Fueller · Research

How these numbers are calculated

The sports-nutrition reference behind the calculator - every figure traced to a published source.

This is the reference document that sits behind the Fueller calculator. It exists so every number the calculator gives a rider can be traced to a piece of sports nutrition literature. If a number isn't in §14, it doesn't ship. If §14 can't trace it to §15, it doesn't ship either.

Audience: a rider, coach, or curious sceptic who wants to audit how the calculator decides what to recommend. Tone is plain but technical where it needs to be.

1. Purpose & scope #

This tool is built for adult club cyclists on rides of roughly 1–4 hours, at paces between ~14 and ~22 mph. It assumes flat-to-rolling terrain, with optional cafe stops on longer days.

It is not built for:

It treats fuelling as four connected jobs: before, during, the cafe stop, and after.

2. The model in one paragraph #

The calculator asks for body weight, ride duration (computed from distance and pace), an intensity bucket, conditions, and an optional cafe-stop plan. From that it computes:

Numbers default conservatively when the literature gives a range - easier to top up than to undo a GI blow-up or hyponatremia.

3. Energy: demand and supply #

Two questions sit underneath every number this calculator produces: how hard is the ride - the demand - and where does the body find the energy to meet it - the supply. The headline kcal figure answers the first. This section answers the second, because which fuel a rider burns is the whole reason carbohydrate timing matters at all. The infographic on the calculator's front page is a visual summary of §3.2–§3.7.

3.1 Energy demand - turning effort into calories

A cyclist's gross mechanical efficiency averages 20–25%, with population studies clustering around 22–24%10, 22. The convenient shorthand is:

kcal/hr ≈ watts × 3.6

This is the formula used when a rider supplies expected average power. Without watts, the calculator uses pace + ride-type bucket as a proxy (see §14). Heart rate is deliberately not collected: an average HR for a ride - without that rider's own maximum and resting HR, and uncorrected for cardiac drift, heat, caffeine and fitness - cannot be tied to an energy or carbohydrate figure with any confidence, so asking for it would imply a precision the tool does not have.

Body weight scales the kcal estimate roughly linearly when watts are not provided - because at a given pace, a heavier rider does more total work (more rolling resistance, more elevation cost, similar aero overall). Power-based estimates already encode this, so when watts are supplied, weight scaling is skipped.

3.2 The two fuel tanks - fat and carbohydrate

The body meets that demand from two stores, and they could not be more different:

That asymmetry is the entire point. The big tank is slow; the small tank is fast and runs out. Almost everything else in this document is about managing the small tank.

3.3 Intensity sets the fuel mix - the crossover concept

A rider is rarely burning purely one fuel; they burn a blend, and intensity sets the ratio. At an easy pace most of the energy comes from fat. As intensity climbs, the body shifts - "crosses over" - toward carbohydrate, because fat simply cannot be oxidised fast enough to keep up. Brooks & Mercier named this the crossover concept: as exercise gets harder, fat's contribution falls and carbohydrate's rises16. Fat oxidation peaks at a low-to-moderate intensity and tails toward zero at hard efforts.

Mapped onto the calculator's effort buckets (§14.1), the blend shifts roughly like this:

EffortHow the fat / carbohydrate blend sits
Social - chattyFat-led, with modest carbohydrate
Endurance - steadyA genuine mix of the two
Tempo - workingCarbohydrate-led
Threshold - hardAlmost entirely carbohydrate

This is why the carbohydrate ladder (§14.2) nudges upward with intensity: a harder ride spends the small tank faster. The exact proportions vary with fitness and individual physiology, so the calculator treats this as a schematic, not a per-rider number.

3.4 Running the tank dry - "the bonk"

Depending on intensity, the ~2,000 kcal of stored carbohydrate typically lasts somewhere around 75 minutes at a hard threshold pace, up to 2–3 hours at an easy endurance one15, 17. As muscle glycogen falls and the liver's store empties, blood glucose drops, and the rider is forced down to whatever pace fat alone can sustain. That sudden, unmistakable wall - heavy legs, no power, a foggy head - is what cyclists call the bonk (runners call it hitting the wall). It is not weakness; it is an empty fuel tank.

