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Ludmila › named question

DossierThrough 2026-09-01

How did Ludmila's observed-role agreement change across the 2024–2026 NWSL regular seasons?

Ludmila's observed-role agreement increased from 50% in 2024 to 85% in 2026. The model evaluated 20 2026 starts and found 3 depth tensions. The most frequent alternative observed role was inverted winger in 1 starts.

1-minute read · evidence attached
Identity and trust
Document
dossier-9343ffb331a25dde
Definition
definition-fb01a81b56e3fb260011940480d2bfb1b2b3a2d29e2bfa7afe2f5ecd7e39692d
Definition hash
fb01a81b56e3fb260011940480d2bfb1b2b3a2d29e2bfa7afe2f5ecd7e39692d
Analytical run
2f0957e65d30b09b38b5548026180ad3c9858d5a9ed0e70b08b635b416b35f8a
Outcome
answer
Executed
2026-09-02T16:01:17.481Z
Source authority
deployment_release
Source identity
2026-09-02
Source policy
pinned (2026-09-02)
Source generated
2026-09-02T16:01:17.481Z
Coverage through
2026-09-01
Claim verification
located

Declared answer

Ludmila's observed-role agreement increased from 50% in 2024 to 85% in 2026. The model evaluated 20 2026 starts and found 3 depth tensions. The most frequent alternative observed role was inverted winger in 1 starts.

Derived from claim-semantic-contextual-player-observed-role-change · The direct answer restates the located workflow claim.

What mattersEvidence-backed summary

  1. Modeled

    Ludmila's observed-role agreement increased from 50% in 2024 to 85% in 2026. The model evaluated 20 2026 starts and found 3 depth tensions. The most frequent alternative observed role was inverted winger in 1 starts.

    The sequence distinguishes Ludmila'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.

    Evidence · Workflow evidenceFull table ↓
    Selected evidence from Workflow evidence.
    SeasonStartsAs assignedRole tensions°Most frequent alternative role°Alternative-role starts°Agreement %°Confidence°
    2024633No alternative role recorded0500.71
    202521129inverted winger457.10.66
    202620173inverted winger1850.82
In this Dossier

Source authority

deployment release

2026-09-02

pinned

Through 2026-09-01

1 evidence table

Exact evidence located

Every claim points to exact returned rows and fields; semantic verification is not claimed.

The evidence

Site-owned records returned by this workflow. The Dossier renderer preserves their values and scope.

Workflow evidence

Ludmila's observed-role model output by NWSL regular season.

Workflow evidence. Ludmila's observed-role model output by NWSL regular season.
2024633No alternative role recorded0500.71
202521129inverted winger457.10.66
202620173inverted winger1850.82

Ludmila's observed-role agreement by season

Share of modeled starts where observed role matched the assigned depth.

Metric definitions

Continue exploring

Every next question keeps Ludmila, the named 2026 NWSL regular season scope, and a validated return destination.