AI and Jobs

AI and Jobs

No topic in AI generates more anxiety than its impact on employment. The question isn't "will AI affect jobs?" — it clearly will. The better questions are: which jobs, on what timeline, and what does that mean for how you should think about your own work and skills?

What the Evidence Actually Shows

The historical pattern with automation is more nuanced than "technology destroys jobs":

• Automation displaces tasks, not jobs. Most jobs are a bundle of tasks. Automation typically handles some tasks while leaving others — changing what people do more than whether they work at all.
• New jobs emerge. The industrial revolution, computing, and the internet all created more jobs than they displaced over multi-decade horizons. This may happen with AI too.
• The transition is painful. Even if net job creation is positive over decades, individual workers in displaced roles face real hardship. Historical transitions weren't painless.
• Productivity gains benefit unevenly. Who captures the gains from AI productivity — workers, companies, shareholders — is a political and economic question, not just a technical one.

Which Tasks Are Most Exposed

Research (Acemoglu, Brynjolfsson, others) suggests AI most directly affects:

High exposure: tasks that involve processing information, generating text, analysing data, routine cognitive work. Legal research, medical coding, basic financial analysis, content writing, customer support.

Lower exposure (so far): tasks requiring physical dexterity, complex physical-world navigation, emotional care, tasks with high stakes for error in unstructured environments, creative work that requires genuine novelty.

The paradox of automation: AI often increases demand for human expertise at higher levels. Lawyers who use AI tools can handle more work — potentially reducing the number of junior lawyers needed, while increasing demand for senior lawyers who can supervise AI output.

How to Think About Your Own Work

Rather than asking "will AI replace my job?", more useful questions:

Which tasks in my role could AI automate? Be honest. If the answer is "most of them", that's important information.

Which tasks require uniquely human qualities? Judgment in novel situations, trust and relationship, accountability, physical presence, creativity with genuine stakes.

Am I learning to use AI as a tool, or waiting to be replaced by it? The biggest career risk isn't AI — it's being the person who doesn't use AI while your colleagues do.

What new roles emerge? AI creates demand for people who can direct it, review its output, integrate it into workflows, explain it to organisations, and identify where it fails.

The workers most threatened by AI are often those doing routine cognitive tasks in organisations that are slow to adapt — not those who engage with the technology.