How did Mallory Swanson's observed-role agreement change across the 2017–2026 NWSL regular seasons?

What mattersEvidence-backed summary

1. Modeled

   Mallory Swanson's observed-role agreement decreased from 69.2% in 2017 to 42.9% in 2026. The model evaluated 7 2026 starts and found 4 depth tensions. The most frequent alternative observed role was inverted winger in 2 starts.

   The sequence distinguishes Mallory Swanson'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°
   2017	13	9	4	false 9	2	69.2	0.61
   2018	13	8	5	inverted winger	3	61.5	0.61
   2019	9	5	4	wide playmaker	3	55.6	0.58
   2021	22	14	8	inverted winger	5	63.6	0.58
   2022	13	3	10	inverted winger	5	23.1	0.55
   2023	2	0	2	wide playmaker	2	0	0.76
   2024	24	10	14	inverted winger	6	41.7	0.58
   2026	7	3	4	inverted winger	2	42.9	0.61

The evidence

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