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Telemetry of Pain: Power and Heart Rate Data Analysis at RAAM

Total TSS, Normalized Power across the 4 geographic sectors, and heart rate variability. The science behind a 3,000-mile ride.

Behind the romantic epic of the world's most famous coast-to-coast race lies a massive volume of numbers and scientific data. The Race Across America (RAAM) is a living laboratory for the study of human physiology under extreme stress. By analyzing the telemetry recorded by power meters, heart rate monitors, and cycling computers during the 3,000-mile ride, we can understand the true scale of metabolic and muscular work required to become a Finisher.

1. Training Stress Score (TSS) and Energy Expenditure

In a normal training season, an advanced amateur cyclist accumulates between 400 and 700 TSS (Training Stress Score) points per week. At RAAM, the rider records a total score exceeding **6,000 to 8,000 TSS points** in less than 10 days.

This stress translates to a massive caloric expenditure: the rider burns an average of **10,000 to 12,000 calories per day** (about 100,000 - 120,000 total kJ for the entire race). The crew's logistical challenge is biochemical: successfully supplying over 70% of these calories via easily digestible liquid and solid nutrition to prevent glycogen depletion and muscle catabolism.

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2. Normalized Power (NP) and Intensity Factor (IF)

To pace themselves over the 3,000 miles, the rider must never exceed their anaerobic threshold. Normalized Power (NP) management is strictly divided across the 4 main geographic sectors:

  • Sector 1 (Desert): Steady NP around 55-60% of FTP (Functional Threshold Power) to preserve hydration and prevent core overheating.
  • Sector 2 (Rockies): Normalized power rises to 65-70% FTP during long alpine climbs in Colorado, compensating for the thin air at high altitudes.
  • Sector 3 (Plains): A steady cadence and high aerodynamic efficiency phase, with NP stabilized at 50-55% FTP. Pacing against Midwest headwinds is the main challenge.
  • Sector 4 (Appalachians): Fatigue drops NP to 45-50% FTP. Short, steep climbs require high torque peaks, punishing tendons and joints.
CARDIAC DRIFT

In the first few days, the relationship between power and heart rate is linear. From day four onward, cardiac drift appears: due to dehydration and cardiac fatigue, heart rate at a given wattage tends to rise, or, if the sympathetic system is depleted, the heart rate may fail to exceed 110-120 bpm even under high efforts.

3. Heart Rate Variability (HRV) as a Stress Indicator

Daily monitoring of **Heart Rate Variability (HRV)** during the rider's short sleep windows in the RV offers an accurate measure of autonomic nervous system stress. A sharp drop in HRV indicates absolute dominance of the sympathetic system (fight or flight), signaling the Crew Chief that a longer rest window is required to avoid metabolic collapse.

Luca Masini

RAAM Crew Chief & Route Planner

Crew Chief, Route Planner, and ultra-endurance expert. He has guided and supported extreme athletes on the roads of the Race Across America, managing logistics and navigation to cover the 3,000 miles from Oceanside to Atlantic City. His only direct riding experience in ultra-endurance is as a finisher of the IncaDivide in Peru.
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