How did Emily Sonnett's observed-role agreement change across the 2016–2026 NWSL regular seasons?
Emily Sonnett's observed-role agreement increased from 93.3% in 2016 to 100% in 2026. The model evaluated 10 2026 starts and found 0 depth tensions. No alternative observed role was recorded for Emily Sonnett in 2026.
Emily Sonnett's observed-role agreement increased from 93.3% in 2016 to 100% in 2026. The model evaluated 10 2026 starts and found 0 depth tensions. No alternative observed role was recorded for Emily Sonnett in 2026.
What mattersEvidence-backed summary
- Modeled
Emily Sonnett's observed-role agreement increased from 93.3% in 2016 to 100% in 2026. The model evaluated 10 2026 starts and found 0 depth tensions. No alternative observed role was recorded for Emily Sonnett in 2026.
The sequence distinguishes Emily Sonnett'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° 2016 15 14 1 half-back 1 93.3 0.98 2017 24 24 0 No alternative role recorded 0 100 0.97 2018 20 20 0 No alternative role recorded 0 100 0.97 2019 12 12 0 No alternative role recorded 0 100 0.93 2021 14 13 1 deep-lying midfielder 1 92.9 0.97 2022 9 9 0 No alternative role recorded 0 100 1 2023 19 3 16 deep-lying midfielder 15 15.8 0.92 2024 25 22 3 deep-lying midfielder 2 88 0.95
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 Sonnett's observed-role model output by NWSL regular season.
| 2016 | 15 | 14 | 1 | half-back | 1 | 93.3 | 0.98 |
| 2017 | 24 | 24 | 0 | No alternative role recorded | 0 | 100 | 0.97 |
| 2018 | 20 | 20 | 0 | No alternative role recorded | 0 | 100 | 0.97 |
| 2019 | 12 | 12 | 0 | No alternative role recorded | 0 | 100 | 0.93 |
| 2021 | 14 | 13 | 1 | deep-lying midfielder | 1 | 92.9 | 0.97 |
| 2022 | 9 | 9 | 0 | No alternative role recorded | 0 | 100 | 1 |
| 2023 | 19 | 3 | 16 | deep-lying midfielder | 15 | 15.8 | 0.92 |
| 2024 | 25 | 22 | 3 | deep-lying midfielder | 2 | 88 | 0.95 |
| 2025 | 26 | 23 | 3 | half-back | 3 | 88.5 | 0.96 |
| 2026 | 10 | 10 | 0 | No alternative role recorded | 0 | 100 | 0.92 |