Australia’s Jobs Most Likely to Decline by 2050

Australia’s labour market is changing rapidly. Advances in technology and artificial intelligence (AI) are reshaping how work is done. Rather than eliminating all roles, this shift is altering task composition, job demand and industry structures across the economy.

Job market in Australia decline

Australia’s future job market rewards adaptability over job titles

Government modelling from Jobs and Skills Australia’s landmark Our Gen AI Transition report shows that while AI will mostly augment jobs, certain occupations and industries are at higher risk of employment declines by 2050, especially where tasks are routine and predictable.

Understanding which jobs may lose employment is critical for workers, educators and policymakers planning careers, training and workforce strategies in 2026 and beyond.

Why Some Jobs Are Projected to Decline

Generative AI and digital automation have the greatest potential impact on jobs that involve structured, repetitive tasks that technology can perform efficiently. According to the government’s AI exposure analysis, automation potential is concentrated in routine roles, even though most jobs are more likely to be augmented than fully automated.

That means AI tools will increasingly take on tasks like data processing, scheduling and information handling, reducing the demand for human labour in those specific functions.

Occupations Predicted to Lose Employment by 2050

Here are the key occupations where employment is projected to decline in Australia, based on the latest national modelling by Jobs and Skills Australia and corroborated by broader employment research:

Sales, Marketing and Public Relations Professionals

Traditional marketing roles that revolve around routine reporting and standardised content creation are increasingly being supported or replaced by AI tools that can draft campaigns, summarise performance data and automate customer targeting. As a result, overall demand for these roles is expected to shrink.

General Clerks

Clerical work is highly exposed to automation because it involves repetitive administrative tasks. Roles focused on data entry, document processing and basic office functions rank among the highest in exposure potential.

Receptionists

Automated customer service systems, AI-powered booking tools and virtual reception assistants are replacing many traditional front desk functions, especially in health administration, professional services and corporate offices.

Accounting Clerks and Bookkeepers

Automated accounting software has already reduced demand for roles centred on transaction processing, reconciliation and low-level bookkeeping. Forecasts indicate this trend will continue through 2050.

Business and Systems Analysts, and Programmers

Even in technical occupations, routine coding and system tasks are being automated or AI-assisted. That means growth is shifting toward higher-order strategy, design and governance roles, while basic programming and analysis are expected to face relative declines.

Industries With Predicted Employment Declines

Several sectors are expected to see their share of total employment fall as work becomes more digitally automated. Government modelling highlights:

Professional, scientific and technical services

Retail trade

Financial and insurance services

Public administration and safety

Rental, hiring and real estate services

These industries have high levels of routine task content that AI and software automation can replicate or augment.

What ‘Job Loss’ Really Means in 2026 Planning

It’s important to understand that a projected decline does not mean these jobs will disappear entirely. Instead:

  • Many roles will evolve rather than vanish

  • Workers may shift into hybrid roles blending human and AI strengths

  • Productivity gains could create new jobs even as routine tasks are automated

Australian government research stresses that automation is more likely to change how jobs are done than to eliminate them outright.

In fact, nearly nine out of ten Australian jobs have medium-to-high exposure to AI augmentation, suggesting workers will need new digital and adaptive skills, not less work overall.

What This Means for Career and Education Planning

For students, employees and jobseekers, this means:

  1. Focus on skills that AI cannot easily replicate, such as leadership, complex problem solving and emotional intelligence

  2. Invest in lifelong learning and digital capability development

  3. Prepare for careers that blend human judgement with technological tools

Australian workforce trends and public reports emphasise the importance of upskilling and reskilling as part of economic transitions.

References

Jobs and Skills Australia, Our Gen AI Transition, government AI exposure and adoption study. Jobs and Skills Australia

Jobs and Skills Australia, Our Gen AI Transition – Exposure analysis on automation potential. Jobs and Skills Australia

Jobs and Skills Australia, Our Gen AI Transition – Skills report on digital capability and workforce change. Jobs and Skills Australia

Reserve Bank of Australia, Technology Investment and AI insights, on AI’s labour market effects. Reserve Bank of Australia

Information Age (ACS), Aussie jobs most vulnerable to AI outlined in govt study, occupation exposure analysis. Information Age

Jobs and Skills Australia, Industry AI exposure data, insights on sector transformation. Jobs and Skills Australia

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