How did Mallory Weber's observed-role agreement change across the 2016–2022 NWSL regular seasons?

What mattersEvidence-backed summary

1. Modeled

   Mallory Weber's observed-role agreement increased from 85.7% in 2016 to 100% in 2022. The model evaluated 1 2022 starts and found 0 depth tensions. No alternative observed role was recorded for Mallory Weber in 2022.

   The sequence distinguishes Mallory Weber'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	7	6	1	inverted winger	1	85.7	0.86
   2017	5	3	2	inverted winger	1	60	0.51
   2018	9	3	6	No alternative role recorded	0	33.3	0.7
   2019	13	13	0	No alternative role recorded	0	100	0.88
   2021	14	14	0	No alternative role recorded	0	100	0.94
   2022	1	1	0	No alternative role recorded	0	100	0.89

The evidence

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