Rider Type · Data-Derived
All-Rounder
No obvious weakness. Adapts to gradient and distance without big performance swings.
Over 15 rides and 135 segment results in 2026, Elena D averaged in the top 8% of the field, with a −3 percentile points from the opening segments to the late-ride segments.
Over 15 rides and 135 segment results in 2026, Elena D averaged in the top 8% of the field, with a −3 percentile points 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 6% avg →
Late (S07+): top 9% avg ·
Swing: −3 percentile points
Performance by Segment Type
By Distance
<0.4km (n=49 · 272W avg)
Top 7%
0.4–0.8km (n=47 · 236W avg)
Top 8%
>0.8km (n=39 · 208W avg)
Top 9%
By Gradient
<6% flat (n=34 · 221W avg)
Top 8%
6–10% mod (n=58 · 241W avg)
Top 7%
10–13% steep (n=34 · 255W avg)
Top 8%
>13% wall (n=8 · 241W avg)
Top 7%
Effort Profile
Punchy <0.45km ≥9% (n=28)
Top 8%
Threshold ≥0.7km ≥5% (n=35)
Top 9%
Peak Performances — Best 5 Segments
| Rank | Segment | Distance | Grade |
|---|---|---|---|
| 1/75 | Stonebrook from Priscilla | 0.42 km | 8.0% |
| 1/75 | Dirk's super short hill sprint | 0.18 km | 5.2% |
| 1/63 | Westwind (E side) | 0.18 km | 11.4% |
| 1/60 | Valley View from Border | 0.31 km | 8.1% |
| 1/59 | Plateau Ave Climb | 0.31 km | 8.7% |
Toughest Moments — Worst 5 Segments
| Rank | Segment | Distance | Grade |
|---|---|---|---|
| 12/62 | La Cresta - full length | 1.64 km | 5.0% |
| 11/66 | Stonebrook to Prospect | 0.47 km | 5.5% |
| 10/61 | Border Hill | 0.53 km | 8.3% |
| 10/62 | Blandor to end of Olive Tree | 1.06 km | — |
| 9/57 | Loyola with Berkshire sidetrip | 1.29 km | 5.5% |
What the Data Suggests
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Strengths to Protect
Remarkable consistency — no single segment type is a weakness. Consistent across all segment types with less than 5 percentile points separating any category. That adaptability is rare: most riders have a clear Achilles heel that good routes can exploit. Best gradient: wall-steep (>13%) at top 7%.
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Development Area
Sharpening the best segments into consistent top-10 finishes. Currently 99% top-10 rate — the consistency is there, the peak isn't yet. High-intensity work (VO2max, 30/30s) would push best efforts into the front group.
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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.