This paper discusses some of the difficulties encountered by secondary school pupils in working backwards from the raw data which they obtain in their science experiments to mathematical models of relations which may subsist in the data. An example from school chemistry is discussed, and an analysis is attempted of the skills required in going from experimental results to final conclusion.