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The marginal-gains stack

The central rule: don't chase twenty 0.2% gains while quietly losing 10% to underfuelling, bad sleep, injury, or poor pacing.

Elite performance is chased one percent at a time — dozens of tiny improvements, each too small to matter alone. The whole method rests on four ideas about how those small gains behave.

01Marginal gains

Break performance into many components and improve each one slightly. No single change is decisive; the edge comes from the sum.

02Accumulating results

Some gains compound over months and years. Others reset every race and never build. Knowing which is which is half the discipline.

03Diminishing returns

The same intervention that transforms a novice barely moves an already-optimised athlete. Fix a real weakness, get a big gain; refine a strength, get a sliver.

04Tradeoffs

Gains overlap, so they don't add up. Many carry a cost — weight, gut distress, lost sleep, blunted adaptation. The job is the combination that nets out ahead.

What matters most

The exact numbers are individual — every athlete responds differently to the same stimulus and stress. The principle never changes: get the main foundation blocks in place first, then start taking on more tools, skills, and habits. (Cards run highest-effect to lowest, top to bottom.)

Foundations

Get these in place first. Long-term compounding — they build the athlete every smaller gain then operates on.

Consistent, uninterrupted training5–15%

The biggest lever by far. Months and years without repeated layoffs build aerobic capacity, durability, and economy. An established athlete's next healthy year might add only 0.5–3%.

Adequate energy availability2–10%
if underfuelled

Fixing chronic under-eating restores training quality, hormones, immunity, bone health, and recovery. Already eating enough? Expect nothing from eating more.

Correcting iron deficiency2–10%
if deficient · 0% if normal

Restoring low iron can dramatically improve oxygen transport and fatigue tolerance. Supplementing normal stores does nothing and can be medically inappropriate.

Injury prevention & load control0–10%+
seasonally

A healthy athlete gains nothing today from “not” getting hurt — but avoiding six lost weeks can save a season. Availability beats nearly every supplement combined.

Optimised weekly volume2–8%

More sustainable mileage helps a lot when volume was inadequate. Benefits shrink at the top, and excess mileage can erase the gain through fatigue, illness, or injury.

Correct intensity distribution1–5%

Balancing easy running, threshold, and hard intervals prevents the classic trap: easy days run too hard, key workouts run too tired to execute.

Event-specific training1–5%

Training the exact pace, duration, terrain, and fatigue of the event builds efficiency and confidence. Specificity near race day beats generic fitness.

Long-run durability1–5%
marathon

Long runs, race-pace blocks, and in-run fuelling reduce late-race slowing. They barely move fresh lab numbers while transforming what happens after 30 km.

Heavy strength & plyometrics1–3%

Lifting and jumping improve economy, force, and fatigue resistance without more mileage. Results take months of consistency, not one session.

Adequate nightly sleep0.5–3%

Correcting poor sleep lifts endurance, decision-making, recovery, and training quality. A well-rested athlete gains almost nothing from more time in bed.

Race-day levers

Acute, mostly one-day effects. They matter — but almost entirely after the fundamentals are already in place.

Carbohydrate during racing2–8%
long events

Versus under-fuelling, practised carbohydrate intake prevents severe late-race decay. The benefit grows with duration and shrinks toward zero in short races.

Correct pacing1–5%

Avoiding a too-fast start and distributing effort well can save minutes over a long race. Skilled athletes gain less — they already pace well.

Advanced racing shoes1–3%

Modern plated shoes improve economy ~2.5–4%, but economy doesn't convert one-to-one into time. Response varies by runner, speed, and distance — fit the model to the athlete.

Carbohydrate loading1–3%
marathon

Topping off glycogen delays depletion and late-race fade. Meaningful for long events, negligible for short races on normal nutrition.

Hydration plan0–3%
up to 8% in heat

Individualised drinking protects performance once fluid loss becomes consequential. Overdrinking is dangerous; blindly replacing every gram of sweat is unnecessary.

Caffeine0.5–2%

Reduces perceived effort and lifts endurance, though response varies. Moderate doses often work as well as large ones with fewer sleep and gut problems.

Drafting, tangents & logistics0.1–2%

Running the shortest legal line, sheltering from wind, and organised bottles/bibs shave seconds and prevent catastrophic mistakes. Occasionally race-saving.

Individualised warm-up0.2–1%

A well-timed warm-up primes oxygen uptake and mechanics without adding fatigue. Matters more in short races; marathons warm up in their own early kilometres.

