{"id":5958,"date":"2025-01-03T23:14:21","date_gmt":"2025-01-03T23:14:21","guid":{"rendered":"https:\/\/marriott-stats.com\/nigels-blog\/?p=5958"},"modified":"2025-03-24T14:21:48","modified_gmt":"2025-03-24T14:21:48","slug":"is-the-gender-pay-gap-closing-part-1","status":"publish","type":"post","link":"https:\/\/marriott-stats.com\/nigels-blog\/is-the-gender-pay-gap-closing-part-1\/","title":{"rendered":"Pay Gap Trends #8A &#8211; Is a Smaller Pay Gap Good News?"},"content":{"rendered":"<p>The gender pay gap in the UK continues to narrow in 2024.\u00a0 The good news is the pay gap is narrowing at a faster rate since 2017 when <a href=\"https:\/\/marriott-stats.com\/nigels-blog\/latest-gender-pay-gap-data\/\" target=\"_blank\" rel=\"noopener\"><strong>Gender Pay Gap Reporting<\/strong> (<strong>GPGR<\/strong>) for employers become mandatory<\/a>.\u00a0 The bad news is women are not progressing up the pay scale and are working longer hours, men today are worse off than their fathers were 20 years ago and the smaller pay gap is simply the by-product of wage compression induced by above inflation rises in the minimum wage.\u00a0 This is a sobering picture which tells me on balance, a smaller pay gap is not good news.<\/p>\n<p><span style=\"color: #993300;\"><em>This article is part A of a 2-part blog.\u00a0 Part B will be published at a later date.<\/em><\/span><\/p>\n<p><!--more--><\/p>\n<h5><span style=\"color: #0000ff;\"><strong>5 Observations I will make using 6 Charts<\/strong><\/span><\/h5>\n<p><span style=\"color: #333333;\">When I look at gross annual pay for the median man and the median woman in the UK between 1999 &amp; 2024, I observe &#8211;\u00a0<\/span><\/p>\n<ol>\n<li><span style=\"color: #0000ff;\">The gender pay gap is closing at a faster rate today than it was before 2017.<\/span><\/li>\n<li><span style=\"color: #0000ff;\">The gender paid hours gap has narrowed by at least <strong>2<\/strong> hours per week over the last 10 years with women working more hours and men working the same or fewer hours.<\/span><\/li>\n<li><span style=\"color: #0000ff;\">For the last 20 years, the median man has been paid <strong>\u00a310,000 to \u00a311,000<\/strong> more per year than the median woman and the median woman has been paid <strong>\u00a34,000 to \u00a35,000<\/strong> more per year than the annualised minimum wage.\u00a0<\/span><\/li>\n<li><span style=\"color: #0000ff;\">Between 2009 &amp; 2024, the median man&#8217;s pay increased by <strong>40%<\/strong>, the median&#8217;s woman&#8217;s pay increased by <strong>65%,<\/strong>\u00a0the annualised minimum wage increased by <strong>91% <\/strong>and\u00a0the consumer price index increased by <strong>51%<\/strong>.<\/span><\/li>\n<li><span style=\"color: #0000ff;\">When adjusted for inflation, the median man of 2024 is paid <strong>\u00a32,000<\/strong> <strong>less<\/strong> than the median man of 2004 whilst the median woman of 2024 is paid <strong>\u00a36,000<\/strong> <strong>more<\/strong> than the median woman of 2004.<\/span><\/li>\n<\/ol>\n<p>These <strong>5<\/strong> observations come from <strong>6<\/strong> charts which I present and explain in this article.<\/p>\n<p>&nbsp;<\/p>\n<h5><span style=\"color: #008000;\"><strong>Data used in my 6 Charts<\/strong><\/span><\/h5>\n<p>I am using <a href=\"https:\/\/www.ons.gov.uk\/employmentandlabourmarket\/peopleinwork\/earningsandworkinghours\/bulletins\/genderpaygapintheuk\/previousReleases\" target=\"_blank\" rel=\"noopener\">UK gender pay gap data as measured by the <strong>Office of National Statistics<\/strong><\/a> (<span style=\"color: #0000ff;\"><strong>ONS<\/strong><\/span>).\u00a0 <span style=\"color: #0000ff;\"><strong>ONS<\/strong><\/span> use their <span style=\"color: #0000ff;\"><strong>ASHE<\/strong><\/span> (<strong>Annual Survey of Hours and Earnings<\/strong>) survey to estimate pay by sex (and thus the pay gap) as of April 5th of each year.\u00a0 For more details on <span style=\"color: #0000ff;\"><strong>ASHE<\/strong><\/span> and links to the <span style=\"color: #0000ff;\"><strong>ONS <\/strong><\/span>website, please read my article &#8220;<span style=\"color: #993300;\"><em><strong><a style=\"color: #993300;\" href=\"https:\/\/marriott-stats.com\/nigels-blog\/when-will-the-gender-pay-gap-disappear\/\" target=\"_blank\" rel=\"noopener\">Are we there yet?<\/a><\/strong><\/em><\/span>&#8221;<\/p>\n<p><span style=\"color: #0000ff;\"><strong>ONS<\/strong><\/span> publish two data sets at the end of October of each year in two different places and it&#8217;s important to understand the distinction.\u00a0 Together, they allow you to calculate <strong>30<\/strong> different gender pay gap statistics for the UK as explained in my article &#8220;<strong><span style=\"color: #333300;\"><em><a style=\"color: #333300;\" href=\"https:\/\/marriott-stats.com\/nigels-blog\/when-is-equal-pay-day-in-2024\/\" target=\"_blank\" rel=\"noopener\">When is Equal Pay Day in 2024<\/a><\/em><\/span><\/strong>&#8221; &#8211;<\/p>\n<ol>\n<li><a href=\"https:\/\/www.ons.gov.uk\/employmentandlabourmarket\/peopleinwork\/earningsandworkinghours\/bulletins\/genderpaygapintheuk\/latest\" target=\"_blank\" rel=\"noopener\"><strong>Gender Pay Gap in the UK<\/strong><\/a> &#8211; this is an annual report showing pay gaps broken down by a variety of categories.