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

What mattersEvidence-backed summary

1. Modeled

   Amber Brooks's observed-role agreement increased from 36.4% in 2016 to 66.7% in 2023. The model evaluated 6 2023 starts and found 2 depth tensions. The most frequent alternative observed role was deep-lying midfielder in 1 starts.

   The sequence distinguishes Amber Brooks'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	11	4	7	deep-lying midfielder	3	36.4	0.83
   2017	24	22	2	deep-lying midfielder	1	91.7	0.96
   2018	24	23	1	No alternative role recorded	0	95.8	0.98
   2019	24	24	0	No alternative role recorded	0	100	1
   2021	2	2	0	No alternative role recorded	0	100	1
   2022	11	9	2	deep-lying midfielder	1	81.8	0.98
   2023	6	4	2	deep-lying midfielder	1	66.7	0.82

The evidence

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