How did Vanessa DiBernardo's observed-role agreement change across the 2016–2026 NWSL regular seasons?

What mattersEvidence-backed summary

1. Modeled

   Vanessa DiBernardo's observed-role agreement increased from 25% in 2016 to 100% in 2026. The model evaluated 3 2026 starts and found 0 depth tensions. No alternative observed role was recorded for Vanessa DiBernardo in 2026.

   The sequence distinguishes Vanessa DiBernardo'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	20	5	15	deep-lying midfielder	8	25	0.57
   2017	20	6	14	deep-lying midfielder	7	30	0.43
   2018	7	4	3	No alternative role recorded	0	57.1	0.65
   2019	18	3	15	deep-lying midfielder	11	16.7	0.5
   2021	15	2	13	attacking 8	5	13.3	0.43
   2022	22	2	20	deep-lying midfielder	12	9.1	0.67
   2023	11	3	8	deep-lying midfielder	8	27.3	0.88
   2024	20	7	13	deep-lying midfielder	2	35	0.48

The evidence

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