Since 6th April 2017, according to the Equality Act 2010 (Gender Pay Gap Information) Regulations, UK companies both private and public with more 250 employees have had to publish their gender pay gap information. Some 10,000 large firms based in the UK have now published their gender pay gaps, providing a rich resource for examining what this sort of data can tell us and how its visual representations might support both societal awareness and change for the better, as well as an excellent basis for a lesson or series of lessons exploring informal ideas of statistical inference.
So what do these graphs and averages actually tell us about pay equality?
![Graph showing median hourly gender pay grap at comparnies in Great Britain](data:image/png;base64,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)
This is one of my favourite graphs to consider because it raises an immediate question about the validity of the data if you make one crucial, yet simple assumption: distributions for large quantities of data tend to be smooth.
In this case, while we may be initially thankful (or saddened) that fully 8% of companies (claim to) have no gender pay gap at all, the graph casts immediate doubt on this value. The shape seems suspect. It doesn’t seem to fit. The grey bar that represents a 0% pay gap towers over the rest of the data. We could suggest reasons for this: is it an inglorious edifice built from the filings of companies who have most likely failed to report accurately – or who have perhaps invented creative methodologies that return a predefined value? Of course it’s impossible to tell. But informally inferring from this graph (by curve-smoothing by eye), perhaps only around 400-500 of more than 1000 companies reporting a 0% gap did so legitimately, assuming of course that the rest of the data is itself valid.
While the imperative to publish data on the gender pay gap is a recent phenomenon, the principle of equal pay for equal work has been enshrined in law since the Equal Pay Act 1970. If for the sake of argument we make the major (and perhaps wrong) assumption that most companies do stick to the spirit of the law, there must be something else going on to create a pay gap distribution heavily skewed in favour of male employees. One theory is that women are disproportionately over-represented in lower paid jobs, while men are more likely to make up a higher proportion of high paid jobs, and it’s easy to find an example of this in the data for individual companies.
![](data:image/png;base64,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)
In this large retail company (Company A) for example, the representation of women falls significantly by pay quartile, with a huge 35% difference in the proportion of men and women between the lowest and highest pay bands. Does this suggest a cultural problem in this company? It is possible to construct an argument that “more women enjoy the flexibility offered by low paid, part time work” or similar. It is impossible to tell from the graph above, but one possibility that might help us to dig deeper is to compare with data from a company in the same industry like Company B:
![](data:image/png;base64,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)
This company is a direct competitor of Company A, and is also large, but as you can see this time there is almost a 50:50 split between men and women at every pay quartile except at the very top. So is this good news? Our comparison seems to suggest that there is no structural reason within this industry for proportionally more women to do lower paid jobs in the bottom three pay quartiles, making the argument that Company A may do well to question their culture. But what about the top end, at boardroom level?
The data is fascinating, but is not enough on its own to explain the patterns above. Upon further investigation it turns out that Company B has recently expanded rapidly. Perhaps, if most of the roles created in this expansion have been in the lower three pay quartiles, we can make a possible conjecture as to the source of this pattern. Potentially, Company A relies on a steady pipeline of internal promotion that favours male members of staff, resulting in the decreasing representation of women at each level. Company B however may have hired large numbers of external candidates in a short space of time, using a more centrally managed process that expects gender bias to be mitigated against in line with modern employment law. There is no guarantee however that over time Company B would not begin to look like Company A, extending the boardroom level bias evident in the current data. There are of course multiple possible explanations for this data of which this is only one; a lovely question might be to consider how we might go about testing this conjecture.
Finally, a look at Company C, in the same sector:
![](data:image/png;base64,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)
This one is an instant conundrum. In a company where women are over-represented in every pay quartile there is still a significant gender pay gap. Why could this be? Fortunately, this company has published its own analysis beyond the officially reported figures and the results are illuminating:
Source: Marks and Spencer
By looking at the actual pay bands and comparing to the quartiles, this new representation of the data exposes some startling and previously hidden information. The actual number of people in the upper pay bands is tiny compared to the number in the lower pay band, which begs the question of whether it is at all appropriate to compare quartiles in this way here. While the upper quartile is 66% female, this likely covers pay bands D-H, with a significantly higher weighting of employees in band D; the next four bands show a compelling trend: more money, more males. Of the board members, 30% are female. The lower three quartiles largely cover the bottom three pay bands, where woman are more prevalent.
So what have we learnt? No single summary value or graphical representation will provide a complete picture, and the job of budding statisticians is to critically peruse multiple sources, statistics and graphs in order to create a plausible interpretation of the data available – which may be able to be tested for validity by looking at the changing picture over time. Whether the gender pay gap is generally present is not under question here; more important is the question about the data over time, and the inferred causal mechanisms that may be ticking away underneath the numbers.
How might we explore this sensitively in a maths lesson?