mscroggs.co.uk
mscroggs.co.uk

subscribe

Blog

The importance of estimation error

 2017-02-25 
Recently, I've noticed a few great examples of misleading uses of numbers in news articles.
On 15 Feb, BBC News published a breaking news article with the headline "UK unemployment falls by 7,000 to 1.6m". This fall of 7,000 sounds big; but when compared to the total of 1.6m, it is insignificant. The change could more accurately be described as a fall from 1.6m to 1.6m.
But there is a greater problem with this figure. In the original Office of National Statistics (ONS) report, the fall of 7,000 was accompanied by a 95% confidence interval of ±80,000. When calculating figures about large populations (such as unemployment levels), it is impossible to ask every person in the UK whether they are employed or not. Instead, data is gathered from a sample and this is used to estimate the total number. The 95% confidence interval gives an idea of the accuracy of this estimation: 95% of the time, the true number will lie of the confidence interval. Therefore, we can think of the 95% confidence interval as being a range in which the figure lies (although this is not true, it is a helpful way to think about it).
Compared to the size of its confidence interval (±80,000), the fall of 7,000 is almost indistinguishable from zero. This means that it cannot be said with any confidence whether the unemployment level rose or fell. This is demonstrated in the following diagram.
A fall of 7,000 ± 80,000. The orange line shows no change.
To be fair to the BBC, the headline of the article changed to "UK wage growth outpaces inflation" once the article was upgraded from breaking news to a complete article, and a mention of the lack of confidence in the change was added.
On 23 Feb, I noticed another BBC News with misleading figures: Net migration to UK falls by 49,000. This 49,000 is the difference between 322,000 (net migration for the year ending 2015) and 273,000 (net migration for the year ending 2016). However both these figures are estimates: in the original ONS report, they were placed in 95% confidence intervals of ±37,000 and ±41,000 respectively. As can be seen in the diagram below, there is a significant portion where these intervals overlap, so it cannot be said with any confidence whether or not net immigration actually fell.
Net migration in 2014-15 and 2015-16.
Perhaps the blame for this questionable figure lies with the ONS, as it appeared prominently in their report while the discussion of its accuracy was fairly well hidden. Although I can't shift all blame from the journalists: they should really be investigating the quality of these figures, however well advertised their accuracy is.
Both articles criticised here appeared on BBC News. This is not due to the BBC being especially bad with figures, but simply due to the fact that I spend more time reading news on the BBC than in other places, so noticed these figures there. I quick Google search reveals that the unemployment figure was also reported, with little to no discussion of accuracy, by The Guardian, the Financial Times, and Sky News.
                        
(Click on one of these icons to react to this blog post)

You might also enjoy...

Comments

Comments in green were written by me. Comments in blue were not written by me.
I've seen archaeologists claiming proof that event A happened before event B because the radiocarbon date of A was 50 years before B. Except the standard error on both dates was 100 years. They even showed the error bars in their own graphics, but seemed to not understand what it meant.

My favorite species of ignoring the measurement error is the metric conversion taken to way too many decimal places. The hike was 50 miles (80.467 kilometers) long.
Perry Ramsey
                 Reply
 Add a Comment 


I will only use your email address to reply to your comment (if a reply is needed).

Allowed HTML tags: <br> <a> <small> <b> <i> <s> <sup> <sub> <u> <spoiler> <ul> <ol> <li> <logo>
To prove you are not a spam bot, please type "g" then "r" then "a" then "p" then "h" in the box below (case sensitive):

Archive

Show me a random blog post
 2024 

Feb 2024

Zines, pt. 2

Jan 2024

Christmas (2023) is over
 2023 
▼ show ▼
 2022 
▼ show ▼
 2021 
▼ show ▼
 2020 
▼ show ▼
 2019 
▼ show ▼
 2018 
▼ show ▼
 2017 
▼ show ▼
 2016 
▼ show ▼
 2015 
▼ show ▼
 2014 
▼ show ▼
 2013 
▼ show ▼
 2012 
▼ show ▼

Tags

folding paper javascript probability cambridge trigonometry go chebyshev logic determinants misleading statistics binary datasaurus dozen bempp people maths sorting sobolev spaces approximation boundary element methods oeis numerical analysis weak imposition weather station logo radio 4 matrix of minors royal baby folding tube maps squares graphs graph theory arithmetic final fantasy exponential growth inline code quadrilaterals braiding countdown phd a gamut of games gerry anderson platonic solids hats pi propositional calculus electromagnetic field reuleaux polygons the aperiodical edinburgh gather town pascal's triangle news dinosaurs asteroids polynomials errors chess sound european cup live stream 24 hour maths correlation programming mathsteroids manchester signorini conditions christmas ucl light recursion realhats preconditioning hyperbolic surfaces plastic ratio pac-man guest posts game show probability pythagoras estimation triangles databet newcastle geogebra fence posts youtube manchester science festival map projections london underground speed tennis hannah fry tmip world cup reddit rugby bubble bobble captain scarlet mean chalkdust magazine turtles bodmas coins dataset london golden ratio matrix multiplication latex fractals zines curvature rhombicuboctahedron pi approximation day error bars palindromes game of life harriss spiral finite element method accuracy books wool dragon curves royal institution draughts noughts and crosses interpolation wave scattering cross stitch mathslogicbot anscombe's quartet craft advent calendar standard deviation numbers national lottery simultaneous equations matrices big internet math-off data python golden spiral convergence menace machine learning sport fonts video games crochet logs matt parker stickers data visualisation hexapawn geometry games mathsjam christmas card ternary computational complexity football crossnumber matrix of cofactors martin gardner pizza cutting talking maths in public statistics flexagons puzzles dates stirling numbers frobel gaussian elimination inverse matrices finite group runge's phenomenon raspberry pi php nine men's morris

Archive

Show me a random blog post
▼ show ▼
© Matthew Scroggs 2012–2024