Built on exercise science

The science that powers every decision

TTM isn't built on intuition or templates. Every training decision - load, intensity, timing, adaptation - comes from a model with four decades of peer-reviewed research behind it.

Five foundations

Research that builds altitude readiness

Each pillar is grounded in validated exercise science, published across 40+ years of studies on endurance, altitude, and training adaptation. Click any pillar to explore the science behind it.

1
The Banister Fitness-Fatigue Model
A mathematical framework for how training creates both fitness and fatigue simultaneously. The foundation of TTM's load calculation and taper logic.
Banister & Calvert (1975) original model · Banister et al. (1991) triathlon validation · validated across 40+ years · sex-specific TRIMP coefficients
2
VO₂max at Altitude & Cardiovascular Demand
Why cardiovascular fitness is the limiting factor above 1,500m. O₂ availability drops exponentially with altitude - the model accounts for this precisely.
West et al. (2007) - altitude physiology
3
The Summit Readiness Score (SRS)
A composite measure of cardiovascular altitude readiness, expressed as a single score that summarises whether your aerobic system is ready for your objective.
TTM proprietary, built on validated components
4
Periodization & the Prescription Engine
A polarised intensity model combined with classic block periodisation. The Prescription Engine rebuilds your remaining plan every week based on what your training data actually shows.
Seiler (polarised training); Bompa & Haff (periodisation)
5
Progressive Adaptation & Supercompensation
Why the body can do in month four what would have broken it in week one. The science of how training transforms capability over time - and why this can't be rushed.
Selye (1956); Bompa & Haff (2009) - adaptation theory

Pillar 1: The Banister Fitness-Fatigue Model

In 1975, Banister et al. published a mathematical framework describing how training stress produces both fitness and fatigue at the same time. It's not intuition. It's a validated model from the Journal of Applied Physiology, refined across decades of endurance research.

The principle is simple. Every training session leaves two signatures on the body: a slow-building fitness signal that accumulates over weeks, and a fast-moving fatigue signal that rises and falls within days. Performance lives in the balance between the two.

TTM's algorithm runs a calibrated implementation of this model behind the scenes. It reads what your training actually delivered, separates the signal that drives long-term capability from the one that drives short-term fatigue, and uses the gap between them to decide when to push and when to back off. The internals are proprietary. The science underneath is well established.

Banister Fitness-Fatigue Model - CTL vs ATL over Training Block
Load Time (weeks) CTL (Fitness) ATL (Fatigue) Peak TSB BUILD PHASE TAPER
Fitness signal Slow, multi-week build
Fatigue signal Fast, short-term response
Performance balance Calibrated by the algorithm
Foundational research Banister 1975 + 1991

Pillar 2: VO₂max at Altitude & Cardiovascular Demand

VO₂max, the maximum amount of oxygen your body can utilise per minute, is the ceiling for altitude performance. The higher you climb, the less oxygen you have to work with. Above mid-mountain altitudes, the drop is steep enough that aerobic capacity becomes the dominant limiter.

This isn't because you're less fit. It's physics. Oxygen becomes scarce, and your cardiovascular system can only deliver so much. Training hard at sea level doesn't change that O₂ isn't there. But training your cardiovascular system, building aerobic threshold, stroke volume, and mitochondrial density, means you use what's available more efficiently.

Different summits make very different demands. A 4,000m peak and a 5,000m peak look similar on a map; physiologically they're not in the same conversation. TTM's model captures the relationship between altitude and cardiovascular cost and uses it to set the aerobic target your training has to reach.

That's why TTM asks for your summit altitude first. Every training decision flows from a precise read of what your cardiovascular system needs to be able to do on summit day. Lab VO₂max testing is the gold standard but rarely available. TTM uses a validated field-based proxy built from your training history, refined as your data syncs in, with each week's recalibration.

O₂ Availability vs Altitude - Exponential Decay
100% 75% 50% 25% 0 2,000m 4,000m 6,000m 8,000m Matterhorn 59% Mont Blanc 57% Mt Kenya 55% Exponential decay of O₂ with altitude Altitude (m)
Aerobic capacity at altitude Drops with elevation
Pattern of O₂ availability Exponential, not linear
Primary limiter at high altitude Cardiovascular fitness

Pillar 3: The Summit Readiness Score (SRS)

The SRS is TTM's proprietary composite measure of cardiovascular altitude readiness, expressed as a single score. It's not a prediction of summit success. That depends on technical skill, luck, and conditions. It's a measure of whether your aerobic system is ready for the cardiovascular demand of your objective.

