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

What mattersEvidence-backed summary

1. Modeled

   Julie Ertz's observed-role agreement decreased from 100% in 2016 to 71.4% in 2023. The model evaluated 7 2023 starts and found 2 depth tensions. The most frequent alternative observed role was deep-lying midfielder in 2 starts.

   The sequence distinguishes Julie Ertz'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	12	12	0	No alternative role recorded	0	100	0.96
   2017	21	4	17	deep-lying midfielder	13	19	0.74
   2018	13	10	3	deep-lying midfielder	2	76.9	0.91
   2019	14	10	4	deep-lying midfielder	2	71.4	0.85
   2021	1	1	0	No alternative role recorded	0	100	0.66
   2023	7	5	2	deep-lying midfielder	2	71.4	0.91

The evidence

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