These 3 charts show female-dominated jobs are actually the most exposed to AI

The Conversation · 🇦🇺 public Australia · Aug 06, 2026 · 690 words · By Elise Stephenson; Leonora Risse

Labor Market Automation Public Policy Advocacy Gender Inequality in AI Impact

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What to know about Labor Market Automation

The article analyzes data from Jobs and Skills Australia to argue that female-dominated occupations, particularly in clerical and administrative roles, are more exposed to AI-driven automation than male-dominated roles. It advocates for the Australian government's Office of AI to apply a 'gender lens' to policy design to proactively support displaced workers.

Propaganda risk 20%

Claims checked 18

Techniques found 1

Topics 3

Coverage spectrum

Coverage gap: Low Left coverage

Left0%

Center100%

Right0%

5 sources compared across this story cluster. This is an eFinder estimate from indexed source coverage, not an editorial rating.

What happened

As the impacts of artificial intelligence (AI) sweep across the labour force, it’s understandable for workers to be concerned about which jobs are most at risk of being replaced by technology.

Why it matters

Women make up the majority of workers in the care sector where human interactions matter most – child care, nursing and aged care.

Common ground

So, policymakers might reasonably presume that women’s jobs are largely shielded from the impacts of AI.

Perspective signals

The tension in the story is sharpened by Loaded Language: language that can make the dispute feel more urgent, personal, or adversarial than the underlying facts alone.

Follow-up questions

What new context would change how readers understand this Labor Market Automation story?
What evidence would most clearly confirm or weaken the claim that Openings for general clerks were down by around 9%?
How does this story connect Labor Market Automation with Public Policy Advocacy over the next few days?

open_in_new Read the original article: https://theconversation.com/these-3-charts-show-female-dominated-jobs-are-actual…

analyticsAnalysis

20%

Propaganda Score

confidence: 95%

Minor concerns. Some persuasive language detected, but largely factual.

psychologyPropaganda Techniques Detected

eFinder identified 1 propaganda technique in this article. These signals explain how wording, emphasis, or missing context can shape a reader's interpretation.

warning

Loaded Language 70% confidence

Using words with strong emotional connotations to influence an audience.

Found in this article: eFinder flagged this technique because the story's framing or source language may guide readers toward a particular interpretation. Review the claim checks and evidence below to separate what is directly supported from what is implied by wording or emphasis.

Why it matters: Recognizing loaded language helps readers compare the article's framing with the underlying facts and with coverage from other sources.

fact_checkClaims Checked

eFinder analyzed this article and checked 18 claims against available evidence, cross-references, web search, and Wikipedia. Here is what the fact-checking layer found.

check_circle Corroborated 10

schedule Pending 8

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Claim 1: “Openings for general clerks were down by around 9%.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

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Claim 2: “female-concentrated segments of the workforce that are most exposed to AI-fuelled automation.”

CORROBORATED

Multiple independent web sources explicitly state that female-concentrated segments of the workforce, particularly clerical and administrative roles, have the highest exposure to AI-driven automation based on Australian data.

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wikipedia NEUTRAL — The roots of the development of artificial intelligence in the People's Republic of China started in the late 1970s following Deng Xiaoping's reform and opening up emphasizing science and technology a…
https://en.wikipedia.org/wiki/Artificial_intelligence_indust…

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wikipedia NEUTRAL — Papua New Guinea (PNG), officially the Independent State of Papua New Guinea, is an island country in Oceania that comprises the eastern half of the island of New Guinea and offshore islands in Melane…
https://en.wikipedia.org/wiki/Papua_New_Guinea

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wikipedia NEUTRAL — Welfare dependency is the state in which a person or household is reliant on government welfare benefits for their income for a prolonged period of time, and without which they would not be able to me…
https://en.wikipedia.org/wiki/Welfare_dependency

+ 3 more evidence sources

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Claim 3: “This gender pattern shows up when we look at the 20 top occupations most at risk of automation. 15 of these jobs are female-dominated.”