It looks at more than one thing. A score that only tracked overall fitness would miss the climber who's strong but has never trained the descent. A score that only tracked vertical would miss the athlete who's accumulated huge volume but trained inconsistently. SRS combines several distinct components, each measuring a different dimension of mountain readiness, weighted to reflect what actually matters on summit day.

You see one number. Underneath it, the algorithm tracks each component separately, so when readiness is short, the program knows exactly which dimension to develop next.

Important caveat: SRS is cardiovascular readiness only. Technical skill, proper acclimatisation strategy, and objective hazard assessment are outside the model and equally critical.

Summit Readiness Score (SRS) - Component Breakdown
SRS
Fitness
Vertical capacity
Long day
Descent readiness
Consistency
What it measures Cardiovascular readiness
How it's built Multi-dimensional composite
Scope One part of summit prep

Pillar 4: Periodization & the Prescription Engine

The Prescription Engine doesn't hand you a fixed plan and wish you luck. It rebuilds your remaining training block on a regular cadence, based on what your training data actually shows, not what was scheduled.

Built on block periodisation. Progressive load over multiple weeks, structured recovery built in, grounded in classic periodisation theory (Bompa & Haff, Periodization: Theory and Methodology of Training, 2009) and widely validated across endurance research. The principle is non-negotiable: recovery weeks are where adaptation lives. Volume without structured recovery produces fatigue, not fitness.

Polarised intensity. Most of your aerobic work sits at conversational efforts; a smaller, deliberate share lives at hard intervals; the moderate "grey zone" is avoided. This is the distribution that endurance research consistently links to the largest aerobic gains (Seiler, 2010).

The taper is calculated, not guessed. The model solves for when fitness should peak and reverse-engineers the cut-back from your summit date so you arrive fresh, not flat.

Recalibration is automatic. The Engine reads your training history on a regular cycle, evaluates what your body actually did, and regenerates the rest of your plan. Missed a session? Load redistributes. Smashed it? The taper shifts. No manual maths, no missed window. This is the heart of personalised mountaineering training: a plan that updates because of what your body did, not in spite of it.

24-week training block
Phase 1: Base Building
1
2
3
R
5
6
7
R
9
10
11
R
Phase 2: Build & Peak
13
14
15
R
17
18
19
R
Phase 3: Taper to Summit
21
22
23
24
Build Week
Recovery
Taper
Structure Block periodisation
Progression Progressive overload, built-in recovery
Taper Reverse-engineered from summit date
Adaptation Plan recalibrates on a regular cadence

Pillar 5: Progressive Adaptation & Supercompensation

In 1956, Hans Selye described the General Adaptation Syndrome, the body's universal response to stress. It has three stages: Alarm (the body is stressed beyond its current capacity), Resistance (recovery begins, the body rebuilds), and Adaptation (it rebuilds stronger than before to handle the same stress more easily next time).

In training, this is called supercompensation. Apply training stress, fitness temporarily drops as fatigue accumulates, recovery occurs, the body adapts to a new, higher baseline. Repeat the cycle at slightly higher load and the baseline rises again. This is how capability is built: not in a straight line, but through repeated stress-recovery cycles stacking upward over months.

Why this can't be rushed. Adaptation has its own clock. Each cycle takes time, and meaningful shifts in aerobic baseline take longer still. Compressing months of progression into a few weeks doesn't speed up the biology, it overloads it. The result is injury or burnout, not fitness.

What this means in practice. The first weeks of a structured program feel hard precisely because adaptation hasn't happened yet. Sessions that feel impossible early on feel moderate later, and recoverable later still. That progression is the science working. It cannot be shortcut, only respected.

This is why TTM's coach doesn't prescribe peak load from day one. It starts where your body actually is, watches how you absorb training, and adds stress only when the data shows you've adapted to the previous level. The program isn't built around what you should be able to do, it's built around what your physiology shows it can currently handle.

Supercompensation Cycles - Fitness Baseline Rising Over Time
Time (weeks) Fitness Stress Adapt Adapt Adapt Adapt CTL trend W1 W4 W8 W12 W16
Pattern of progress Cycles, not straight lines
Real aerobic adaptation Takes months, not weeks
Foundational research Selye GAS model (1956)

What the model measures - and what it doesn't

TTM's model measures cardiovascular altitude readiness with precision. The research is sound. The math is validated. But we're explicit about scope:

A high SRS means your cardiovascular system is ready. It doesn't mean you'll summit. That also requires technical skill, proper acclimatisation strategy, good fortune with weather, and the experience to know when to turn around. Every climber should use this as one part of their preparation - not the whole story.

See the model in action

Your program. Your summit.

Explore the algorithm with real-world scenarios and see how the TTM mountaineering training app builds a training plan tailored to your altitude objective. Or run the public mountaineering readiness calculator to see the model output for your numbers.

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