How did Mandy Freeman's observed-role agreement change across the 2017–2026 NWSL regular seasons?
Mandy Freeman's observed-role agreement increased from 95% in 2017 to 100% in 2026. The model evaluated 2 2026 starts and found 0 depth tensions. No alternative observed role was recorded for Mandy Freeman in 2026.
Mandy Freeman's observed-role agreement increased from 95% in 2017 to 100% in 2026. The model evaluated 2 2026 starts and found 0 depth tensions. No alternative observed role was recorded for Mandy Freeman in 2026.
What mattersEvidence-backed summary
- Modeled
Mandy Freeman's observed-role agreement increased from 95% in 2017 to 100% in 2026. The model evaluated 2 2026 starts and found 0 depth tensions. No alternative observed role was recorded for Mandy Freeman in 2026.
The sequence distinguishes Mandy Freeman's listed position from the model's read of on-ball behavior and shows how the relation changed across seasons.
Full table ↓ Selected evidence from Workflow evidence. Season Starts As assigned Role tensions° Most frequent alternative role° Alternative-role starts° Agreement %° Confidence° 2017 20 19 1 No alternative role recorded 0 95 0.96 2018 21 21 0 No alternative role recorded 0 100 0.99 2021 8 8 0 No alternative role recorded 0 100 0.99 2022 16 15 1 No alternative role recorded 0 93.8 0.96 2023 6 6 0 No alternative role recorded 0 100 0.99 2024 7 6 1 attacking wing-back 1 85.7 0.88 2025 13 12 1 No alternative role recorded 0 92.3 0.9 2026 2 2 0 No alternative role recorded 0 100 0.77
Exact evidence located
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The evidence
Site-owned records returned by this workflow. The Dossier renderer preserves their values and scope.
Workflow evidence
Mandy Freeman's observed-role model output by NWSL regular season.
| 2017 | 20 | 19 | 1 | No alternative role recorded | 0 | 95 | 0.96 |
| 2018 | 21 | 21 | 0 | No alternative role recorded | 0 | 100 | 0.99 |
| 2021 | 8 | 8 | 0 | No alternative role recorded | 0 | 100 | 0.99 |
| 2022 | 16 | 15 | 1 | No alternative role recorded | 0 | 93.8 | 0.96 |
| 2023 | 6 | 6 | 0 | No alternative role recorded | 0 | 100 | 0.99 |
| 2024 | 7 | 6 | 1 | attacking wing-back | 1 | 85.7 | 0.88 |
| 2025 | 13 | 12 | 1 | No alternative role recorded | 0 | 92.3 | 0.9 |
| 2026 | 2 | 2 | 0 | No alternative role recorded | 0 | 100 | 0.77 |