\u00a0 However, <a href=\"https:\/\/www.ons.gov.uk\/redir\/eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpbmRleCI6MSwicGFnZVNpemUiOjEwLCJwYWdlIjoxLCJ1cmkiOiIvZW1wbG95bWVudGFuZGxhYm91cm1hcmtldC9wZW9wbGVpbndvcmsvZWFybmluZ3NhbmR3b3JraW5naG91cnMvZGF0YXNldHMvYW5udWFsc3VydmV5b2Zob3Vyc2FuZGVhcm5pbmdzYXNoZWdlbmRlcnBheWdhcHRhYmxlcyIsImxpc3RUeXBlIjoicmVsYXRlZGRhdGEifQ.YA4gHD6SmTvfsltmEAanj27x1RupdSvxWkJJRV1hTlo\" target=\"_blank\" rel=\"noopener\">the main data download here<\/a> only shows the pay gap, not the pay figures by sex used to calculate the pay gap.<\/li>\n<li><strong><a href=\"https:\/\/www.ons.gov.uk\/employmentandlabourmarket\/peopleinwork\/earningsandworkinghours\/datasets\/allemployeesashetable1\" target=\"_blank\" rel=\"noopener\">Pay &amp; Hours Data by Sex<\/a><\/strong> &#8211; here you can download a zipped file of spreadsheets containing the pay figures by sex used to calculate UK pay gaps.\u00a0 However, this only shows data for 2023 &amp; 2024.\u00a0 To get time series data going back to 1997 in some cases, you will need to <a href=\"https:\/\/www.ons.gov.uk\/employmentandlabourmarket\/peopleinwork\/earningsandworkinghours\/datasets\/ashe1997to2015selectedestimates\" target=\"_blank\" rel=\"noopener\">download this file as well<\/a>.<\/li>\n<\/ol>\n<p>I will be using <span style=\"color: #008000;\"><span style=\"color: #000000;\"><strong>Median Gross Annual Pay for All Employees<\/strong><\/span><span style=\"color: #333333;\"> throughout this article<\/span>.\u00a0 <\/span>I now take the view pay gap discussions should begin with total annual pay since it encompasses all the differences between men and women such as pay rates, hours worked, permanent or temporary, etc.\u00a0 That does not make the other <strong>29<\/strong> statistics worthless, they still have their place depending on where pay gap discussions lead you to.<\/p>\n<p>&nbsp;<\/p>\n<h5><span style=\"color: #008000;\"><strong>The Gender Pay Gap 1999-2024 &#8211; Median Gross Annual Pay<\/strong><\/span><\/h5>\n<p>For every <strong>\u00a31<\/strong> paid per year to the median man in 2024, the median woman was paid <strong>71.7p<\/strong>.\u00a0 When <span style=\"color: #0000ff;\"><strong>ONS<\/strong><\/span> began publishing gender pay gaps in 1999, the median woman was being paid <strong>54.8p<\/strong> and by 2017, when mandatory employer <strong>GPGR<\/strong> began, the median woman was paid <strong>63.3p<\/strong>.\u00a0 On average, for every <strong>\u00a31<\/strong> paid per year to the median man, the median&#8217;s woman&#8217;s pay increased by <strong>0.5p<\/strong> per year before 2017 and by <strong>1.2p<\/strong> per year since 2017.<\/p>\n<p>On the surface, the rate at which the median gross annual pay gap is closing has accelerated.\u00a0 Correlation is of course not causation but it is reasonable to hypothesise mandatory employer <strong>GPGR<\/strong> has contributed to this.\u00a0 Before we can test this hypothesis, we need to be confident the observed acceleration is not the result of chance.<img loading=\"lazy\" decoding=\"async\" class=\" wp-image-5967 alignright\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-1-Gross-Annual-Pay-Gap.png\" alt=\"\" width=\"438\" height=\"390\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-1-Gross-Annual-Pay-Gap.png 992w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-1-Gross-Annual-Pay-Gap-300x267.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-1-Gross-Annual-Pay-Gap-768x684.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-1-Gross-Annual-Pay-Gap-393x350.png 393w\" sizes=\"auto, (max-width: 438px) 100vw, 438px\" \/><\/p>\n<p>There are many ways of checking this and <strong>Chart 1<\/strong> here shows one such method.\u00a0 If I fit a straight line through the data for 1999 to 2017, I can extrapolate it into the years after 2017 as shown by the dashed brown line.\u00a0 This provides a reference point for what would be expected if the trend since 2017 was the same as the trend before 2017.\u00a0 For 2024, the reference point suggested by the dashed line for median woman&#8217;s pay is <strong>68.1p<\/strong>.\u00a0 If I now allow for the typical year on year changes in median&#8217;s woman&#8217;s pay which could be expected by chance, I end up with the two solid curved brown lines either side of the dashed brown line in <strong>Chart 1<\/strong>.<\/p>\n<p>If the actual median woman&#8217;s pay (brown circles in <strong>Chart 1<\/strong>) remain within the solid curved brown lines, then there is a lack of evidence to say the trend is changing.\u00a0 However, in 2023 and 2024, the median women&#8217;s pay rose above the upper brown line.\u00a0 I conclude the trend in median&#8217;s woman&#8217;s pay has changed since 2017 and in this instance the change in trend is an acceleration.\u00a0 This is the basis for my first observation of the five I will be making.<\/p>\n<p><span style=\"color: #0000ff;\"><strong>OBSERVATION 1 &#8211; The UK gender pay gap for median gross annual pay is narrowing at a faster rate today than it was before 2017.<\/strong><\/span><\/p>\n<p>&nbsp;<\/p>\n<h5><span style=\"color: #008000;\"><strong>Median Gross Annual Pay by Sex &#8211; 1999 to 2024<\/strong><\/span><\/h5>\n<p>In 2024, <span style=\"color: #0000ff;\"><strong>ONS<\/strong><\/span> estimate the median man was paid <span style=\"color: #99cc00;\"><strong>\u00a337,143<\/strong><\/span> per year gross before tax compared to <strong><span style=\"color: #800080;\">\u00a326,628<\/span><\/strong> per year paid to the median woman.