Predicting race times: a maths EPQ idea
A title to start from
Can you predict a marathon time from a 5 km race? Testing a power-law formula
Why it works as an EPQ
A power law widely used by runners, tested on public race results.
Scope and difficulty
Accessible. Accessible. Public, anonymised results only.
The maths
Builds on these A Level topics: Exponentials and logarithms · Sampling and data · Hypothesis testing.
You would learn:
- Power laws
- Log–log regression
- Residual analysis
One possible plan
- Explain the formula usually credited to Peter Riegel.
- Collect public results for runners who ran several distances.
- Fit the exponent yourself on a log–log graph.
- Judge for whom the formula works.
Pitfalls
- Collecting personal data without consent.
- Ignoring survivor bias in who runs marathons.
Where to start reading
- Search for: Riegel formula race time prediction
- Search for: log-log regression power law fit
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