How did Ashley Hatch's observed-role agreement change across the 2017–2026 NWSL regular seasons?
Ashley Hatch's observed-role agreement decreased from 76.9% in 2017 to 0% in 2026. The model evaluated 1 2026 starts and found 1 depth tensions. No alternative observed role was recorded for Ashley Hatch in 2026.
Ashley Hatch's observed-role agreement decreased from 76.9% in 2017 to 0% in 2026. The model evaluated 1 2026 starts and found 1 depth tensions. No alternative observed role was recorded for Ashley Hatch in 2026.
What mattersEvidence-backed summary
- Modeled
Ashley Hatch's observed-role agreement decreased from 76.9% in 2017 to 0% in 2026. The model evaluated 1 2026 starts and found 1 depth tensions. No alternative observed role was recorded for Ashley Hatch in 2026.
The sequence distinguishes Ashley Hatch'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 13 10 3 No alternative role recorded 0 76.9 0.79 2018 22 17 5 false 9 2 77.3 0.81 2019 24 20 4 inverted winger 3 83.3 0.75 2021 18 5 13 inverted winger 7 27.8 0.6 2022 16 10 6 inverted winger 3 62.5 0.7 2023 22 16 6 inverted winger 5 72.7 0.88 2024 16 8 8 inverted winger 3 50 0.53 2025 9 7 2 No alternative role recorded 0 77.8 0.68
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
Ashley Hatch's observed-role model output by NWSL regular season.
| 2017 | 13 | 10 | 3 | No alternative role recorded | 0 | 76.9 | 0.79 |
| 2018 | 22 | 17 | 5 | false 9 | 2 | 77.3 | 0.81 |
| 2019 | 24 | 20 | 4 | inverted winger | 3 | 83.3 | 0.75 |
| 2021 | 18 | 5 | 13 | inverted winger | 7 | 27.8 | 0.6 |
| 2022 | 16 | 10 | 6 | inverted winger | 3 | 62.5 | 0.7 |
| 2023 | 22 | 16 | 6 | inverted winger | 5 | 72.7 | 0.88 |
| 2024 | 16 | 8 | 8 | inverted winger | 3 | 50 | 0.53 |
| 2025 | 9 | 7 | 2 | No alternative role recorded | 0 | 77.8 | 0.68 |
| 2026 | 1 | 0 | 1 | No alternative role recorded | 0 | 0 | 0.53 |