Tim Worstall has stopped merely criticising how the EOC calculates the part-time gender pay gap, and started denying that any gender pay gap exists whatsoever. I wish he would read the excellent ongoing series of posts on the wage gap over at Alas, a Blog by Ampersand (the comments are good too), which would show him that many of his doubts, questions, and objections are extremely familiar to feminists.
I am certainly not going to try to tackle all Worstall’s queries in one post, but I will attempt to refute his recent statistical argument for denial, which (as I understand it) runs as follows. If discrimination were disappearing, we would expect younger women to suffer less of a pay gap then older women. According to the available figures, the gender gap does not appear until after age 30. Therefore we can conclude that the ‘gender pay gap is over, solved’.
Even if it were true, there would still be the matter of society’s debt to all women over 30 who are suffering ongoing injustice. But in fact the naivety of this argument is breathtaking. Look at the pay gaps implied by the very pay figures Worstall uses in the relevant post:
Table 1: Gender gaps in median gross hourly pay for full-time work
| Age group |
Men (£) |
Women (£) |
Pay gap (%) |
Years women turned 18* |
|
* This is intended as an extremely crude proxy for workforce entry, and assumes the 50+ group ends at 60.
Source: Office of National Statistics (ONS) Annual Survey of Hours and Earnings (ASHE).
|
| 18–21 |
6.20 |
6.07 |
2.10 |
2002–2005 |
| 22–29 |
9.35 |
9.29 |
0.64 |
1994–2001 |
| 30–39 |
12.42 |
11.36 |
8.53 |
1984–1993 |
| 40–49 |
13.24 |
10.50 |
20.69 |
1974–1983 |
| 50+ |
11.43 |
9.79 |
14.35 |
1963–1973 |
Laughably, Worstall summarises this as: ‘So for those under 30 there is in fact no (noticeable) gender gap in pay, for those in their 30s there is some and for those over 40 a considerable one.’ Perhaps Worstall is now earning so much that he wouldn’t notice if the government deducted another 2% of his current income in tax this year? Not all of us can afford to be so blasé.
Have a think about these figures. If we were to trust Worstall’s assumption that current age-group pay gaps represent mainly historical discrimination, then we would have to conclude not only that the gender gap in wages in 1963–73 was only two thirds that of 1974–83 (which is just conceivably possible), but also that the gender gap tripled between 1984–93 and 1994–2001 (which seems highly implausible). And since 16 to 17 year old girls earn 104.65% of what their male peers earn, we must surely conclude that there was a radical reversal in gender discrimination in the last year alone!
Another point about Worstall’s figures is that whereas the EOC uses mean pay, Worstall uses median pay. Now there’s nothing deliberately deceptive about that. The Government’s Women and Equality Unit also uses median pay. But in this case it does compromise Worstall’s conclusions. The median is excellent at telling you about the most ‘common’ value in a set of numbers because it is less responsive to unusually high values, like so:
Table 2: Mean versus median
| Number set |
Median |
Mean |
| {1, 2, 3, 4, 5} |
3 |
3 |
| {1, 2, 3, 4, 10} |
3 |
4 |
| {5, 5, 5, 5, 5} |
5 |
5 |
| {5, 5, 5, 5, 6} |
5 |
5.2 |
As the Women and Equality Unit explain: ‘Mean figures are often not favoured because they can be affected by changes to the earnings of small numbers of very high-earners.’ But this also means that median figures for earnings are relatively blind to elite (male) privilege, to ‘glass ceiling’ effects. When you reconstruct Table 1 with mean pay, things look rather different:
Table 3: Gender gaps in mean gross hourly pay for full-time work
| Age group |
Men (£) |
Women (£) |
Pay gap (%) |
Years women turned 18 |
| 18–21 |
6.81 |
6.51 |
4.41 |
2002–2005 |
| 22–29 |
10.84 |
10.25 |
5.44 |
1994–2001 |
| 30–39 |
14.66 |
13.01 |
11.26 |
1984–1993 |
| 40–49 |
15.98 |
12.58 |
21.28 |
1974–1983 |
| 50+ |
14.43 |
11.86 |
17.81 |
1963–1973 |
Everyone’s wages are higher, but the gender pay gap is wider and the differences in the gap between age groups are less. Moreover, the implications of Worstall’s assumption about current rates of pay and historical discrimination are rather different this time because 18–21-year-olds are now doing better than 22–29-year-olds.
The better way to track historical alterations in the full-time pay gap is, of course, to compare current data with older data. When we chart such changes from 1998, when ASHE started, to 2005 (see Excel spreadsheet), we find that while the general trend for all age-groups is gradually downwards, the details of the trendlines once again vary significantly depending on whether we use median or mean figures:

Worstall’s assumption about age groups is peculiarly misguided in that feminists would expect a larger pay gap to be visible among older women since discrimination is cumulative, as Ampersand explains:
Discrimination in the workforce is usually is a matter of ‘cumulative causation.’ Among other things, this means that the effects of discrimination add up over a lifetime. So, for example, losing a single job offer or promotion usually won’t make a big difference; but dozens of such small losses over the course of women’s careers eventually add up to a big wage gap.
This is important, because it means we should expect the pay gap between men and women at the start of their careers to be small. The effects of discrimination build up gradually over time, and only becomes sizable once women have been in the job market long enough for the impacts of dozens of individual instances of discrimination to add up. So when … [researchers] look only at the pay gap among young workers, they’ve selected workers who have not yet been in the workforce long enough to have experienced the worse of the pay gap.
Worstall would probably object to this line of thinking, because he seems to believe that those who study the pay gap think the key thing is equal pay for the ‘same job’. But while women may sometimes be paid less for exactly the same job, the debate over equal pay is not, and has never been, limited to such discrimination. It has always been about the devaluation of women and their work within and without the home, about society is structured to restrict their opportunities for their free economic development. The year-on-year failure to properly compensate women for their work produces a cumulative degradation of their quality of life. This is why general figures for pay are relevant, this is why the occupational segregation of women into particular industries and part-time work generally is crucial, and this is why blaming it all on women’s ‘different choices’ is irresponsible. The fairer sex ‘make their own history, but they do not make it as they please; they do not make it under self-selected circumstances, but under circumstances existing already, given and transmitted from the past. The tradition of all dead generations weighs like an nightmare on the brains of the living.’