\u00a0 <strong>Chart 2<\/strong> plots these estimates for every year since 1999 and from this data, I can calculate two statistics relevant to discussions about gender pay gaps &#8211;<\/p>\n<ol>\n<li>The <span style=\"color: #ff0000;\"><strong>Gender Pay Differential<\/strong><\/span> is the difference between the <span style=\"color: #99cc00;\"><strong>median man&#8217;s pay<\/strong><\/span> and the <span style=\"color: #800080;\"><strong>median woman&#8217;s pay<\/strong><\/span>.\u00a0 In 2024, this was <strong><span style=\"color: #99cc00;\">\u00a337,143<\/span><\/strong> &#8211; <span style=\"color: #800080;\"><strong>\u00a326,628<\/strong><\/span> = <strong><span style=\"color: #ff0000;\">+\u00a310,515<\/span><\/strong>.\u00a0 I will plot the gender pay differential later on in <strong>Chart 5<\/strong> but you should be able to anticipate what it will show from <strong>Chart 2<\/strong>.<\/li>\n<li>The <span style=\"color: #0000ff;\"><strong>Gender Pay Ratio<\/strong> <\/span>is the ratio of the <span style=\"color: #800080;\"><strong>median woman&#8217;s pay<\/strong><\/span> to the <span style=\"color: #99cc00;\"><strong>median man&#8217;s pay<\/strong><\/span>.\u00a0 This is what I plotted in <strong>Chart 1<\/strong> and is repeated in <strong>Chart 2<\/strong> in the purple labels.\u00a0 In 2024, this was <strong><span style=\"color: #800080;\">\u00a326,628<\/span> <\/strong>\/ <span style=\"color: #99cc00;\"><strong>\u00a337,143<\/strong><\/span> = <span style=\"color: #0000ff;\"><strong>0.717<\/strong><\/span> or as I expressed it in the previous section, for every <span style=\"color: #0000ff;\"><strong>\u00a31<\/strong><\/span> paid per year to the median man, the median woman was paid <strong><span style=\"color: #0000ff;\">71.7p<\/span><\/strong>.<\/li>\n<\/ol>\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-5985 aligncenter\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-2-Gross-Annual-Pay-by-Sex-Nominal-B.png\" alt=\"\" width=\"612\" height=\"400\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-2-Gross-Annual-Pay-by-Sex-Nominal-B.png 3358w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-2-Gross-Annual-Pay-by-Sex-Nominal-B-300x196.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-2-Gross-Annual-Pay-by-Sex-Nominal-B-1024x669.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-2-Gross-Annual-Pay-by-Sex-Nominal-B-768x502.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-2-Gross-Annual-Pay-by-Sex-Nominal-B-1536x1004.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-2-Gross-Annual-Pay-by-Sex-Nominal-B-2048x1338.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-2-Gross-Annual-Pay-by-Sex-Nominal-B-450x294.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-2-Gross-Annual-Pay-by-Sex-Nominal-B-1320x862.png 1320w\" sizes=\"auto, (max-width: 612px) 100vw, 612px\" \/><\/p>\n<p>For context, I also plot in <strong>Chart 2<\/strong> the annualised <strong><a href=\"https:\/\/www.gov.uk\/national-minimum-wage-rates\" target=\"_blank\" rel=\"noopener\">National Minimum Wage<\/a><\/strong>.\u00a0 The minimum wage is set by the government for hourly pay only and not for annual pay so how did I arrive at the <strong>Annualised Minimum Wage<\/strong> shown by the black line in <strong>Chart 2<\/strong>?\u00a0 I ended up using a simple calculation whereby I multiply the hourly minimum wage by <strong>1924<\/strong> which is equal to <strong>37<\/strong> hours per week multiplied by <strong>52<\/strong> weeks in a year.<\/p>\n<p>The official minimum wage per hour for adults aged 21 or older is plotted in <strong>Chart 3<\/strong><span style=\"color: #333333;\"> for every year since its introduction in 1999.\u00a0 The labels show the hourly rate along with the year on year percentage change<\/span>.\u00a0 In 2024, the minimum wage was <strong>\u00a311.44<\/strong> per hour (<strong>up 9.8%<\/strong> on 2023) so when I multiply this by <strong>1924<\/strong>, I end up with the annualised minimum wage of <strong>\u00a322,011<\/strong> shown in <strong>Chart 2<\/strong>.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-5969 aligncenter\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-3-National-Minimum-Wage.png\" alt=\"\" width=\"600\" height=\"392\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-3-National-Minimum-Wage.png 3358w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-3-National-Minimum-Wage-300x196.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-3-National-Minimum-Wage-1024x669.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-3-National-Minimum-Wage-768x502.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-3-National-Minimum-Wage-1536x1004.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-3-National-Minimum-Wage-2048x1338.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-3-National-Minimum-Wage-450x294.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-3-National-Minimum-Wage-1320x862.png 1320w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h5><strong><span style=\"color: #008000;\">Why did I use 37 hours per week?<\/span><\/strong><\/h5>\n<p><strong>Chart 4<\/strong> shows both median and average weekly paid hours for all employees and separately for men and women.