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Mandy Laddish › named question

DossierThrough 2026-09-01

How did Mandy Laddish's observed-role agreement change across the 2016–2019 NWSL regular seasons?

Mandy Laddish's observed-role agreement increased from 26.3% in 2016 to 55.6% in 2019. The model evaluated 9 2019 starts and found 4 depth tensions. The most frequent alternative observed role was deep-lying midfielder in 2 starts.

1-minute read · evidence attached
Identity and trust
Document
dossier-468c00cc6c57ff92
Definition
definition-c2fc60762cfa183bd66ed1e79b7d53f87f1272967fcdb75e75afa73f08c51b96
Definition hash
c2fc60762cfa183bd66ed1e79b7d53f87f1272967fcdb75e75afa73f08c51b96
Analytical run
fa394fc51c69f3e64ebdb15f367d431003b6480927e548157772c1b8218a66ff
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

Mandy Laddish's observed-role agreement increased from 26.3% in 2016 to 55.6% in 2019. The model evaluated 9 2019 starts and found 4 depth tensions. The most frequent alternative observed role was deep-lying midfielder in 2 starts.

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

What mattersEvidence-backed summary

  1. Modeled

    Mandy Laddish's observed-role agreement increased from 26.3% in 2016 to 55.6% in 2019. The model evaluated 9 2019 starts and found 4 depth tensions. The most frequent alternative observed role was deep-lying midfielder in 2 starts.

    The sequence distinguishes Mandy Laddish'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°
    201619514deep-lying midfielder1126.30.7
    2019954deep-lying midfielder255.60.68
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

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

Workflow evidence. Mandy Laddish's observed-role model output by NWSL regular season.
201619514deep-lying midfielder1126.30.7
2019954deep-lying midfielder255.60.68

Mandy Laddish'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 Mandy Laddish, the named 2019 NWSL regular season scope, and a validated return destination.