Rider Type · Data-Derived
All-Rounder
No obvious weakness. Adapts to gradient and distance without big performance swings.
Over 15 rides and 152 segment results in 2025, matt stirrup averaged in the top 44% of the field, with a +1 percentile points (improves!) from the opening segments to the late-ride segments.
Over 15 rides and 152 segment results in 2025, matt stirrup averaged in the top 44% of the field, with a +1 percentile points (improves!) from the opening segments to the late-ride segments.
Fatigue Pattern — Field Percentile by Segment Position
Average field percentile per segment slot (lower = better; bar height = how far back)
Opening (S01–S02): top 46% avg →
Late (S07+): top 45% avg ·
Swing: +1 percentile points (improves!)
Performance by Segment Type
By Distance
<0.4km (n=66 · 442W avg)
Top 44%
0.4–0.8km (n=53 · 368W avg)
Top 43%
>0.8km (n=33 · 328W avg)
Top 44%
By Gradient
<6% flat (n=28 · 391W avg)
Top 45%
6–10% mod (n=66 · 385W avg)
Top 44%
10–13% steep (n=46 · 396W avg)
Top 43%
>13% wall (n=11 · 395W avg)
Top 44%
Effort Profile
Punchy <0.45km ≥9% (n=44)
Top 44%
Threshold ≥0.7km ≥5% (n=33)
Top 44%
Peak Performances — Best 5 Segments
| Rank | Segment | Distance | Grade |
|---|---|---|---|
| 12/67 | Stirrup/Saddle to Moon | 0.59 km | 8.2% |
| 14/68 | Loyola with Berkshire sidetrip | 1.29 km | 5.5% |
| 15/69 | RSA bump | 0.3 km | 7.7% |
| 17/67 | H2N: Voss | 0.37 km | 11.0% |
| 23/90 | Alta Tierra | 0.27 km | 10.0% |
Toughest Moments — Worst 5 Segments
| Rank | Segment | Distance | Grade |
|---|---|---|---|
| 74/82 | Golden Oak - Sausal to top | 1.02 km | 6.6% |
| 39/55 | middle fork from stop sign | 0.25 km | 15.2% |
| 39/55 | Alexis_to_Country_Club_KOM | 0.79 km | 7.3% |
| 45/64 | Oxford Dr (West) | 0.12 km | 10.7% |
| 38/55 | O'Keefe summitage | 0.41 km | 6.6% |
What the Data Suggests
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Strengths to Protect
Remarkable consistency — no single segment type is a weakness. Top 45% late in rides vs top 46% early — you warm into efforts rather than fade. That adaptability is rare: most riders have a clear Achilles heel that good routes can exploit. Best gradient: steep (10–13%) at top 43%.
🎯
Development Area
The ceiling: zero top-10 finishes across 152 segments means the absolute power level — not the profile mix — is where gains come from. Best result is top 48% of the field. Targeted VO2max intervals (short, very high intensity) would shift the absolute power ceiling and convert that consistency into podium finishes.
📊
The Real Enemy
Absolute power, not profile. The data shows manageable fatigue. The consistency is the foundation. The gap to the front isn't about endurance or the wrong segment type — it's about the power number itself. That's the most direct lever.