\u00a0 The median weekly paid hours for all employees has been <strong>37<\/strong> hours per week for every year between 1999 and 2024 which is why I used <strong>37<\/strong> hours for my annualised minimum wage calculation in the previous section.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-5971 aligncenter\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-4-Weekly-Hours-by-Sex-B.png\" alt=\"\" width=\"596\" height=\"390\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-4-Weekly-Hours-by-Sex-B.png 3358w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-4-Weekly-Hours-by-Sex-B-300x196.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-4-Weekly-Hours-by-Sex-B-1024x669.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-4-Weekly-Hours-by-Sex-B-768x502.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-4-Weekly-Hours-by-Sex-B-1536x1004.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-4-Weekly-Hours-by-Sex-B-2048x1338.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-4-Weekly-Hours-by-Sex-B-450x294.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-4-Weekly-Hours-by-Sex-B-1320x862.png 1320w\" sizes=\"auto, (max-width: 596px) 100vw, 596px\" \/><\/p>\n<p>What I find more interesting are the differing trends for men and women.\u00a0 For both, weekly paid hours fell between 1999 and 2012 for both the medians and averages.\u00a0 Around 2014, the trends for men and women start to diverge.\u00a0 For men, average weekly paid hours continued to fall, going from around <strong>37.5<\/strong> hours to just above <strong>36<\/strong> hours, whilst the median weekly paid hours remained steady at <strong>37.5<\/strong> hours.\u00a0 For women, average weekly paid hours rose from <strong>29<\/strong> hours to <strong>30<\/strong> hours (same as 1999) and median weekly paid hours rose from just under <strong>33<\/strong> hours to <strong>35<\/strong> hours, again returning to where women were in 1999.<\/p>\n<p>I use the term <strong>Gender Paid Hours Gap<\/strong> to describe the difference in median weekly paid hours between men and women.\u00a0 This is the basis for my second observation of five.<\/p>\n<p><span style=\"color: #0000ff;\"><strong>OBSERVATION 2<\/strong> &#8211; The gender paid hours gap has narrowed by <strong>2<\/strong> hours per week over the last 10 years from <strong>4.5<\/strong> hours to <strong>2.5<\/strong> hours with women working more hours and men working the same or fewer hours.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h5><span style=\"color: #008000;\"><strong>How has the pay gap narrowed &#8211; Median Gross Annual Pay<\/strong><\/span><\/h5>\n<p>When I talk about the gender pay gap, I have not been using the formal definition of a pay gap as used by <span style=\"color: #0000ff;\"><strong>ONS<\/strong><\/span>.\u00a0 Their formulation can be expressed in two different ways as shown below but in this section I will focus on the first formulation &#8211;<\/p>\n<ol>\n<li><strong>Gender Pay Gap = <span style=\"color: #ff0000;\">Gender Pay Differential<\/span>\u00a0\/ <span style=\"color: #99cc00;\">Median Man&#8217;s Pay<\/span><\/strong><\/li>\n<li><strong>Gender Pay Gap = 1 &#8211; <span style=\"color: #0000ff;\">Gender Pay Ratio.\u00a0 <\/span><\/strong><span style=\"color: #000000;\">This formulation shows the pay gap and pay ratio are measuring the same thing but I have always preferred the pay ratio formulation <a href=\"https:\/\/www.gov.uk\/government\/publications\/presenting-gender-pay-gap-figures-to-the-public-an-online-trial\" target=\"_blank\" rel=\"noopener\">because experiments show the public understands this better.<\/a><\/span><\/li>\n<\/ol>\n<p>In 2024, the gender pay differential for median gross annual pay was <span style=\"color: #ff0000;\"><strong>+\u00a310,515<\/strong><\/span> so when divided by the median man&#8217;s pay of <strong><span style=\"color: #99cc00;\">\u00a337,143<\/span><\/strong>, I end up with <strong>+0.283<\/strong> or <strong>+28.3%<\/strong> i.e. the median woman is paid <strong>28.3%<\/strong> less than the median man when comparing their gross annual pay.<\/p>\n<p>I have already plotted the gender pay ratio in <strong>Chart 1<\/strong> and the median man&#8217;s pay in <strong>Chart 2<\/strong> so let&#8217;s now look at the gender pay differential in <strong>Chart 5<\/strong>.\u00a0 It appears this has been essentially stable for the last <strong>20<\/strong> years, fluctuating between <span style=\"color: #ff0000;\"><strong>\u00a310,000<\/strong><\/span> and <span style=\"color: #ff0000;\"><strong>\u00a311,000<\/strong><\/span>.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-5972 aligncenter\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-5-Gender-Pay-Differential.png\" alt=\"\" width=\"547\" height=\"358\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-5-Gender-Pay-Differential.png 3358w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-5-Gender-Pay-Differential-300x196.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-5-Gender-Pay-Differential-1024x669.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-5-Gender-Pay-Differential-768x502.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-5-Gender-Pay-Differential-1536x1004.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-5-Gender-Pay-Differential-2048x1338.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-5-Gender-Pay-Differential-450x294.