3.5 What carbohydrate during the ride actually does

You cannot make the small tank meaningfully bigger. What you can do is keep putting fuel into it. Carbohydrate eaten on the bike is digested into glucose, delivered to the bloodstream and the working muscles, and burned there. It keeps blood glucose up and carbohydrate oxidation high late in the ride - exactly when the internal store would otherwise be running out. In Coyle's classic feeding experiments, trained cyclists fed carbohydrate rode roughly an hour longer before fatiguing than the same riders on a placebo17.

That is the single reason the during-ride numbers exist. Pre-ride fuelling (§6) fills the tank before the start; on-bike carbohydrate (§4, §14.2) keeps it from emptying; recovery fuelling (§9) refills it afterwards.

3.6 Why fuelling well pays off

Fuelling is not only about avoiding the worst case. Getting it roughly right pays off in several ways the literature is consistent on:

None of this depends on hitting a number exactly. It mostly rewards simply not skipping food on any ride longer than an hour or so.

3.7 What about weight loss?

Riders often ask whether to use pacing or fuelling to lose weight, so it is worth answering plainly. The popular answer - the "fat-burning zone" - is largely a myth.

The calculator stays out of this deliberately. Fueller's job (§1) is to fuel a given ride adequately; changing body composition is individual, easy to get wrong, and best worked through with a SENr-registered sports dietitian (§16). The eligibility note on the form already routes anyone with a history of disordered eating away from the tool entirely.

4. Carbohydrate intake during the ride #

The duration-graded recommendation from Jeukendrup1, 2 is now sport-nutrition orthodoxy:

Ride durationCHO per hourCarb source
<30 min0 g (water is fine)-
30–75 min0–30 g (mouth-rinse or small amount, CNS effect)Any single source
75 min – 2 hr~30 g/hrGlucose alone is fine
2–3 hr~60 g/hrGlucose alone is fine (saturates SGLT1)
>3 hr60–90 g/hrGlucose + fructose (≈2:1) to bypass intestinal saturation

Intensity nudges this upward at the margin. A short tempo ride is more glycogen-hungry than a longer social ride of equivalent duration, so the calculator allows a modest intensity bump at the top end (see §14).

Three important caveats for amateur riders:

5. Fluids and sodium #

The headline numbers are:

Practical translation: a rider on a warm-day 3-hour ride should expect to drink ~750 ml/hr containing around 450–500 mg sodium per hour. Most commercial isotonic mixes (SiS Go, Precision Hydration PH 500/1000, Veloforte) sit in this ballpark.

6. Pre-ride fuelling #

Burke's widely used framework4, which sits inside the broader sports-nutrition consensus tradition21, recommends a pre-ride carbohydrate dose of 1 to 4 g per kg body weight, eaten 1 to 4 hours before exercise, for any session lasting longer than about an hour.

The point is to top up liver glycogen so blood glucose holds during the ride. The longer the window, the larger and more solid the meal can be.

Hours before rideCHO targetUK-practical examples
3–4 hr2–3 g/kgPorridge with banana + honey; bagel + scrambled egg + jam; rice with chicken
1–2 hr1–1.5 g/kgTwo slices of toast with jam; flapjack + banana; small bowl of porridge
<1 hr0.5 g/kg or skip the carbsBanana, malt loaf, a single energy gel

Low fat, low fibre, familiar. Race-day is not the day to try new foods.

The top of Burke's range - the full 3–4 g/kg - is built for long or hard events; for the 1–4 hr club rides this calculator covers, the lower-to-middle of each band is plenty. The calculator's pre-ride factors (§14.5) sit there deliberately: 2.5 g/kg for the long window, not 4.

Caffeine 3 mg/kg ~60 min before is ergogenic12; many riders already get this from a single mug of coffee.

