Race plan masterclass

Turn a GPX into a race plan you can actually use

An elevation profile does not predict your day. It provides the structure for sustainable effort, honest time windows, realistic self-sufficiency and prepared decisions.

Scientific revision 1.0 · 31 July 2026
The GPX describes the courseYour history calibrates the estimateThe plan prepares decisions

Demonstration

One GPX, five successive readings

This fictional simulation teaches a method. Its times must not be reused for another race.

Teaching example · 74 km · fictional data
DISTANCE74,1 kmD+2 801 mD−2 894 mTECHNICITÉÀ CONFIRMER0 km37 km74 km
01 · Track

Start with observable facts

Distance, altitude, elevation and geometry come from the file. Technicality, weather and trail condition still need confirmation.

Core principle

Separate what you know, what you estimate and what you will decide

A useful plan stays readable when weather changes or a split takes twenty minutes longer. Every value needs a clear status.

01

Fact

GPX distance, track altitude, official aid-station location or cut-off.

Even facts may be incomplete: noisy GPS, route changes or relocated support.
02

Estimate

Segment duration, passage time or carrying need computed from explicit assumptions.

An estimate is not a promise; confidence falls as context goes missing.
03

Decision

Effort intent, planned stop, carrying strategy or action triggered by a deviation.

A rigid decision becomes unsafe when it ignores terrain, symptoms or race instructions.

Useful precision is not decimal places. It is the ability to explain where a value came from, what can move it and which decision it supports.

Step 1

Segment the course when the decision changes

Equal kilometre splits create noise. A segment starts when effort, risk, self-sufficiency or logistics change.

Grade

Start or end of a sustained climb, summit transition or long descent.

Surface

Moving from runnable to technical, mud, snow, rocks or narrow trail.

Exposure

Altitude, wind, sun, cold, no-exit zone or likely night section.

Resource

Confirmed water, official aid station, life base or authorised crew access.

Constraint

Cut-off, mandatory gear, closure or special race rule.

Decision

Where you must check effort, refill, layer up or reassess the plan.

×Poor segmentation: equal distances mixing climb, summit and descent.

Good segmentation: each unit can receive one effort intent, probable duration and simple instruction.

Step 2

Plan effort expenditure, never uniform speed

Locomotion cost changes sharply with grade. Pace per kilometre is a terrain outcome, not a universal command.

ContextIntentSimple checkFrequent error
Runnable startDeliberate restraintEasy breathing; feeding starts comfortably.Mistaking start-line excitement for a sustainable feeling.
Long climbStable effort, early hikingRegular steps, controlled breath, no need to chase.Running to save minutes and paying the debt downhill.
DescentProtected flowClean foot placement, limited braking, full clarity.Chasing an early gain through premature muscle damage.
Late raceAdapt from today’s evidenceDecide from legs, alertness and remaining supplies.Obeying a pace written weeks earlier at all costs.

Observational studies often associate steadier pacing with better results, but “steady” here means controlled expenditure, not identical speed on every gradient.

Step 3

Build honest passage windows

One time looks reassuring but hides uncertainty. Use three scenarios and widen the window as the race progresses.

Favourable−4 to −8%

Dry trail, mild weather, smooth stops. Not a target to chase.

CentralReference

Most likely assumptions, calibrated on comparable efforts.

Cautious+8 to +15%

Fatigue, heat, technicality or longer stops. Adapt to actual uncertainty.

01
Calibrate

Use comparable races or outings, not your best road pace.

02
Add

Movement time and stopped time are separate visible costs.

03
Widen

Later, longer, night or exposed segments need wider uncertainty.

04
Compare

Compare cut-offs with the cautious scenario, not only the central one.

Example passage sheet

MarkerDistanceContextCentralWindowConfidence
Pass A14 kmSteady climb2 h 102 h 00–2 h 25Medium
Aid B29 kmTechnical descent4 h 053 h 45–4 h 35Medium
Summit C47 kmLong climb7 h 206 h 45–8 h 15Low
Base D61 kmLikely night9 h 559 h 05–11 h 20Low

These percentages and times illustrate a method. They are not universal Trailboard engine parameters or a prediction for your race.

Step 4

Size self-sufficiency between reliable resources

An aid station reduces carrying only when its location and supplies are confirmed. A map icon or last year’s memory is not enough.

Reproducible reasoningCarry = segment need + chosen margin − confirmed resource

Segment need combines estimated duration and hourly target. Margin follows uncertainty, heat and actual resupply options.

Carbohydrates

What target was tolerated at a comparable duration and intensity?

Compute segment total and distribute intake without long gaps.

Fluids

What intake was observed in similar conditions?

Plan carrying capacity without forcing drinking beyond need or thirst.

Sodium

What is known about sweat rate and concentration?

Keep the assumption visible and never treat sodium as insurance against all hyponatraemia.

Backup

What if water is unavailable or one food becomes intolerable?

Carry a simple, tested alternative compatible with the pack.

Carried quantity must be explainable per segment. Unknown needs remain ranges and unconfirmed resources remain outside the calculation.

Step 5

Write decisions before fatigue makes them harder

A robust plan cannot predict everything. It prepares simple responses to common deviations and defines when safety replaces performance.

Trigger

Passage leaves the central window but still clears the cut-off.

First action

Identify the cause: terrain, stop, effort or physical issue.

Adjustment

Recalculate from actual time without punitive acceleration.

AvoidTrying to win twenty minutes back on the next climb.

Confusion, collapse, chest pain, persistent vomiting, inability to drink or pain changing gait are not plan deviations to optimise: stop and seek assistance.

Final deliverable

Your roadbook should make sense in thirty seconds

On race day nobody rereads the model. The final sheet must expose facts, windows, supply and decisions without ambiguity.

Course

  • Named markers
  • Segment distance and elevation
  • Notable terrain or exposure
  • Official cut-offs

Time

  • Central arrival
  • Favourable-cautious window
  • Stopped time separated
  • Confidence level

Supply

  • Confirmed resources
  • Quantity to carry
  • Segment gear
  • Tested backup

Decision

  • Effort intent
  • Simple check
  • Plan-B trigger
  • Stop signal

When data is not confirmed, write “unknown” or “assumption”. An empty cell must never look like absence of risk.

Bibliography

Evidence supporting the method

Pacing studies are mostly observational. They describe associations and trends; they do not prescribe an individual pace.