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-5-Gender-Pay-Differential-1320x862.png 1320w\" sizes=\"auto, (max-width: 547px) 100vw, 547px\" \/><\/p>\n<p>The second differential shown in the chart is the difference between the median woman&#8217;s gross annual pay and the annualised minimum wage.\u00a0 In 2024, the median woman was paid <strong>\u00a34,617<\/strong> more than the annualised minimum wage and this differential has also been essentially stable, fluctuating between <strong>\u00a34,000<\/strong> and <strong>\u00a35,000<\/strong> over the last 20 years.<\/p>\n<p>Taken together, I arrive at my third <span style=\"color: #333333;\">observation of five<\/span>.<\/p>\n<p><span style=\"color: #0000ff;\"><strong>OBSERVATION 3<\/strong> &#8211; For the last 20 years, the median man has been paid <strong>\u00a310,000 to \u00a311,000<\/strong> more per year than the median woman and the median woman has been paid <strong>\u00a34,000 to \u00a35,000<\/strong> more per year than the annualised minimum wage.\u00a0<\/span><\/p>\n<p>Why is this observation important?\u00a0\u00a0Over the last <strong>15<\/strong> years, the gross annual gender pay gap has narrowed from <strong>39%<\/strong> to <strong>28%<\/strong>.\u00a0 How could this happen if the gender pay differential is essentially unchanged over this timeframe?\u00a0 The answer is the denominator of the gender pay gap formula has increased over time which is what brings the pay gap closer to <strong>0<\/strong><span style=\"color: #333333;\">.\u00a0 For example, &#8211;<\/span><\/p>\n<ul>\n<li>In <strong>2009<\/strong>, the gender pay differential was <span style=\"color: #ff0000;\"><strong>+\u00a310,488<\/strong><\/span> and the median man was paid <span style=\"color: #99cc00;\"><strong>\u00a326,594<\/strong><\/span> (what the median woman is paid in 2024!).\u00a0 The gender pay gap is then <strong>10488\/26594<\/strong> = <strong>0.393<\/strong> or <strong>39.3%<\/strong><\/li>\n<li>In <strong>2017<\/strong>, the gender pay differential was <span style=\"color: #ff0000;\"><strong>+\u00a310,594<\/strong><\/span> and the median man was paid <span style=\"color: #99cc00;\"><strong>\u00a328,832<\/strong><\/span>.\u00a0 The gender pay is then <strong>10594\/28832<\/strong> = <strong>0.367<\/strong> or <strong>36.7%<\/strong>.<\/li>\n<li>In <strong>2024<\/strong>, the gender pay differential was <span style=\"color: #ff0000;\"><strong>+\u00a310,515<\/strong><\/span>\u00a0and the median man was paid <span style=\"color: #99cc00;\"><strong>\u00a337,643<\/strong><\/span>.\u00a0 The gender pay is then <strong>10515\/37143<\/strong> = <strong>0.283<\/strong> or <strong>28.3%<\/strong>.<\/li>\n<\/ul>\n<p>In all three years shown, the gender pay differential is more or less identical at <span style=\"color: #ff0000;\"><strong>~\u00a310,500<\/strong><\/span>.\u00a0 The only reason the gender pay gap has got smaller is because the median man&#8217;s pay has got larger.\u00a0 Notice also, between 2009 &amp; 2017, the median man&#8217;s pay went up by <strong>\u00a32,238<\/strong> and the pay gap narrowed by <strong>2.6%<\/strong> whereas between 2017 &amp; 2024, the median man&#8217;s pay went up four times as much by <strong>\u00a38,815<\/strong> and the gender pay gap narrowed four times as much by <strong>8.4%<\/strong>.\u00a0 This is a stark demonstration of the denominator effect on the national gender pay gap.<\/p>\n<p>&nbsp;<\/p>\n<h5><span style=\"color: #008000;\"><strong>Nominal Changes in Gross Annual Pay by Sex<\/strong><\/span><\/h5>\n<p>The denominator of the pay gap and pay ratio formulas is of course the median gross annual pay for men.\u00a0 By how much has this increased over the last <strong>15<\/strong> years since the financial crash?\u00a0 The answers are &#8211;<\/p>\n<ul>\n<li><span style=\"color: #99cc00;\"><strong>Median Man&#8217;s pay<\/strong><\/span> has increased by <span style=\"color: #99cc00;\"><strong>40%<\/strong><\/span><\/li>\n<li><span style=\"color: #800080;\"><strong>Median Woman&#8217;s pay<\/strong><\/span> has increased by <span style=\"color: #800080;\"><strong>65%<\/strong><\/span><\/li>\n<li><strong>Annualised Minimum Wage<\/strong> has increased by <strong>97%<\/strong><\/li>\n<\/ul>\n<p>These are the nominal pay growth figures which ignore inflation.\u00a0 <span style=\"color: #0000ff;\"><strong>ONS<\/strong><\/span> used the <a href=\"https:\/\/www.ons.gov.uk\/economy\/inflationandpriceindices\/timeseries\/l55o\/mm23\" target=\"_blank\" rel=\"noopener\">consumer price index <strong>CPIH<\/strong><\/a> to adjust pay for inflation.\u00a0 <strong>CPIH<\/strong> was <strong>87.5<\/strong> in 2009 and <strong>132.9<\/strong> in 2024 which means the index has grown by <strong>51%<\/strong> over the last <strong>15<\/strong> years.\u00a0 Thus I arrive at my fourth observation of five.<\/p>\n<p><span style=\"color: #0000ff;\"><strong>OBSERVATION 4<\/strong> &#8211; Nominal growth in gross annual pay between 2009 and 2024 was <strong>+40%<\/strong> for men&#8217;s pay, <strong>+65%<\/strong> for women&#8217;s pay, <strong>+97%<\/strong> for minimum wage roles and <strong>+51%<\/strong> for the consumer price index <strong>CPIH<\/strong>.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h5><span style=\"color: #008000;\"><strong>Real Changes in Gross Annual Pay by Sex<\/strong><\/span><\/h5>\n<p>When I deflate median gross annual pay for men and women using <strong>CPIH<\/strong>, I arrive at <strong>Chart 6<\/strong>.