7. During-ride food choices, UK-practical #

Real food works as well as branded products for most club rides. Approximate carbohydrate content of common cycling foods:

FoodPortionCHO (g)Notes
Banana, medium1~25Cheap, easy, no wrapper
Malt loaf (Soreen)1 thick slice~30Compact, doesn't squash
Jam sandwich1 (white bread + 1 tbsp jam)~40Pre-ride or cafe-stop friendly
Flapjack, supermarket1 (~50 g)~30Fat content slows absorption - fine, not ideal mid-effort
Fig roll1 biscuit~10Snack; a sealed 2-roll pack is ~20 g and pockets well
Jelly babies5 sweets~25Cheap "gel" alternative
Energy gel (SiS Go, Torq, Veloforte)1 sachet (~40 g)~22–30Convenient, requires water
Energy bar (SiS, Veloforte)1 bar (~50 g)~30–35Mixed CHO+protein
Isotonic mix in a 750 ml bottle1 scoop, 750 ml~30Fluid + CHO + electrolytes

For 60 g/hr a rider can hit the target with one bottle of isotonic mix and one solid item, or two solid items and one bottle of water. The calculator surfaces concrete examples rather than just a number.

8. Cafe-stop framing #

Most longer club rides include a planned cafe stop. Treat this as a refuel point, not a treat to be earned. A 30-minute cafe stop sits inside the ride for fuelling purposes: the rider's glycogen is still depleting (slowly, while resting), and the cafe is an opportunity to take on more carbohydrate per minute than is comfortable on the bike.

Recommended cafe-stop carbohydrate (in addition to the on-bike average) for rides ≥2 hr with ~half the ride still to go:

Remaining rideCafe CHO targetCarb-forward example orders
<1 hr to go30–50 gFlapjack + flat white; small scone + jam
1–2 hr to go50–80 gBeans on toast; teacake + jam; tea + slice of malt loaf + flapjack
2+ hr to go80–120 gBeans on toast + flapjack; large bowl porridge + banana

Avoid fat-heavy options (full English, cheese sandwich, brownie) on rides with significant distance still to ride - they sit in the gut and slow re-engagement. They are fine post-ride.

9. Post-ride recovery #

The ISSN nutrient-timing position stand5 and a recent recovery review6 point the same way. The ISSN stand recommends aggressive carbohydrate refeeding (1.2 g·kg⁻¹·hr⁻¹), or carbohydrate at 0.8 g·kg⁻¹·hr⁻¹ combined with 0.2–0.4 g·kg⁻¹·hr⁻¹ of protein, in the hours after hard exercise. Distilling that into a single first-hour target, the calculator uses 1.0–1.2 g·kg⁻¹ CHO plus ~0.3 g·kg⁻¹ high-quality protein - a synthesis of those figures, not a verbatim quotation from either source.

For a 70 kg rider: ~80 g CHO and ~20 g protein. That's a chocolate milk (300 ml) + a banana + a slice of toast, or beans on toast + a yoghurt, or a recovery-mix shake + a banana.

When this really matters: back-to-back hard days, weekend rides where you're also riding Sunday, the day before a sportive. For a single ride a week, normal eating habits do the job and the 1-hour window is more flexibility than urgency.

Rehydration: drink 1.25–1.5× your sweat loss over the 2–4 hours after the ride3. Easiest measure: weigh yourself before and after. 1 kg lost ≈ 1 L of sweat; aim to drink 1.25–1.5 L back, with sodium (a salted meal works).

10. Caffeine #

Per the ISSN position stand12:

A 70 kg rider taking 3 mg/kg gets ~210 mg - roughly one large filter coffee. The calculator surfaces this as an optional add-on, not a default.

11. Sex / gender considerations #

This is an area where the science is evolving fast and where popular discourse runs ahead of the evidence. Two positions to know:

The protein side of the question is similarly unsettled. Some practitioners argue female athletes need more protein relative to body mass - particularly in the luteal phase - but, as with the carbohydrate claims, this is actively debated rather than established.

What the Fueller calculator does:

This is conservative on purpose. If a rider wants sex-specific or menstrual-cycle-aware fuelling they should work with a SENr-registered sports dietitian, not a quick calculator. The RED-S signposting in §13 and §16 stands as the catch-all flag.

12. Conditions: heat, cold, altitude #

Heat. Above ~20 °C, sweat rates rise; above ~27 °C they can double or triple8. The calculator's heat multiplier (§14) scales fluid and sodium together. It does not scale carbs - glycogen demand is largely intensity-driven, not temperature-driven.

