	1	66.7	0.6
   2022	10	5	5	wide playmaker	3	50	0.47
   2023	10	3	7	attacking 8	4	30	0.66

The evidence

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