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-5973 aligncenter\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-6-Gross-Annual-Pay-by-Sex-Real.png\" alt=\"\" width=\"682\" height=\"446\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-6-Gross-Annual-Pay-by-Sex-Real.png 3358w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-6-Gross-Annual-Pay-by-Sex-Real-300x196.png 300w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-6-Gross-Annual-Pay-by-Sex-Real-1024x669.png 1024w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-6-Gross-Annual-Pay-by-Sex-Real-768x502.png 768w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-6-Gross-Annual-Pay-by-Sex-Real-1536x1004.png 1536w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-6-Gross-Annual-Pay-by-Sex-Real-2048x1338.png 2048w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-6-Gross-Annual-Pay-by-Sex-Real-450x294.png 450w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-6-Gross-Annual-Pay-by-Sex-Real-1320x862.png 1320w\" sizes=\"auto, (max-width: 682px) 100vw, 682px\" \/><\/p>\n<p>Real pay growth peaked for both men and women and minimum wage roles in 2009 following the financial crash and proceeded to fall until 2014.\u00a0 It then resumed growing for women and overtook their 2009 peak in 2020.\u00a0 For men, real annual pay has remained at 2014 levels.\u00a0 In fact, when I look at men&#8217;s pay in <strong>Chart 6<\/strong>, it actually stalled in 2005 (the year EU free movement was opened up to East Europeans in the UK).\u00a0 This is why I&#8217;ve chosen to based my fifth observation of five on a comparison of 2024 with 2004.<\/p>\n<p><span style=\"color: #0000ff;\"><strong>Observation 5<\/strong> &#8211; When adjusted for inflation, the median man of 2024 is paid <strong>\u00a32,000<\/strong> <strong>less<\/strong> than the median man of 2004 whilst the median woman of 2024 is paid <strong>\u00a36,000<\/strong> <strong>more<\/strong> than the median woman of 2004.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h5><span style=\"color: #0000ff;\"><strong>5 Observations I&#8217;ve made using 6 Charts<\/strong><\/span><\/h5>\n<p><span style=\"color: #333333;\">After plotting <span style=\"color: #0000ff;\"><strong>6 Charts<\/strong><\/span> based on gross annual pay for the median man and the median woman in the UK between 1999 &amp; 2024, I observe &#8211;\u00a0<\/span><\/p>\n<ol>\n<li><span style=\"color: #0000ff;\">The gender pay gap is closing at a faster rate today than it was before 2017.<\/span><\/li>\n<li><span style=\"color: #0000ff;\">The gender paid hours gap has narrowed by at least <strong>2<\/strong> hours per week over the last 10 years with women working more hours and men working the same or fewer hours.<\/span><\/li>\n<li><span style=\"color: #0000ff;\">For the last 20 years, the median man has been paid <strong>\u00a310,000 to \u00a311,000<\/strong> more per year than the median woman and the median woman has been paid <strong>\u00a34,000 to \u00a35,000<\/strong> more per year than the annualised minimum wage.\u00a0<\/span><\/li>\n<li><span style=\"color: #0000ff;\">Between 2009 &amp; 2024, the median man&#8217;s pay increased by <strong>40%<\/strong>, the median&#8217;s woman&#8217;s pay increased by <strong>65%, <\/strong>the annualised minimum wage increased by <strong>91%<\/strong>\u00a0and the consumer price index increased by <strong>51%<\/strong>.<\/span><\/li>\n<li><span style=\"color: #0000ff;\">When adjusted for inflation, the median man of 2024 is paid <strong>\u00a32,000<\/strong> <strong>less<\/strong> than the median man of 2004 whilst the median woman of 2024 is paid <strong>\u00a36,000<\/strong> <strong>more<\/strong> than the median woman of 2004.<\/span><\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h5><span style=\"color: #008000;\"><strong>What do my 5 Observations from 6 Charts tell me?<\/strong><\/span><\/h5>\n<p>Let&#8217;s start with how the gender pay gap is closing over time.\u00a0 Recall <span style=\"color: #0000ff;\"><strong>ONS<\/strong><\/span> calculate the gender pay gap as the gender pay differential divided by the median man&#8217;s pay.\u00a0 <strong><span style=\"color: #0000ff;\">Observation 3<\/span><\/strong> states the gender pay differential has been stable so the narrowing pay gap is a result of a larger denominator i.e. the rise in median man&#8217;s pay.\u00a0 But the rise in median&#8217;s man&#8217;s pay is actually the result of increases in the minimum wage as is apparent from the formula below &#8211;<\/p>\n<p><strong><span style=\"color: #99cc00;\">Median Man&#8217;s Pay <span style=\"color: #333333;\">=<\/span> <\/span>Minimum Wage<\/strong> + <span style=\"color: #993300;\"><strong>Differential between Median Woman&#8217;s Pay &amp; Minimum Wage<\/strong><\/span> + <strong><span style=\"color: #ff0000;\">Gender Pay Differential<\/span><\/strong><\/p>\n<p><span style=\"color: #0000ff;\"><strong>Observation 3<\/strong><\/span> states both differentials in this formula have been essentially stable over the last <strong>20<\/strong> years so without the rises in the minimum wage, the median man&#8217;s pay would also have been stable.