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.

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PMQs review: Jeremy Corbyn bids for the NHS to rescue Labour

Ahead of tomorrow's by-elections, Corbyn damned Theresa May for putting the service in a "state of emergency".

Whenever Labour leaders are in trouble, they seek political refuge in the NHS. Jeremy Corbyn, whose party faces potential defeat in tomorrow’s Copeland and Stoke by-elections, upheld this iron law today. In the case of the former, Labour has already warned that “babies will die” as a result of the downgrading of the hospital. It is crude but it may yet prove effective (it worked for No to AV, after all).

In the chamber, Corbyn assailed May for cutting the number of hospital beds, worsening waiting times, under-funding social care and abolishing nursing bursaries. The Labour leader rose to a crescendo, damning the Prime Minister for putting the service in a “a state of emergency”. But his scattergun attack was too unfocused to much trouble May.

The Prime Minister came armed with attack lines, brandishing a quote from former health secretary Andy Burnham on cutting hospital beds and reminding Corbyn that Labour promised to spend less on the NHS at the last election (only Nixon can go to China). May was able to boast that the Tories were providing “more money” for the service (this is not, of course, the same as “enough”). Just as Corbyn echoed his predecessors, so the Prime Minister sounded like David Cameron circa 2013, declaring that she would not “take lessons” from the party that presided over the Mid-Staffs scandal and warning that Labour would “borrow and bankrupt” the economy.

It was a dubious charge from the party that has racked up ever-higher debt but a reliably potent one. Labour, however, will be satisfied that May was more comfortable debating the economy or attacking the Brown government, than she was defending the state of the NHS. In Copeland and Stoke, where Corbyn’s party has held power since 1935 and 1950, Labour must hope that the electorate are as respectful of tradition as its leader.

George Eaton is political editor of the New Statesman.