Rider Type · Data-Derived
All-Rounder
No obvious weakness. Adapts to gradient and distance without big performance swings.
Over 14 rides and 129 segment results in 2025, Kelvin Li averaged in the top 87% of the field, with a −6 percentile points from the opening segments to the late-ride segments.
Over 14 rides and 129 segment results in 2025, Kelvin Li averaged in the top 87% of the field, with a −6 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 83% avg →
Late (S07+): top 89% avg ·
Swing: −6 percentile points
Performance by Segment Type
By Distance
<0.4km (n=60)
Top 86%
0.4–0.8km (n=46)
Top 88%
>0.8km (n=23)
Top 89%
By Gradient
<6% flat (n=23)
Top 86%
6–10% mod (n=55)
Top 87%
10–13% steep (n=41)
Top 89%
>13% wall (n=10)
Top 83%
Effort Profile
Punchy <0.45km ≥9% (n=43)
Top 87%
Threshold ≥0.7km ≥5% (n=26)
Top 89%
Peak Performances — Best 5 Segments
| Rank | Segment | Distance | Grade |
|---|---|---|---|
| 49/89 | Madonna Way (the climb) | 0.29 km | 14.4% |
| 38/66 | Quinhill from University (Egan Official) | 0.31 km | 12.0% |
| 37/61 | De Bell (Egan official) | 0.31 km | 7.9% |
| 35/55 | Madonna Way (the climb) | 0.29 km | 14.4% |
| 36/54 | Dirk's super short hill sprint | 0.18 km | 5.2% |
Toughest Moments — Worst 5 Segments
| Rank | Segment | Distance | Grade |
|---|---|---|---|
| 85/85 | A little bit Country | 0.33 km | 11.3% |
| 52/52 | Comer (Egan Official) Bridge to Stop Sign | 0.69 km | 9.5% |
| 75/76 | Madonna Way | 0.34 km | 10.1% |
| 69/70 | E Byrne Park & Deer Springs Way | 0.44 km | 6.7% |
| 52/53 | Stonebrook from Priscilla | 0.42 km | 8.0% |
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 83%.
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Development Area
The ceiling: zero top-10 finishes across 129 segments means the absolute power level — not the profile mix — is where gains come from. Best result is top 72% of the field. Targeted VO2max intervals (short, very high intensity) would shift the absolute power ceiling and convert that consistency into podium finishes.
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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.