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Nigel Marriott's Blog

An independent statistician using data to understand our world and to predict the future

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Pay Gap Data #9 – Where can I find gender pay gap data for 2025?

January 9, 2026 By Nigel Marriott

This post was updated on 9th  January 2026.  The next update is planned for February 2026.

The government requires nearly all employers with a headcount of 250 or more on their snapshot date to submit gender pay gap data.  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 to present the data in a more user-friendly and visual format.

 

[Read more…] about Pay Gap Data #9 – Where can I find gender pay gap data for 2025?

Filed Under: Diversity Tagged With: 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, 2025, data quality, Gender Pay Gap, pay gap data, Presenting data

UK Weather Tracker #107 – December 2025

January 5, 2026 By Nigel Marriott

The 2026 meteorological year in the UK began with a warmer and less frosty December than usual but otherwise the weather in this month was unremarkable.

[Read more…] about UK Weather Tracker #107 – December 2025

Filed Under: Weather Tagged With: Index, Presenting data, Weather, Weather Tracker

UK Weather Trends #38 – Autumn 2025

December 3, 2025 By Nigel Marriott

The UK autumn in 2025 was warmer and wetter than usual but not exceptionally so and continues to be consistent with the step change in our autumnal climate seen 25 years ago.

[Read more…] about UK Weather Trends #38 – Autumn 2025

Filed Under: Weather Tagged With: multivariate data, Presenting data, principal components analysis, standardisation, trend analysis, Weather, weather trends, z-scores

UK Weather Tracker #106 – November 2025

December 3, 2025 By Nigel Marriott

The weather in the UK in November was warmer and wetter than usual but not to an unusual extent.

[Read more…] about UK Weather Tracker #106 – November 2025

Filed Under: Weather Tagged With: Index, Presenting data, Weather, Weather Tracker

UK Weather Tracker #105 – October 2025

November 4, 2025 By Nigel Marriott

Like last month, the weather in the UK in October was unremarkable.  I must confess I found myself noticing the cold more than usual but perhaps I was subconsciously noticing the lack of sunshine and the narrow range of temperatures as shown in my refreshed dashboard below?

[Read more…] about UK Weather Tracker #105 – October 2025

Filed Under: Weather Tagged With: Index, Presenting data, Weather, Weather Tracker

Pay Gap Data #8 – Where can I find gender pay gap data for 2024?

October 6, 2025 By Nigel Marriott

This post was updated on 6th October 2025.  The next update is planned for early January 2026.

The government requires nearly all employers with a headcount of 250 or more on their snapshot date to submit gender pay gap data.  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 to present the data in a more user-friendly and visual format.

[Read more…] about Pay Gap Data #8 – Where can I find gender pay gap data for 2024?

Filed Under: Diversity Tagged With: 2017, 2018, 2019, 2020, 2021, 2022, 2023, 2024, data quality, Gender Pay Gap, pay gap data, Presenting data

UK Weather Tracker #104 – September 2025

October 4, 2025 By Nigel Marriott

After the hottest summer on record, the weather in the UK in September was unremarkable.  However, my local fishing club has just announced that a lake closed due to low water levels has reopened since water levels are back to normal so the above average rainfall in September has been welcomed in many areas.

 

[Read more…] about UK Weather Tracker #104 – September 2025

Filed Under: Weather Tagged With: Index, Presenting data, Weather, Weather Tracker

Stats Training Materials – Pay Gap Analytics

October 1, 2025 By Nigel Marriott

*** Updated with links B16 and P9, P10 and P11 for 3 presentations I have given recently on gender & ethnicity pay gap reporting.  I have also added new sections I & J**

The 5 steps to closing a pay and/or representation gap are –

  1. Define what success looks like i.e. where you want to be in the future
  2. Measure where you are today
  3. Analyse your data to understand why you are where you are today & what the key drivers are of your gaps
  4. Implement actions which move you from where you are today to put you on the path to where you want to be in the future
  5. Control the key drivers to ensure you are on the right track

All steps require the use of statistical thinking and statistical methods.  Other skills and processes are also needed but they cannot succeed on their own without the help of statistical thinking.

[Read more…] about Stats Training Materials – Pay Gap Analytics

Filed Under: Stats Training Tagged With: Analytics, Data journalism, Gender Pay Gap, Pay Gaps, Presenting data, Statistical Concepts, Statistical Thinking

UK Weather Trends #37 – Summer 2025

September 7, 2025 By Nigel Marriott

The 2025 meteorological summer in the UK was the warmest on record.  This came less from heatwaves setting new temperate peaks and more from steady warmth throughout June, July & August.  Overall it was sunnier and drier than usual in the UK but not to any significant degree.  As a result, whilst the 1st principal component confirms the summer can be regarded as a “good summer”, it was a long way from being an exceptional summer like 1976 & 1995.

[Read more…] about UK Weather Trends #37 – Summer 2025

Filed Under: Weather Tagged With: multivariate data, Presenting data, principal components analysis, standardisation, trend analysis, Weather, weather trends, z-scores

UK Weather Tracker #103 – August 2025

September 7, 2025 By Nigel Marriott

It was the 8th warmest August on record in the UK.  When combined with the 5th warmest July and the 2nd warmest June, the result was the warmest summer on record.  Otherwise, the weather on average in the UK continues to be unremarkable in terms of rainfall and sunshine but that disguises some significant regional variations.
[Read more…] about UK Weather Tracker #103 – August 2025

Filed Under: Archive Tagged With: Index, Presenting data, Weather, Weather Tracker

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More blogs

Pay Gap Data #9 – Where can I find gender pay gap data for 2025?

This post was updated on 9th  January 2026.  The next update is planned for February 2026. The … [Read More...] about Pay Gap Data #9 – Where can I find gender pay gap data for 2025?

UK Weather Trends #39 – Annual Temperatures in 2025

The year 2025 was both the hottest and 2nd hottest year on record in the UK.  Last year, I used a … [Read More...] about UK Weather Trends #39 – Annual Temperatures in 2025

UK Weather Tracker #107 – December 2025

The 2026 meteorological year in the UK began with a warmer and less frosty December than usual but … [Read More...] about UK Weather Tracker #107 – December 2025

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