Is bias deterring women from health & safety careers as AI depicts “pale, male, stale” image?

RRC has revealed the bias in AI-generated imagery when it comes to health and safety, with images displaying a “pale, male, stale” industry.

AI image generators use machine learning to generate new images, based on massive databases of existing images, often sourced from the internet.

When prompted to generate images of health and safety professionals, the results were distinctly lacking in diversity, which suggests a serious bias in how health and safety professionals are represented online. In contrast, when prompted to generate images of other professions such as HR and marketing professionals, AI consistently represents them as women.

If left unchecked, such stereotyping could deter women from lucrative health and safety careers, warns health and safety training experts RRC International, and will worsen the already severe shortage of health and safety professionals in the UK.

On top of the skills shortage, UK health and safety is also suffering from a lack of diversity, with only 21 per cent of health and safety professionals in the UK being women, according to the British Safety Council. Things are slowly changing, at Leeds Beckett University, for example, there is a 60/40 split of women to men studying Health and Safety at postgraduate level, but the level of progress is slow. RRC International, who prompted the AI generated images, believe that the bias revealed by these AI images could be the reason why.

Vicky Campbell, Director of Compliance at RRC International, says, “AI output is only as good as the human input it’s fed, so it’s like a mirror. Health and safety is often perceived as being pale, male and stale. These AI-generated images substantiate that and potentially give us some insight as to why; it’s clear that the industry is representing these roles in such a manner for the AI to fail to generate a single image of a woman, a young person, or a person of colour. This output is reflecting a tired and enduring stereotype back at us.

“RRC delivers Health & Safety training worldwide, so we know for a fact that diversity of experience is absolutely critical to a well-rounded health and safety provision. An immediate issue that springs to mind with a lack of women in health and safety is the fact that women’s health needs are very different to men’s; if we want to better understand and provide for those differences, we need more women in these roles. Ultimately, if we want to encourage diversity in health and safety, we need to show it and celebrate it.”

 

Read more

Latest News

Read More

Wellbeing pays: the ROI HR can’t ignore

9 October 2025

Skills

7 October 2025

How to build a skills-based strategy

A key challenge for organisations looking at their skills strategy is getting their job data under control. Discover how creating a single source of truth...

Artificial Intelligence, Globalisation

7 October 2025

Talent strategies for business expansion and growth

Global Expansion 2025: Powerful Talent Management Strategies for a Diverse and AI-Driven Workforce....

Newsletter

Receive the latest HR news and strategic content

Please note, as per the GDPR Legislation, we need to ensure you are ‘Opted In’ to receive updates from ‘theHRDIRECTOR’. We will NEVER sell, rent, share or give away your data to third parties. We only use it to send information about our products and updates within the HR space To see our Privacy Policy – click here

Latest HR Jobs

London School of Hygiene & Tropical Medicine – Human ResourcesSalary: £39,432 to £45,097 per annum (pro-rata) inclusive

Harper Adams University – Human ResourcesSalary: £46,049 to £50,253 per annum. Grade 10

University of Cambridge – Department of Clinical NeurosciencesSalary: £27,319 to £31,236

Royal Conservatoire of ScotlandSalary: £52,074 to £58,611

Read the latest digital issue of theHRDIRECTOR for FREE

Read the latest digital issue of theHRDIRECTOR for FREE