How did Carli Lloyd's observed-role agreement change across the 2016–2021 NWSL regular seasons?

What mattersEvidence-backed summary

1. Modeled

   Carli Lloyd's observed-role agreement decreased from 28.6% in 2016 to 21.4% in 2021. The model evaluated 14 2021 starts and found 11 depth tensions. The most frequent alternative observed role was false 9 in 1 starts.

   The sequence distinguishes Carli Lloyd'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	2	5	deep-lying midfielder	1	28.6	0.65
   2017	8	0	8	false 9	2	0	0.5
   2018	17	3	14	deep-lying midfielder	8	17.6	0.53
   2019	14	5	9	false 9	2	35.7	0.46
   2021	14	3	11	false 9	1	21.4	0.51

The evidence

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