Modelling the UK population: a maths EPQ idea
A title to start from
How well do exponential and logistic models predict the UK's population?
Why it works as an EPQ
Official data are free, the models are on or near the A Level course, and comparing their predictions gives a clear judgement.
Scope and difficulty
Accessible. Accessible. One country, two or three models, a fair test on data you hold back.
The maths
Builds on these A Level topics: Exponentials and logarithms · Differentiation · Integration · Sampling and data.
You would learn:
- The logistic differential equation
- Fitting models to data
- Residuals and prediction error
One possible plan
- Download population estimates from the Office for National Statistics.
- Fit an exponential and a logistic model to the earlier years.
- Test both on the later years you held back.
- Discuss what the models leave out (migration, policy) and how far ahead they can be trusted.
Pitfalls
- Testing a model on the same data used to fit it.
- Over-reading a good fit as an explanation.
Where to start reading
- Office for National Statistics population estimates
- Search for: logistic growth model fitting
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