AI seen boosting jobs in education & cybersecurity

Legal Guardian Digital has published research identifying education, cybersecurity and environmental science as sectors where artificial intelligence is expected to support hiring rather than replace workers. The study ranks teaching as the occupation set to receive the largest productivity boost from AI.

The research examined automation and augmentation rates, projected human-AI collaboration, and employment growth across industries through 2030. It found that education and edtech have a 30% automation rate and a 54% augmentation rate, while cybersecurity has a much higher automation rate of 70% but is still projected to grow by 30%.

The findings come as concerns about AI-driven job losses continue to shape labour market debates in the United States. The analysis focused on sectors where the technology improves output without leading to broad cuts in headcount.

In education, teachers appear to benefit most because software can take over grading, lesson planning and student progress tracking. More than half of teachers' day-to-day work becomes easier with AI assistance, while most classroom teaching still requires human input.

This leaves the sector in what the study describes as a transitional phase rather than one of rapid expansion. Employment growth in education and edtech is projected at 0.8%, modest compared with several other sectors in the ranking but still positive.

Cyber growth

Cybersecurity ranked second. Although 70% of security tasks can be automated, employment in the sector is projected to rise by 30% as organisations continue to need staff to investigate serious incidents and respond to complex threats.

Human-AI collaboration in cybersecurity is forecast to reach 80% by 2030. Workers are expected to spend more of their time using AI tools to monitor systems and filter routine alerts, while people remain responsible for higher-stakes decisions.

Research and environmental science placed third. Legal Guardian Digital estimated that only 17% of tasks in that field can be fully automated, while 43% are augmented by AI and 70% of projects are expected to involve AI tools over the next several years.

The study linked that trend to climate science, where researchers increasingly use AI to process large volumes of data on weather, pollution and ecosystem change. Employment in the sector is projected to grow by 16%.

Software and ethics

Technology and software development ranked fourth, with projected employment growth of 35%. While 37% of coding tasks can already be automated, demand for developers remains strong because people are still needed to define products, solve unusual problems and decide how systems should work.

AI governance and ethics was listed as the fastest-growing field in the ranking, with projected employment growth of 40%. Its automation rate was put at 6%, the lowest among the top five industries, and workers in those roles are expected to spend 91% of their time working alongside AI systems.

The rest of the top 10 included manufacturing and logistics, creative industries and media, human resources and workforce development, energy and clean tech, and healthcare and medicine. Most were classified as expanding, though manufacturing and logistics was placed in transition with a projected employment decline of 0.5% despite signs of greater collaboration between workers and AI.

The report presents a more mixed picture of automation than forecasts focused solely on displacement. In several sectors, a high automation rate did not translate into weaker hiring expectations, suggesting employers may use AI to redistribute work rather than reduce staff numbers across the board.

That distinction was especially clear in cybersecurity and software development, where routine work can increasingly be handled by automated systems but demand for specialist judgement remains high. In lower-automation sectors such as healthcare, education and environmental science, the analysis suggested that trust, interpretation and personal interaction continue to limit substitution by machines.

Austin Hunt, Chief Executive Officer of Legal Guardian Digital, commented on the findings.

"AI isn't causing unemployment the way people feared. What we're seeing instead is AI taking over the boring parts of jobs so people can do the parts that actually require thinking. For the next few years, major industries look safe. There's also the human element. It's hard to imagine parents wanting robots teaching their kids, patients trusting machines in clinics, or defendants accepting AI in court. These things need a human touch, at least for now," Hunt said.