Adaptive & condition-specific tools

Conditional and individual. Real in the right event or climate, close to zero outside it.

Heat acclimation2–7%
hot races

Repeated heat exposure improves sweating, plasma volume, and temperature control. Real gains in the heat; estimates vary widely with protocol, climate, and baseline.

Gut training0–5%

Rehearsing race carbohydrate improves tolerance and absorption. A runner limited by nausea or missed gels can gain several percent; a settled gut gains little.

Altitude training0–3%

Responders raise haemoglobin mass and sea-level performance; non-responders gain nothing or train worse on reduced-quality sessions. Iron status, dose, and timing decide.

Travel & jet-lag management0.5–3%

Shifting sleep, meals, and light exposure protects performance after long travel. Racing locally gains nothing; it resets every trip rather than compounding.

Sodium bicarbonate0–1.5%
event-specific

Most promising for hard efforts of roughly 45 s to 8 min. Newer running analysis finds a negligible average effect, so individual testing is essential.

Dietary nitrate / beetroot0–1.5%

May improve efficiency or fatigue resistance, but time-trial benefits are inconsistent and often smaller in highly trained athletes. Some respond, others don't.

Creatine0–1% race
1–3% training value

Supports lifting, sprinting, and repeated hard training. Direct distance-race benefit is limited, and added water mass can offset it for weight-sensitive runners.

Beta-alanine0–1%
event-specific

Most relevant to hard efforts of ~1–4 minutes — think 800–1500 m. Little reason to help a steady marathon, and it needs a loading period, not a race-day dose.

Diminishing returns

Every lever is worth most when the athlete is furthest from optimal, and least once the fundamentals are handled. Foundations start highest and fade slowly; gear and race-day tools fade faster; supplements start low and flatten almost immediately.

Gain from one more stepHighModerateLowMinimalNoviceDevelopingTrainedEliteWorld-classHow optimised the athlete already is →Accumulated resultsmost to gain ↑FoundationsGear / race-daySupplements

The blue curve is the flip side — accumulated results. A novice has almost everything still to gain; a world-class runner has already banked nearly all of it and now spends weeks or months to eke out a second (short races) or a minute (a marathon). Most professionals live on that flat right-hand tail — which is exactly why their remaining gains are so small, and so hard-won.

Why you cannot add the percentages

Shoes, caffeine, carbohydrate, and pacing all pull on some of the same limiting factors. Better fuel improves the workout that improves recovery that improves the next workout — the effects overlap, so the combined result is smaller than the arithmetic sum.

3% shoes + 1% caffeine + 3% fuel + 2% pacing = 9%
realistic combined gain ≈ 4–6%
The tradeoff ledger
  • Creatine → strength & training quality, but water-mass gain.
  • Bicarbonate → buffering for hard efforts, but gut distress.
  • Aggressive cold-water immersion → faster short-term recovery, but blunts adaptation.
  • Altitude → more haemoglobin for responders, but worse workout quality.

What accumulates over time

The same intervention behaves differently across a career. Fitness compounds; adaptations partly stick; race craft has to be rebuilt every single time.

Compounds over months & years

Builds durable capacity that keeps paying off as long as it's sustained.

Training consistencyWeekly volumeStrengthSleep habitsEnergy availabilityInjury preventionCorrecting iron deficiency

Partly stacks — adapts with repeated exposure

Improves with practice, but the gain still plateaus.

Gut trainingHeat acclimationAltitudeEvent-specific fitnessLong-run durabilityCreatine (training support)

Does not really stack — resets every race

Repeatable race to race, but it never accumulates the way fitness does.

Course reconJet-lag managementRace breakfastCarb loadWarm-upCaffeineRace shoesPre-coolingPacing planLogistics checklists
Bottom line
  1. 1The biggest long-term gains come from healthy, consistent training plus enough fuel and sleep.
  2. 2Race-day tools matter — but mostly after the fundamentals are already in place.
  3. 3Marginal gains overlap and saturate. Do not add them together like coupons.
  4. 4The more optimised the runner, the smaller, more conditional, and more individual every remaining gain becomes.

Percentages are rough, individual, and drawn from the trained-endurance literature — treat them as a map of where effort is worth spending, not a promise. Any supplement should be checked against current anti-doping rules and sourced batch-tested; “legal ingredient” does not guarantee a clean product.