Ever come home from a race in a mountain town wondering why your time was so mediocre? A new analysis says it probably wasn't your fitness — and now we know roughly how much of it was the air.

Researchers Atle and Simen Guttormsen of the Norwegian University of Life Sciences mined more than 900,000 performances from NCAA indoor track meets across 382 venues over 14 years, controlling for things like track design, point in the season, and each athlete's own form. Their findings, published in the International Journal of Sports Physiology and Performance, put hard numbers on something runners have long felt intuitively.

The headline figure: for races of 3,000 metres and beyond, altitude costs you about 2.7 percent for every 1,000 metres of elevation — roughly 3,300 feet. That's a 30-second hit for a 5,000-metre runner. And it starts lower than most people think. Even Canberra, Australia's modest 1,900-foot capital, shaves about five percent off VO2 max — enough to wreck a road-race season if you don't know why.

Shorter events flip the script. Up to 400 metres, thin air actually makes athletes faster because reduced drag outweighs the oxygen deficit — sprinters and jumpers gain around half a percent at 200 metres. The crossover sits just beyond 400 metres. One quirk: in the 800, women suffer nearly twice the penalty men do (0.92 versus 0.50 percent), since they're slower — so gaining less from lower drag — and spend longer on the track.

Timing matters too. The study landed just after the NCAA voted to scrap its altitude conversion factors for track qualifying standards, arguing, in effect, that the old conversions had no solid scientific basis. The new data suggests sex-specific formulas would have been needed anyway — but with conversions gone, that debate is over for now.

The catch for anyone travelling to race or train in the mountains: altitude affects individuals very differently. Genetics, where you grew up, and where you currently live all play a role, and there's even evidence that highly trained endurance athletes suffer more than casual runners — possibly because their powerful hearts push blood through the lungs too quickly to fully load up on oxygen. Athletes born at altitude, like many South American cyclists, hold a lasting edge over sea-level natives regardless of training camps.

The practical takeaway for holidaying runners is simple. Cities nobody thinks of as 'high' — Calgary at 3,428 feet, Edmonton at 2,116 — can still slow you down measurably. If you're racing or doing a hard training block somewhere elevated on a trip, dial your expected pace back by a couple of percent per 1,000 feet rather than gutting it out, because chasing your sea-level pace early is exactly how you blow up. And if your times disappoint at modest elevation, you now have science on your side when telling people you were actually fitter than the clock suggested.