It’s very easy to think of teaching statistics in terms of the written curriculum and see it as a checklist of isolated techniques and graphs; calculate a mean, draw a pie chart, find the range and so on. But look at reports like GAISE from the US or recent curriculum developments in New Zealand and Victoria (Australia) and you will see evidence of a pattern emerging. Students aren’t studying statistics to learn about calculating standard values or drawing standard graphs, they’re doing it because understanding statistics is fundamental to understanding the world in which they live now, and the wider world in which they will soon be unceremoneously thrust once they complete their compulsory education. Stats – unbelievably – are becoming sexy.
I’m the kind of person who follows MPs and economists on Twitter and I recently came across this rather wonderful graph showing how we tax alcohol in the UK, which appeared after the recent budget.
![](data:image/png;base64,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)
Source: gov.uk(2016), Rates and allowances: Excise Duty – Alcohol Duty
It got me thinking: if we follow the mathematics curriculum as currently written in the UK, do we really prepare students to deal with information presented in this form?
There’s a lot going on in the Excise Duty graph which goes beyond simple mathematics and into a more socio-political sphere that might be fascinating for students to explore.
How does the tax differ depending on what type of alcohol is being purchased?
How does it change by quantity?
Why is it that as beer gets stronger the tax rate increases, but for wine and cider the opposite happens?
What does the shape of the line for beer even mean?
What’s a statistician’s favourite wine?*
A factsheet from the interestingly named “Institute of Alcohol Studies” (but be careful when citing them as a source, their research evidence only counts as 40% proof…) sheds some light on what is going on.
Due to a European directive, beer and spirits are taxed in proportion to their alcohol content, whereas wine and cider are taxed in proportion to the volume sold - this accounts for some of the interesting shapes in the graph.
Perhaps you could challenge your students to come up with a new way of taxing alcohol which takes into account health concerns and underage drinking? What would these graphs look like?
These are the kinds of charts and graphs – showing complex information – that people are exposed to on a regular (if not daily) basis. It is essential that statistics lessons stray beyond the narrow confines of standardised charts to allow students a rich, critical experience of data in contexts that are engaging.
*"Why does everyone keep inferring causation from correlation?"