A statistical trick which reveals whether MPs are lying about expenses

Benford's law has many uses. Can it trip up MPs?

Are politicians routinely making up expenses? A simple statistical test suggests not.

Benford's law is a statistical artefact found in numerical data spanning several orders of magnitude. Ben Goldacre explains:

Imagine you have data on, say, the population of every world nation. Now, take only the "leading digit" from each number: the first number in the number, if you like. For the UK population, which was 61,838,154 in 2009, that leading digit would be "six". Andorra's was 85,168, so that's "eight". And so on.

If you take all those leading digits, from all the countries, then overall, you might naively expect to see the same number of ones, fours, nines, and so on. But in fact, for naturally occurring data, you get more ones than twos, more twos than threes, and so on, all the way down to nine. This is Benford's law: the distribution of leading digits follows a logarithmic distribution, so you get a "one" most commonly, appearing as first digit around 30% of the time, and a nine as first digit only 5% of the time.

This pattern should repeat for almost any data which matches the key condition of spanning a large range of sizes. Take the example above, world populations, which goes from 800 in the Vatican City to 1.35 billion in China. But one category of data which rarely obeys the law is that where the numbers are made-up. When people are trying to "randomly" write down numbers, they rarely do it very well, more frequently following the intuition that random data ought to have just as much chance of starting with any given digit.

The value of MP's expenses certainly spans several orders of magnitude. Excluding repaid claims, expenses in the latest tranche, released last week, span from a value of 10p (reconciliation for a travelcard between Euston and Coventry) to £9900 (for staffing costs in Woking constituency office).

So does the data follow Benford's law? It largely does:


The largest variation is a 3 percentage point difference between the expected number of leading 2s and the actual number, with most other digits being present in slightly larger quantities than expected.

Scanning through the data, it's easy to see why this is. There are a large number of claims which are made repeatedly. For instance, 18 different MPs claimed £139.26 for the same twin pack of HP toner cartridges; while nearly every claim for petrol costs came in between £10 and £19.99, boosting the 1s' count again. Conversely, there simply weren't that many must-have services which began with a 2 (although a lot of things MPs need do, apparently, cost £20 on the dot, from venue hire to cleaning bills and car parking).

None of which means there may not still be fraud in the expenses. It simply means that the actual values being claimed for have been drawn from real life. MPs are not, on the whole, making up numbers on the spot as the fill in expense forms; whether what they are claiming for ought to be paid out of the public pocket, statistics are less likely to help with.

(As an aside, it's actually surprising that the figures match Benford's law quite so well; while MP's may not be choosing the numbers they submit, the people who set the prices clearly are. That's probably the reason for the slight uptick in the 9s, for instance; a lot of things which may cost £10 instead are charged as £9.99. It seems that there are either enough counter-examples that it gets balanced out, or lots of claims for things like mileage, which have no set price)

Two data CDs, much like the ones which sparked the original expenses scandal. Photograph: Getty Images

Alex Hern is a technology reporter for the Guardian. He was formerly staff writer at the New Statesman. You should follow Alex on Twitter.

Photo: Getty
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Theresa May is paying the price for mismanaging Boris Johnson

The Foreign Secretary's bruised ego may end up destroying Theresa May. 

And to think that Theresa May scheduled her big speech for this Friday to make sure that Conservative party conference wouldn’t be dominated by the matter of Brexit. Now, thanks to Boris Johnson, it won’t just be her conference, but Labour’s, which is overshadowed by Brexit in general and Tory in-fighting in particular. (One imagines that the Labour leadership will find a way to cope somehow.)

May is paying the price for mismanaging Johnson during her period of political hegemony after she became leader. After he was betrayed by Michael Gove and lacking any particular faction in the parliamentary party, she brought him back from the brink of political death by making him Foreign Secretary, but also used her strength and his weakness to shrink his empire.

The Foreign Office had its responsibility for negotiating Brexit hived off to the newly-created Department for Exiting the European Union (Dexeu) and for navigating post-Brexit trade deals to the Department of International Trade. Johnson was given control of one of the great offices of state, but with no responsibility at all for the greatest foreign policy challenge since the Second World War.

Adding to his discomfort, the new Foreign Secretary was regularly the subject of jokes from the Prime Minister and cabinet colleagues. May likened him to a dog that had to be put down. Philip Hammond quipped about him during his joke-fuelled 2017 Budget. All of which gave Johnson’s allies the impression that Johnson-hunting was a licensed sport as far as Downing Street was concerned. He was then shut out of the election campaign and has continued to be a marginalised figure even as the disappointing election result forced May to involve the wider cabinet in policymaking.

His sense of exclusion from the discussions around May’s Florence speech only added to his sense of isolation. May forgot that if you aren’t going to kill, don’t wound: now, thanks to her lost majority, she can’t afford to put any of the Brexiteers out in the cold, and Johnson is once again where he wants to be: centre-stage. 

Stephen Bush is special correspondent at the New Statesman. His daily briefing, Morning Call, provides a quick and essential guide to domestic and global politics.