How did McCall Zerboni's observed-role agreement change across the 2016–2024 NWSL regular seasons?

What mattersEvidence-backed summary

1. Modeled

   McCall Zerboni's observed-role agreement increased from 15.8% in 2016 to 20% in 2023. The model evaluated 5 2023 starts and found 4 depth tensions. The most frequent alternative observed role was attacking 8 in 3 starts.

   The sequence distinguishes McCall Zerboni'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	3	16	deep-lying midfielder	7	15.8	0.63
   2017	23	6	17	deep-lying midfielder	10	26.1	0.62
   2018	20	6	14	deep-lying midfielder	11	30	0.77
   2019	19	5	14	deep-lying midfielder	8	26.3	0.62
   2021	18	6	12	deep-lying midfielder	9	33.3	0.72
   2022	21	8	13	deep-lying midfielder	11	38.1	0.75
   2023	5	1	4	attacking 8	3	20	0.64

The evidence

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