How did Emily Sams's observed-role agreement change across the 2023–2026 NWSL regular seasons?
Emily Sams's observed-role agreement decreased from 100% in 2023 to 90.5% in 2026. The model evaluated 21 2026 starts and found 2 depth tensions. The most frequent alternative observed role was half-back in 2 starts.
Emily Sams's observed-role agreement decreased from 100% in 2023 to 90.5% in 2026. The model evaluated 21 2026 starts and found 2 depth tensions. The most frequent alternative observed role was half-back in 2 starts.
What mattersEvidence-backed summary
- Modeled
Emily Sams's observed-role agreement decreased from 100% in 2023 to 90.5% in 2026. The model evaluated 21 2026 starts and found 2 depth tensions. The most frequent alternative observed role was half-back in 2 starts.
The sequence distinguishes Emily Sams'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° 2023 22 22 0 No alternative role recorded 0 100 0.99 2024 24 23 1 No alternative role recorded 0 95.8 0.93 2025 24 20 4 half-back 1 83.3 0.86 2026 21 19 2 half-back 2 90.5 0.79
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
Emily Sams's observed-role model output by NWSL regular season.
| 2023 | 22 | 22 | 0 | No alternative role recorded | 0 | 100 | 0.99 |
| 2024 | 24 | 23 | 1 | No alternative role recorded | 0 | 95.8 | 0.93 |
| 2025 | 24 | 20 | 4 | half-back | 1 | 83.3 | 0.86 |
| 2026 | 21 | 19 | 2 | half-back | 2 | 90.5 | 0.79 |