How did Kristen Hamilton's observed-role agreement change across the 2017–2024 NWSL regular seasons?

What mattersEvidence-backed summary

1. Modeled

   Kristen Hamilton's observed-role agreement increased from 50% in 2017 to 100% in 2023. The model evaluated 12 2023 starts and found 0 depth tensions. No alternative observed role was recorded for Kristen Hamilton in 2023.

   The sequence distinguishes Kristen Hamilton'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	12	6	6	inverted winger	2	50	0.61
   2018	8	4	4	inverted winger	2	50	0.63
   2019	17	12	5	inverted winger	3	70.6	0.82
   2021	18	8	10	inverted winger	7	44.4	0.69
   2022	21	15	6	inverted winger	1	71.4	0.76
   2023	12	12	0	No alternative role recorded	0	100	0.9

The evidence

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