Pace for the weather, not the watch
Heat is one of the biggest uncontrolled variables in endurance racing. Hold your cool-weather pace on a hot, humid day and you risk both a blow-up and heat illness. This estimator combines temperature and humidity into a feels-like heat index and translates it into a realistic performance adjustment.
How it works
First the tool computes the heat index using the National Weather Service Rothfusz regression, which accounts for how humidity suppresses sweat evaporation. The familiar form uses Fahrenheit internally, so Celsius inputs are converted, run through the regression, and converted back:
HI = c1 + c2·T + c3·R + c4·T·R + c5·T² + c6·R² + c7·T²·R + c8·T·R² + c9·T²·R²
where T is temperature in Fahrenheit and R is relative humidity in percent. The apparent temperature is then mapped to an estimated endurance slowdown, since studies of marathon times versus weather show performance falling progressively once apparent temperatures climb above the high teens Celsius.
Tips and notes
For example, 30°C at 70% humidity yields a heat index well above 35°C and a meaningful predicted slowdown — a clear signal to dial back goal pace. In cool, dry conditions the regression returns essentially the air temperature and little to no penalty.
Use the result to set a conservative early pace and a hydration plan. Pair it with the sweat-rate tool to size your fluid intake, and remember that acclimatized athletes will outperform this cautious estimate.