An independent statistician using data to understand our world and to predict the future
With the publication of the 2018 gender pay gap data, many people want to know if the UK has made progress on closing its gender pay gap. The short answer is there was no change in 2018 from 2017.
[Read more…] about Pay Gap Trends #1 – Did the gender pay gap close in 2018?
April 2019 is bang in the middle of gender pay gap season as everyone digests the 2018 snapshot data uploaded by over 10,500 organisations in the UK employing more than 250 employees. Due to my work on pay gaps, I am being asked a number of questions and what is gender pay gap data and how it can be interpreted. As more questions come in, I will update this post so please bookmark this for future reference and follow me on Twitter for alerts as to when this has happened.
This post is out of date. Please click here for a later version.
The government requires all organisations employing 250 or more employees to submit gender pay gap data. The latest set of submissions are supposed to be uploaded by 31st March 2019 but these figures refer to pay made in April 2018 i.e. a year ago. From the end of April 2019, organisations can submit their 2019 data and not wait for the deadline of March 2020. All data is available to the public and can be found on the government’s gender pay gap website. I have downloaded this data and created a spreadsheet tool to present the data in a more user-friendly and visual format.
[Read more…] about Pay Gap Data #2 – Where can I find gender pay gap data for 2018?
This is intended to be a briefing note for anyone interested in seeing gender pay gap data being used properly. Gender pay gap data is now part is the business and political discourse in the UK and is likely to be so for some time. If the goal of gender pay gap reporting is to remove disparities in pay between men and women, then it is essential that the public has confidence in both the quality of the data being published and the correctness of any interpretations of the results. With the first round of data reporting out of the way, it is time to learn lessons, identify improvements and see that these are implemented. Following extensive analysis of the 2017 round of results, I have identified 12 ways to improve the quality of the data being reported and make interpretations of the results more meaningful.
[Read more…] about Pay Gaps #3 – 12 ways to improve public confidence in gender pay gap data
The UK is facing the challenge of interpreting the first round of gender pay gap data. I listed some of the challenges in my article “the 7 ways to misuse gender pay gap data“ where in statement 4, I concluded a lack of understanding of the laws of chance will result in unjustified allegations of gender discrimination against some organisations. In this article, I want to demonstrate the laws of chance using nothing more than some dice and coins, a process known as simulation. My simulation model is simple enough for you to repeat by yourselves and at the end, you will have a better idea of the extent to which median gender pay gaps can vary even when organisations do not discriminate in any shape or form.
*** This article was edited on 25th January 2025 to bring it in line with my current style guide. There is no material change to the content.
[Read more…] about Pay Gap Case Study #1 – Life on Mars
The first round of gender pay gap data is now available for all organisations employing more than 250 employees. The UK now faces the challenge of interpreting this data and using it properly which will not be easy given “the 7 ways to misuse gender pay gap data” I recently wrote about. In the short term, there is an immediate need to resolve errors in the data published and I will demonstrate that potentially 10-15% of organisations have entered incorrect data into the government’s database. [Read more…] about Pay Gaps #2 – 1 in 10 organisations have published incorrect gender pay gap data. Are you one of them?
April 2018 was the deadline for submitting gender pay gap results and we now have the first detailed picture of how pay differs between men and women in the UK. A nifty government website can be used to look up pay gap details for any company employing more than 250 employees and you can also download the results for further analysis. So what will happen next? Will the data be used properly to inform debate about how men and women are paid or will it be misused for personal and political gain?
I believe this data can be of benefit to the debate around gender equality but my fear is that to begin with, it will be misused, misinterpreted and reinforce the saying “lies, damned lies and statistics”. So if you want to misuse gender pay gap data, who better to ask that a professional statistician like me who will show you how you can do this by commenting on 7 plausible statements.
[Read more…] about Pay Gaps #1 – 7 ways to misuse gender pay gap data
This post is out of date. Please click here for a later version.
The government requires all organisations employing 250 or more employees to submit gender pay gap data. The first set of submissions were completed in April 2018 but these figures refer to pay made in April 2017 i.e. a year ago. Organisations can submit their 2018 data now if they wish and not wait for the deadline of April 2019. All data is available to the public and can be found on the government’s gender pay gap website. I have downloaded this data and created a spreadsheet tool to present the data in a more user-friendly and visual format.
[Read more…] about Pay Gap Data #1 – Where can I find gender pay gap data for 2017?
