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Race Science

How Much Speed Can You Buy? We Modeled It Over Oceanside

Same engine, same effort. The right setup is worth the better part of half an hour, and almost all of it is aerodynamics.

Race Science · 5 min read
Minutes bought over the Oceanside bike Same 180-lb athlete, same ~190 W, basic vs optimized setup Aerodynamics ~24 min Fast tires ~4 min Clean drivetrain ~0.6 min Flat-equivalent model; the real rolling course trims the total. Aero = position, helmet, suit, wheels.
Same 180-lb athlete, same ~190 W, basic vs optimized setup

Take one athlete, 180 pounds, an FTP of 243 watts, riding the IRONMAN 70.3 Oceanside bike course at the same honest effort. Put them on two bikes. The first is a basic road setup: road bike, loose jersey, normal helmet, hairy legs, box-section wheels, ordinary tires, and a chain that has not been cleaned in a while. The second is fully optimized: a fitted TT bike, an aero helmet, tight kit, shaved legs, tall socks, a disc wheel, fast tires, and a clean chain. Same legs, same watts. How much time separates them?

Run it through a standard cycling power model and the gap is large: on the order of 25 to 30 minutes over the 56-mile bike leg, the basic setup rolling around 31 km/h and the optimized one near 37.5. The real Oceanside course rolls and climbs, which trims the gap somewhat, so call it the better part of 20 to 30 minutes of free speed, from the same engine, at the same effort. Nothing about the rider changed. Only the equipment did.

Now break the gap into its pieces, because this is the whole point. Of that roughly half hour, aerodynamics is about 24 minutes of it. Fast tires are worth around 4. The clean chain, the thing people obsess over, is worth about half a minute. Speed is overwhelmingly an aerodynamics story, and aerodynamics is overwhelmingly about your body, your position, your helmet, and your suit, not the exotic wheel.

This is everything the gear-truth posts have been saying, in one number. The disc wheel is real, but it is a small slice of the aero slice. The chain is real, but it is a rounding error. The shaved legs and tall socks earn their place because they are nearly free, not because they are large. The biggest, cheapest watts on that whole optimized bike are the position and the kit, the things you can buy or earn for a few hundred dollars, or for nothing, with a fit.

Two honest bounds. The exact minutes hinge on the aerodynamic assumptions; a real rider's positions set the true number, and a less aggressive TT position narrows the gap. And this is a flat-equivalent model, not a turn-by-turn simulation of the actual Oceanside elevation. The order of magnitude and the ranking, though, are solid.

So if you are deciding where your next dollar goes, the model is blunt. Spend it on a fit and a position you can actually hold, then a helmet and a suit, then tires. The disc and the spotless chain can wait. They are the last few minutes, not the first twenty.

The takeaways

  • Same athlete (180 lb, 243 W FTP), same effort over the Oceanside bike: a basic setup versus a fully optimized one differs by roughly 25 to 30 minutes in a flat-equivalent model, somewhat less on the real rolling course.
  • Almost all of it is aerodynamics: about 24 minutes. Fast tires about 4 minutes. The clean chain about half a minute.
  • Aero is mostly your position, helmet, and suit, not the disc wheel; the disc is a small slice of the aero slice.
  • Cheap, nearly-free gains (position, shaved legs, tall socks) earn their place by costing nothing, not by being large.
  • Buy speed from the top of the aero list down: a fit and a holdable position first, then helmet and suit, then tires. Disc and spotless chain last.

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