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

What mattersEvidence-backed summary

1. Modeled

   Allie Long's observed-role agreement increased from 20% in 2016 to 76.9% in 2023. The model evaluated 13 2023 starts and found 3 depth tensions. The most frequent alternative observed role was deep-lying midfielder in 3 starts.

   The sequence distinguishes Allie Long'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	15	3	12	deep-lying midfielder	11	20	0.85
   2017	17	7	10	deep-lying midfielder	6	41.2	0.73
   2018	19	4	15	deep-lying midfielder	10	21.1	0.82
   2019	14	5	9	deep-lying midfielder	6	35.7	0.85
   2021	23	12	11	deep-lying midfielder	8	52.2	0.87
   2023	13	10	3	deep-lying midfielder	3	76.9	0.92

The evidence

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