Cold. It is easy to under-drink in cold weather. Thirst signal is blunted, and warm fluid in cold weather feels less appealing. The calculator nudges down only modestly in cool conditions (×0.85 fluid), and the in-app copy reminds riders to drink.

Altitude. Out of scope. Very few UK rides reach an altitude that matters physiologically. Riders on Alpine training camps should look elsewhere.

13. Special cases and red flags #

The calculator surfaces a "please ignore this and speak to a professional" chip in any of:

Under-fuelling is the most common practical mistake among club riders and the most consequential one. Symptoms include unexplained fatigue, poor recovery, frequent illness, low mood, missed periods, and stress fractures - collectively RED-S14. The 2023 IOC consensus update explicitly highlights "the emerging role of inadequate carbohydrate intake" as a driver of low energy availability, including in male athletes. If any of this rings true, speak to a SENr-registered sports dietitian; for non-clinical support, British Cycling's welfare team is also a route, and for an eating-disorder concern the BEAT helpline (0808 801 0677) is the dedicated UK service.

14. The calculator model - prose into numbers #

This is the section the calculator code consumes verbatim. Every number here traces to a citation in §15.

14.1 Ride-type buckets (reference rider: 75 kg)

BucketPace rangeDefault kcal/hrDefault wattsSource
Social≤15 mph400~110 W10
Endurance15–18 mph550~155 W10
Tempo18–21 mph700~195 W10
Threshold>21 mph850~235 W10

Override rule: if the rider supplies expected average power, kcal/hr = watts × 3.6 and the bucket's kcal value is ignored. This overrides the energy estimate only - the effort-level bucket still sets the carbohydrate target (§14.2), so power does not replace it.

Bodyweight scaling for kcal (pace-based only): kcal_adjusted = kcal_default × (weightKg / 75). Skipped when watts are provided.

14.2 Carbs per hour

Ride durationSocial / EnduranceTempo / ThresholdSource
<30 min0 g0–15 g1, 2
30–75 min15 g30 g1, 2
75–120 min30 g45 g1, 2
2–3 hr60 g60 g1, 2
>3 hr60 g (single-source ok)60–90 g (mix 2:1)1, 2

Cap: 90 g/hr. The 100–120 g/hr peloton range11 is explicitly out of scope.
Floor warning: if computed < 30 g/hr on a ride >2 hr, surface an under-fuel chip.

Band edges are deliberate step changes, not smoothed. A ride that finishes near a boundary - 1 h 58 min, say - takes the value of whichever band it lands in, so the carb target can move sharply across a minute or two of duration. This is intentional: the bands mirror the way the source recommendations1, 2 are themselves stated as ranges, not a continuous curve. A rider near a boundary is best served by the conservative (higher) side - treat a near-2 hr ride as a 2–3 hr ride.

CHO is not scaled by body weight1.

14.3 Fluid per hour

fluid_ml_per_hr = 7 × weightKg × heatMultiplier
ConditionAir tempMultiplierSource
Cool<12 °C0.853, 8
Mild12–20 °C1.003
Warm20–25 °C1.253, 8
Hot>25 °C1.503, 8

Cap: 1000 ml/hr. Surfaces a chip referencing [7].

14.4 Sodium per hour

sodium_mg_per_hr = (fluid_ml_per_hr / 1000) × 600

The 600 mg/L assumed sweat sodium sits mid-range of the population9. A "salty sweater" can run past 3× this; a low sweater around a third. The calculator notes both endpoints in the disclaimer.

14.5 Pre-ride

pre_ride_CHO_g = weightKg × factor(hoursBefore)
Hours before rideFactor (g/kg)Source
3–4 hr2.54
1–2 hr1.254
<1 hr0.54

Caffeine (optional, separate panel): caffeine_mg = weightKg × 3 (lower end of [12] range). Cap 400 mg/day.

14.6 Recovery

Within the first hour after the ride:

Rehydration target: rehydration_ml = sweat_loss_L × 1375 (midpoint of 1.25–1.5×) 3.

For back-to-back-day riders, continue 1.0 g·kg⁻¹·hr⁻¹ CHO for 4 hours5. The calculator surfaces this as a note rather than a default schedule.

