How did Emily van Egmond's observed-role agreement change across the 2018–2024 NWSL regular seasons?

What mattersEvidence-backed summary

1. Modeled

   Emily van Egmond's observed-role agreement increased from 16.7% in 2018 to 31.6% in 2024. The model evaluated 19 2024 starts and found 13 depth tensions. The most frequent alternative observed role was deep-lying midfielder in 12 starts.

   The sequence distinguishes Emily van Egmond'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°
   2018	12	2	10	deep-lying midfielder	7	16.7	0.6
   2019	7	0	7	deep-lying midfielder	4	0	0.7
   2022	22	12	10	deep-lying midfielder	7	54.5	0.76
   2023	9	3	6	deep-lying midfielder	6	33.3	0.89
   2024	19	6	13	deep-lying midfielder	12	31.6	0.78

The evidence

Site-owned records returned by this workflow. The Dossier renderer preserves their values and scope.