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-5976 alignright\" src=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-7-Why-the-pay-gap-has-narrowed.png\" alt=\"\" width=\"256\" height=\"282\" srcset=\"https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-7-Why-the-pay-gap-has-narrowed.png 342w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-7-Why-the-pay-gap-has-narrowed-273x300.png 273w, https:\/\/marriott-stats.com\/nigels-blog\/wp-content\/uploads\/2024\/12\/ONS-GPG-Long-Term-Trends-2024-7-Why-the-pay-gap-has-narrowed-318x350.png 318w\" sizes=\"auto, (max-width: 256px) 100vw, 256px\" \/>What explains <span style=\"color: #0000ff;\"><strong>Observation 1<\/strong> <\/span>then which noted the acceleration in the narrowing of the pay gap since 2017 if the pay gap is only closing due to increases in the minimum wage?\u00a0 The answer is because the government has increased the minimum wage since 2017 at a faster rate (<strong>6%<\/strong> per year on average) than before 2017 (<strong>3.2%<\/strong> per year on average).<\/p>\n<p>Will the gender pay gap continue to close at this accelerated rate?\u00a0 My opinion is the accelerated rate will not be sustained for two reasons &#8211;<\/p>\n<ol>\n<li>Unless the gender pay differential (<span style=\"color: #ff0000;\"><strong>+\u00a310,515<\/strong><\/span> in 2024) starts to get smaller, the pay gap will never reach zero since the numerator of the ONS gender pay gap formula will always be greater than zero.\u00a0 Current trends in the gender pay differential shown in chart 5 show no signs of a downward trend.<\/li>\n<li>The large recent rises in the minimum wage were mainly driven by the high inflation which followed the COVID19 pandemic. If the current lower rate of inflation persists, then it is likely future rises in the minimum wage will be smaller.\u00a0 That means the denominator of the gender pay gap (&amp; pay ratio) formulas will not grow by as much as it has been in recent years.<\/li>\n<\/ol>\n<p>Why have the two pay differentials noted in <span style=\"color: #0000ff;\"><strong>Observation 3<\/strong><\/span> remained stable over last <strong>20<\/strong> years?\u00a0 This is the biggest surprise for me from my research for this article.\u00a0 On the surface, it tells me national pay scales have been compressed over the last two decades.\u00a0 It also tells me the median woman has not progressed up the pay scale set by the annualised minimum wage at the bottom and the median man&#8217;s pay at the top.<\/p>\n<p>The outcome of the wage compression as measured by the stable pay differentials is that percentage growth in median man&#8217;s pay has lagged behind the percentage growth in median woman&#8217;s pay as noted in <span style=\"color: #0000ff;\"><strong>Observation 4<\/strong><\/span>. For the gender pay gap to close, the growth in men&#8217;s pay will have to lag that of women.\u00a0 However, provided men still feel like they are better off, I doubt there would be a backlash against drives for gender equality.\u00a0 Unfortunately <span style=\"color: #0000ff;\"><strong>Observation 5<\/strong><\/span> states that the median man is worse off in real terms than the median man was 20 years.<\/p>\n<p>Before I continue, let&#8217;s be clear on what <span style=\"color: #0000ff;\"><strong>Observation 5<\/strong><\/span> is not saying.\u00a0 It is not saying all men are worse off than they were <strong>20<\/strong> years ago.\u00a0 By definition, the median man is the man in the middle of a line when men stand in order of a quantity like pay.\u00a0 All <span style=\"color: #0000ff;\"><strong>Observation 5<\/strong><\/span> is saying is the man in the middle of the line <strong>20<\/strong> years ago is better off in real terms than the man in the middle of the line today.\u00a0 However, the median is generally accepted as a reasonable measure of a &#8220;typical man&#8221; so another way of expressing <strong>Observation 5<\/strong> is that the typical man today is worse off in real terms than the typical man <strong>20<\/strong> years who could be his father.<\/p>\n<p>If closing the gender pay gap is your definition of gender equality, then one of the best ways to undermine this goal is for it to become a zero sum game.\u00a0 In other words, the gains women make come at the expense of men.\u00a0 In my opinion, such a state of affairs will only encourage a backlash and <span style=\"color: #0000ff;\"><strong>Observation 5<\/strong><\/span> suggests this has been the reality.\u00a0 As I&#8217;ve explained above, the true picture is one of overall wage compression and unfortunately wage compression in the inflation environment of that time has left the median man worse off and the median woman better off even though the gender pay differential is stable.<\/p>\n<p>This is why I said at the beginning the picture behind the accelerated narrowing of the gender pay gap is a sobering one.\u00a0 One could almost say it is the worse possible picture.\u00a0 In short, women are not progressing up the pay scale and are working longer hours, men today are worse off than their fathers were 20 years ago and the smaller pay gap is solely the result of wage compression driven by above inflation increases in the minimum wage.\u00a0 I see no signs this state of affairs will change quickly.