14.7 Cafe stop

If cafe_stop_enabled:

The 0.75 multiplier plus 10 g front-load means a cafe stop delivers roughly three-quarters of the rider's remaining on-bike intake in one block, plus a small fixed top-up, letting them eat less aggressively on the back half of the ride. Sanity-check the resulting numbers land in the §8 bands:

Remaining rideExpected band (§8)Formula example (60 g/hr)
0.5 hr30–50 g0.5 × 60 × 0.75 + 10 = 32.5 → 35 g
1.5 hr50–80 g1.5 × 60 × 0.75 + 10 = 77.5 → 80 g (top of band)
2.5 hr80–120 g2.5 × 60 × 0.75 + 10 = 122.5 → capped at 120 g

Bias toward carb-forward orders for remaining_hours > 1.5; allow fat-heavier options when ≤1 hr remains.

14.8 Guardrails

14.9 Worked examples (must match the live calculator within rounding)

Example 1 - Social 90-min. 60 kg F, 20 mi @ 14 mph (≈1 h 26 min), mild, no cafe.

Example 2 - Endurance 2 hr. 75 kg M, 32 mi @ 16 mph (2 h), mild.

Example 3 - Big day + cafe. 80 kg M, 60 mi @ 20 mph (3 h), warm, cafe at mile 35 (mile 35 → 25 mi / 1 h 15 min remaining).

Example 4 - Short tempo. 70 kg M, 25 mi @ 21 mph (~1 h 11 min), cool.

Example 5 - Hot day. 65 kg F, 40 mi @ 17 mph (~2 h 21 min), hot.

Example 6 - Silly input. 200 kg, 5 mph, 4 hr, hot.

15. Sources #

Numbers in [brackets] reference these. Evidence tier indicated where useful: T1 = peer-reviewed primary or consensus statement; T2 = practitioner-facing review; T3 = reputable summary.

