How did Katie Lampson's observed-role agreement change across the 2016–2026 NWSL regular seasons?
Katie Lampson's observed-role agreement increased from 80% in 2016 to 100% in 2026. The model evaluated 4 2026 starts and found 0 depth tensions. No alternative observed role was recorded for Katie Lampson in 2026.
Katie Lampson's observed-role agreement increased from 80% in 2016 to 100% in 2026. The model evaluated 4 2026 starts and found 0 depth tensions. No alternative observed role was recorded for Katie Lampson in 2026.
What mattersEvidence-backed summary
- Modeled
Katie Lampson's observed-role agreement increased from 80% in 2016 to 100% in 2026. The model evaluated 4 2026 starts and found 0 depth tensions. No alternative observed role was recorded for Katie Lampson in 2026.
The sequence distinguishes Katie Lampson'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 10 8 2 No alternative role recorded 0 80 0.57 2017 10 4 6 attacking 8 1 40 0.44 2018 10 7 3 attacking 8 1 70 0.64 2019 16 4 12 attacking 8 4 25 0.5 2023 5 5 0 No alternative role recorded 0 100 0.63 2024 8 5 3 inverted winger 3 62.5 0.67 2025 5 5 0 No alternative role recorded 0 100 0.63 2026 4 4 0 No alternative role recorded 0 100 0.76
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
Katie Lampson's observed-role model output by NWSL regular season.
| 2016 | 10 | 8 | 2 | No alternative role recorded | 0 | 80 | 0.57 |
| 2017 | 10 | 4 | 6 | attacking 8 | 1 | 40 | 0.44 |
| 2018 | 10 | 7 | 3 | attacking 8 | 1 | 70 | 0.64 |
| 2019 | 16 | 4 | 12 | attacking 8 | 4 | 25 | 0.5 |
| 2023 | 5 | 5 | 0 | No alternative role recorded | 0 | 100 | 0.63 |
| 2024 | 8 | 5 | 3 | inverted winger | 3 | 62.5 | 0.67 |
| 2025 | 5 | 5 | 0 | No alternative role recorded | 0 | 100 | 0.63 |
| 2026 | 4 | 4 | 0 | No alternative role recorded | 0 | 100 | 0.76 |