<\/p>\n<p>&nbsp;<\/p>\n<h5><strong><span style=\"color: #993300;\">&#8212; Would you like to comment on this article? &#8212;-<\/span><\/strong><\/h5>\n<p>Please do leave your comments on either of these <a href=\"https:\/\/www.linkedin.com\/posts\/nigelmarriottcstat_why-i-now-say-the-median-gender-pay-gap-statistic-activity-7309941643778953218-9-A0?utm_source=share&amp;utm_medium=member_desktop&amp;rcm=ACoAAABF17kB5R12gNTTM_WC0_LZp6gB1EmSE7o\"><span style=\"color: #008000;\"><strong>LinkedIn<\/strong><\/span><\/a> \u00a0or <span style=\"color: #008000;\"><strong>X\/Twitter<\/strong><\/span> threads.<\/p>\n<h5><strong><span style=\"color: #993300;\">&#8212; Subscribe to my newsletter to receive more articles like this one! &#8212;-<\/span><\/strong><\/h5>\n<p>If you would like to receive notifications from me of news, articles and offers relating to diversity &amp; pay gaps, please <span style=\"color: #008000;\"><strong><a style=\"color: #008000;\" href=\"https:\/\/marriott-stats.com\/nigels-blog\/subscribe-to-our-newsletter\/\" target=\"_blank\" rel=\"noopener\">click here to go to my Newsletter Subscription page<\/a><\/strong><\/span> and tick the Diversity category and other categories that may be of interest to you.\u00a0 You will be able to unsubscribe at anytime.<\/p>\n<h5><span style=\"color: #993300;\"><strong>&#8212; Want to know more about pay gaps?\u00a0 &#8212;<\/strong><\/span><\/h5>\n<p>You will find a full list of my pay gap &amp; diversity related articles <span style=\"color: #008000;\"><strong><a style=\"color: #008000;\" href=\"https:\/\/marriott-stats.com\/nigels-blog\/stats-training-materials-pay-gap-analytics\/\" target=\"_blank\" rel=\"noopener noreferrer\">here which are grouped by theme<\/a><\/strong><\/span>.<\/p>\n<h5><span style=\"color: #993300;\"><strong>&#8212; Can I help you to close your pay gap? &#8212;<\/strong><\/span><\/h5>\n<p>I offer the following services to my clients who want to define, measure, analyse, improve &amp; control their pay gaps.<\/p>\n<ol>\n<li><a href=\"https:\/\/marriott-stats.com\/pay-gap-analytics\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #993300;\"><strong><span style=\"color: #008000;\">Analysis<\/span><\/strong><\/span> <\/a>&#8211; I can dig deep into your data to identify the key drivers of your pay gaps.\u00a0 I can build a model using a large number of variables such as pay band, seniority, job function, location, etc and use this to identify the priority areas for closing your gaps.<\/li>\n<li><a href=\"https:\/\/marriott-stats.com\/introduction-to-pay-gap-analytics\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #993300;\"><strong><span style=\"color: #008000;\">Training<\/span><\/strong><\/span><\/a> &#8211; I run training courses in basic statistics which are designed for non-statisticians such as people working in HR.\u00a0 The courses will show you how to perform the relevant calculations in Microsoft Excel, how to interpret what they mean for you and how to incorporate these in an action plan to close your gaps.<\/li>\n<li><a href=\"https:\/\/marriott-stats.com\/expert-witness\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #993300;\"><strong><span style=\"color: #008000;\">Expert Witness<\/span><\/strong><\/span><\/a> &#8211; Has your gender pay gap data uncovered an issue resulting in legal action?\u00a0 Need an expert independent statistician who can testify whether the data supports or contradicts a claim of discrimination?\u00a0 I have experience of acting as an expert witness for either plaintiff or defendant and I know how to testify and explain complex data in simple language that can be easily understood by non-statisticians.<\/li>\n<\/ol>\n<p>If you would like to have a no-obligation discussion about how I can help you, <strong><span style=\"color: #008000;\"><a style=\"color: #008000;\" href=\"https:\/\/marriott-stats.com\/contact-us\/\" target=\"_blank\" rel=\"noopener noreferrer\">please do contact me<\/a><\/span><\/strong>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The gender pay gap in the UK continues to narrow in 2024.\u00a0 The good news is the pay gap is narrowing at a faster rate since 2017 when Gender Pay Gap Reporting (GPGR) for employers become mandatory.\u00a0 The bad news is women are not progressing up the pay scale and are working longer hours, men [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":5942,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[64],"tags":[63,122,335,179,336,190,46],"class_list":{"0":"post-5958","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-diversity","8":"tag-gender-pay-gap","9":"tag-median","10":"tag-minimum-wage","11":"tag-ons","12":"tag-pay-differential","13":"tag-pay-gap-trends","14":"tag-trend-analysis","15":"entry","16":"override"},"_links":{"self":[{"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/posts\/5958","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/comments?post=5958"}],"version-history":[{"count":21,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/posts\/5958\/revisions"}],"predecessor-version":[{"id":6122,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/posts\/5958\/revisions\/6122"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/media\/5942"}],"wp:attachment":[{"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/media?parent=5958"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/categories?post=5958"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/marriott-stats.com\/nigels-blog\/wp-json\/wp\/v2\/tags?post=5958"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}