  1. Jeukendrup A. (2014). A Step Towards Personalized Sports Nutrition: Carbohydrate Intake During Exercise. Sports Medicine 44(Suppl 1):S25–S33. T1. pmc.ncbi.nlm.nih.gov/articles/PMC4008807/
  2. Jeukendrup A. (2008). Carbohydrate feeding during exercise. European Journal of Sport Science 8(2):77–86. T1. onlinelibrary.wiley.com/doi/10.1080/17461390801918971
  3. Sawka MN, Burke LM, Eichner ER, Maughan RJ, Montain SJ, Stachenfeld NS. (2007). American College of Sports Medicine Position Stand: Exercise and Fluid Replacement. Medicine & Science in Sports & Exercise 39(2):377–390. T1. pubmed.ncbi.nlm.nih.gov/17277604/
  4. Burke LM, Hawley JA, Wong SHS, Jeukendrup AE. (2011). Carbohydrates for training and competition. Journal of Sports Sciences 29(Suppl 1):S17–S27. T1. tandfonline.com/doi/full/10.1080/02640414.2011.585473
  5. Kerksick CM, Arent S, Schoenfeld BJ, et al. (2017). International society of sports nutrition position stand: nutrient timing. Journal of the International Society of Sports Nutrition 14:33. T1. pmc.ncbi.nlm.nih.gov/articles/PMC5596471/
  6. Naderi A, Rothschild JA, Santos HO, et al. (2025). Nutritional Strategies to Improve Post-exercise Recovery and Subsequent Exercise Performance: A Narrative Review. Sports Medicine 55(7):1559–1577. T1. pmc.ncbi.nlm.nih.gov/articles/PMC12297025/
  7. Hew-Butler T, Rosner MH, Fowkes-Godek S, et al. (2015). Statement of the Third International Exercise-Associated Hyponatremia Consensus Development Conference, Carlsbad, California, 2015. T1. Carlsbad 2015 consensus statement (PDF)
  8. GSSI. Hydration and nutrition considerations for endurance cycling exercise in the heat. Sports Science Exchange. T2. gssiweb.org
  9. Barnes KA, Anderson ML, Stofan JR, Dalrymple KJ, Reimel AJ, Roberts TJ, Randell RK, Ungaro CT, Baker LB. (2019). Normative data for sweating rate, sweat sodium concentration, and sweat sodium loss in athletes: An update and analysis by sport. Journal of Sports Sciences 37(20):2356–2366. T1. tandfonline.com/doi/full/10.1080/02640414.2019.1633159
  10. CTS / Stages Cycling - Energy Expenditure: Calories, Kilojoules, and Power in Cycling. Practitioner summary of gross efficiency (~20–25%) and the watts × 3.6 conversion. T3. trainright.com
  11. Wilson PB. (2026). A Narrative Review of the High-Carbohydrate Fueling Revolution (≥ 100 g/h) in the Professional Peloton. Sports Medicine 56(2):295–313. T1. pmc.ncbi.nlm.nih.gov/articles/PMC12982284/
  12. Guest NS, VanDusseldorp TA, Nelson MT, et al. (2021). International society of sports nutrition position stand: caffeine and exercise performance. Journal of the International Society of Sports Nutrition 18:1. T1. pubmed.ncbi.nlm.nih.gov/33388079/
  13. Kuikman MA, Smith ES, McKay AKA, et al. (2023). Fueling the Female Athlete: Auditing Her Representation in Studies of Acute Carbohydrate Intake for Exercise. Medicine & Science in Sports & Exercise 55(3):569–580. T1. pmc.ncbi.nlm.nih.gov/articles/PMC9924969/
  14. Mountjoy M, Ackerman KE, Bailey DM, et al. (2023). 2023 IOC consensus statement on Relative Energy Deficiency in Sport (REDs). British Journal of Sports Medicine. T1. pubmed.ncbi.nlm.nih.gov/37752011/
  15. Hearris MA, Hammond KM, Fell JM, Morton JP. (2018). Regulation of Muscle Glycogen Metabolism during Exercise: Implications for Endurance Performance and Training Adaptations. Nutrients 10(3):298. T1. pmc.ncbi.nlm.nih.gov/articles/PMC5872716/
  16. Brooks GA, Mercier J. (1994). Balance of carbohydrate and lipid utilization during exercise: the "crossover" concept. Journal of Applied Physiology 76(6):2253–2261. T1. pubmed.ncbi.nlm.nih.gov/7928844/
  17. Coyle EF, Coggan AR, Hemmert MK, Ivy JL. (1986). Muscle glycogen utilization during prolonged strenuous exercise when fed carbohydrate. Journal of Applied Physiology 61(1):165–172. T1. pubmed.ncbi.nlm.nih.gov/3525502/
  18. Achten J, Jeukendrup AE. (2004). Optimizing fat oxidation through exercise and diet. Nutrition 20(7-8):716–727. T2. pubmed.ncbi.nlm.nih.gov/15212756/
  19. Aird TP, Davies RW, Carson BP. (2018). Effects of fasted vs fed-state exercise on performance and post-exercise metabolism: A systematic review and meta-analysis. Scandinavian Journal of Medicine & Science in Sports 28(5):1476–1493. T1. pubmed.ncbi.nlm.nih.gov/29315892/
  20. Aragon AA, Schoenfeld BJ, Wildman R, et al. (2017). International society of sports nutrition position stand: diets and body composition. Journal of the International Society of Sports Nutrition 14:16. T1. pubmed.ncbi.nlm.nih.gov/28630601/
  21. Thomas DT, Erdman KA, Burke LM. (2016). American College of Sports Medicine Joint Position Statement. Nutrition and Athletic Performance. Medicine & Science in Sports & Exercise 48(3):543–568. T1. pubmed.ncbi.nlm.nih.gov/26891166/
  22. Joyner MJ, Coyle EF. (2008). Endurance exercise performance: the physiology of champions. The Journal of Physiology 586(1):35–44. T1. pmc.ncbi.nlm.nih.gov/articles/PMC2375555/

16. Disclaimer #

This tool is general guidance for healthy adult cyclists. It is not medical advice and is not a substitute for advice from a registered dietitian, GP, or coach. If you have diabetes, are pregnant, have a history of disordered eating, or are training at a level beyond club riding, please ignore this tool and work with a SENr-registered sports dietitian. Numbers are reference ranges - your sweat rate, sweat sodium, gut tolerance and energy demand are personal. Start conservative, test in training, never trial new fuel on race day.