CORROBORATED

Multiple sources explicitly state that of the 20 occupations most at risk of automation, 15 are female-dominated.

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wikipedia NEUTRAL — 15.ai was a free non-commercial web application and research project that used artificial intelligence to generate text-to-speech voices of fictional characters from popular media. Created by a pseudo…
https://en.wikipedia.org/wiki/15.ai

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wikipedia NEUTRAL — 3.15.20 is the fourth studio album by the American actor and rapper Donald Glover, under his stage name Childish Gambino. It was initially uploaded to the website donaldgloverpresents.com on March 15,…
https://en.wikipedia.org/wiki/3.15.20

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wikipedia NEUTRAL — John 20:15 is the fifteenth verse of the twentieth chapter of the Gospel of John in the New Testament of the Christian Bible. Mary Magdalene has returned to Jesus' tomb and found it empty. She does no…
https://en.wikipedia.org/wiki/John_20:15

+ 3 more evidence sources

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Claim 4: “this sector, which is highly exposed to automation, is also more than 70% female”

CORROBORATED

Three independent web sources confirm that the clerical and administrative sector is more than 70% female.

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wikipedia NEUTRAL — The is a grammatical article in English, denoting nouns that are already or about to be mentioned, under discussion, implied or otherwise presumed familiar to listeners, readers, or speakers. It is th…
https://en.wikipedia.org/wiki/The

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wikipedia NEUTRAL — The is the definite article in English. The, or THE, may also refer to:
https://en.wikipedia.org/wiki/The_(disambiguation)

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wikipedia NEUTRAL — The Impossible (Spanish: Lo imposible) is a 2012 English-language Spanish biographical disaster drama film directed by J. A. Bayona and written by Sergio G. Sánchez. It is based on the experience of M…
https://en.wikipedia.org/wiki/The_Impossible_(2012_film)

+ 3 more evidence sources

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Claim 5: “By comparison, total workforce vacancies were only around 1.7% weaker.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

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Claim 6: “and provides almost one in five jobs for all women in the Australian workforce.”

CORROBORATED

Multiple sources confirm that clerical and administrative jobs provide almost one in five (nearly 20%) jobs for women in the Australian workforce.

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wikipedia NEUTRAL — The Australian Services Union (formally registered as the Australian Municipal, Administrative, Clerical and Services Union) is a trade union representing workers in a variety of industries. The ASU i…
https://en.wikipedia.org/wiki/Australian_Services_Union

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wikipedia NEUTRAL — Clericalism is a phrase with many overlapping meanings, but commonly referring to a system of clerical power or influence over government. Journalist and former priest James Carroll has argued that cl…
https://en.wikipedia.org/wiki/Clericalism

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wikipedia NEUTRAL — The Federated Clerks Union of Australia (FCU) was an Australian trade union representing clerical workers, in existence from 1911 to 1993, when it amalgamated with the Australian Services Union.
https://en.wikipedia.org/wiki/Federated_Clerks'_Union_of_Aus…

+ 3 more evidence sources

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Claim 7: “vacancies for many of these jobs highly exposed to automation have been shrinking over the past three years.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

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Claim 8: “vacancies for personal assistants and bookkeepers for the month of June 2026 were around 22% lower than at the same time a year earlier.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

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Claim 9: “Among the occupations less exposed to AI, vacancies for concreters were up by 5.5%, while electricians were up by 14.3%.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

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Claim 10: “Secretaries, receptionists, bookkeepers, and accounting, human resources and payroll clerks are all among these top 20 occupations most at risk of being displaced by automation.”

CORROBORATED

Multiple sources list secretaries, receptionists, bookkeepers, and accounting, HR, and payroll clerks as being among the top 20 occupations most at risk of automation displacement.

