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Training Science

Hour Four is a Different Athlete

Your threshold was measured fresh. Races aren't. Durability is the most useful idea to come out of endurance physiology in a decade, and almost nobody trains for it on purpose.

Every number in your profile was collected by someone who felt fine. Rested legs, good sleep, coffee, a warm-up, a lab or a quiet road. That’s the right way to test, and it’s also the reason the numbers keep lying to you at the point in a race where they matter.

Nobody loses a gravel race in the first hour.

What happens to the curve

In 2018, Clark and colleagues had cyclists ride two hours of heavy-intensity work and then retested their power-duration relationship. Critical power came back roughly 10% lower. Not tired legs, not lower motivation. The boundary itself had moved down. W’, the finite work available above that boundary, started dropping even earlier, by around the 80 minute mark.

Sit with what that means. If your critical power is 300 W fresh, the version of you at hour three might be a 270 W athlete, and every plan built on the fresh number is describing somebody who left the race a while ago.

Maunder and colleagues gave the idea a name in 2021 and a definition worth quoting carefully: durability is the timing and the size of the deterioration in your physiological profile over the course of prolonged exercise. It’s a second dimension. Not how good you are, but how well the good part survives.

It’s a real separator

Van Erp, Sanders and Lamberts went through professional race files and found that the ability to hold power as accumulated work piles up tracks with success in the peloton. Not peak power. The retention.

Spragg, Leo and Swart followed with a series of studies on the same question. One useful finding from their 2024 work: what shifts your curve down isn’t simply the total kilojoules you’ve burned, it’s the intensity of the work you did to burn them. Four hours of steady endurance and four hours of surging cost you very different amounts, even at the same job number on the screen. Anyone who has done a fast group ride versus a solo long ride already knew this in their body. It’s satisfying to see it in the data.

The spread between athletes is enormous. In the pooled studies, the drop in critical power after prolonged work ranges from about 1% in some people to 31% in others. That is not a minor individual difference. That’s the difference between a rider who is still dangerous at kilometer 160 and one who has quietly become a passenger.

Some of it is just fuel

Clark’s follow-up in 2019 found that carbohydrate intake during the ride blunts the decline. Not eliminates, blunts. So a meaningful share of what people call “fading” is a fueling problem in a costume, and it’s the cheapest part of durability to fix. If you’re taking 40 grams an hour on a five hour day, you don’t have a durability problem yet, you have an empty tank.

Training it, and seeing it

The practical version isn’t complicated, it’s just unpopular. Put the quality late. A four hour ride with the intervals at hour three teaches something a four hour ride with the intervals at hour one does not. Do some long days deliberately underfueled if you know what you’re doing, and do most of them properly fueled, because the goal is to be fast at the end, not to be a martyr in the middle.

Then measure it honestly. A best five minute power means one thing off the front of a fresh ride and something very different after 2,500 kJ of work. Allure keeps the context attached to the effort, so you can see your own curve at hour one and at hour four instead of pretending they’re the same athlete.

They aren’t. The second one is the one that gets the result.

Sources

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