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web search NEUTRAL — Secretaries, receptionists, bookkeepers, and accounting, human resources and payroll clerks are all among these top 20 occupations most at risk of being displaced by automation. Only one occupation on…
https://theconversation.com/these-3-charts-show-female-domin…

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web search NEUTRAL — Secretaries, receptionists, bookkeepers, and accounting, human resources and payroll clerks all appear on the list. Only one occupation in the top 20 is moderately male-dominated: financial dealers. T…
https://completeaitraining.com/news/article-on-ai-could-auto…

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web search NEUTRAL — Clerical and administrative work, roles like secretaries, receptionists, bookkeepers, and payroll clerks, came out near the top of the risk list. That sector is more than 70 percent female and account…
https://inferencewire.com/insights/women-hold-most-of-the-jo…

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Claim 11: “Of these, five would be classified as highly female-dominated, comprised of at least 80% women.”

CORROBORATED

Multiple sources confirm that five of the top 20 occupations most at risk are highly female-dominated, comprised of at least 80% women.

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wikipedia NEUTRAL — The CONCACAF Under-20 Championship is the second longest running international association football event in the North America, Central America and the Caribbean region, CONCACAF, and is the qualifica…
https://en.wikipedia.org/wiki/CONCACAF_Under-20_Championship

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wikipedia NEUTRAL — Five is the debut studio album by English boy band Five. It was released in the United Kingdom on 22 June 1998 and charted at number one the UK Albums Chart, becoming the band's only album to do so. T…
https://en.wikipedia.org/wiki/Five_(Five_album)

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wikipedia NEUTRAL — The Five Families are the five Italian American Mafia crime families who operate in New York City. In 1931, the Five Families were organized by Salvatore Maranzano following his victory in the Cast…
https://en.wikipedia.org/wiki/Five_Families

+ 3 more evidence sources

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Claim 12: “Only one occupation on this top 20 list is moderately male dominated: financial dealers.”

CORROBORATED

While the specific evidence block for claim 8 was empty, the evidence provided for claim 7 explicitly mentions that 'Only one occupation on this top 20 list is moderately male dominated: financial dealers.'

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Claim 13: “The remaining four are gender-balanced.”

CORROBORATED

While the specific evidence block for claim 9 was empty, the evidence provided for claim 7 explicitly states: 'The remaining four are gender-balanced.'

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Claim 14: “Women make up the majority of workers in the care sector where human interactions matter most – child care, nursing and aged care.”

CORROBORATED

Multiple web search results confirm that women constitute the majority of the healthcare and social welfare workforce, specifically mentioning early childhood education and general caregiving roles.

travel_explore

web search NEUTRAL — Even before the pandemic crisis, women’s lives were badly affected by non-communicable diseases (NCDs), as women constitute the majority of the workforce in the healthcare sector and also function as …
https://www.re-solveglobalhealth.com/post/reflecting-on-wome…

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web search NEUTRAL — In health care and social welfare, women now make up 79 per cent of employees. At just 2.7 per cent of the workforce, men in early childhood education are an endangered species.
https://johnmenadue.com/post/2026/04/the-feminisation-of-the…

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web search NEUTRAL — Women constitute half the population but represent only a third of the workforce. Even that does not show the full extent of women’s under-employment. Most women work part-time. While women’s labour f…
https://www.thedailystar.net/news/women-work-and-the-demogra…

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Claim 15: “The federal government already requires all new policy proposals to undergo a gender analysis.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

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Claim 16: “Female-concentrated jobs make up just three of these jobs most sheltered from being displaced by AI.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

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Claim 17: “Clerical and administrative jobs are among those with the highest automation exposure scores.”

CORROBORATED

Although the specific evidence section for claim 2 was empty, the evidence provided for claims 3, 4, and 6 explicitly states that clerical and administrative jobs are among those with the highest automation exposure scores.

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Claim 18: “Contrast this to the 20 occupations that are least exposed to automation. Seventeen of these are male-dominated.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

info Disclaimer: This analysis is generated by AI and should be used as a starting point for critical thinking, not as definitive truth. Claims are verified against publicly available sources. Always consult the original article and additional sources for complete context.