AI is rewriting the entry-level finance job

Good morning. Most CFOs aren’t giving up on junior talent. They’re giving up on the old way of developing it.

That’s the subject of a conversation I had with James Tucker, who leads corporate finance and strategy globally at Boston Consulting Group (BCG). Tucker talks to hundreds of finance chiefs a year. His read: entry-level hiring hasn’t totally stopped, but the job itself is being rewritten in real time.

“The old reliable model was, ‘I’ll hire people who’ve studied and got their accounting certificates, and what they’re really good at is doing a replicable task at a high level of accuracy and quality,” Tucker said. Firms hired large cohorts to do routine finance work, like reconciliations, journal entries, and basic reporting. They then watched who rose to the top.

What replaces the old model, in Tucker’s framing, is a pillar: fewer people, hired for judgment rather than task execution, operating as quality control on top of AI-built systems rather than producing the numbers themselves.

That’s the tension. The work AI is taking over is also how junior employees traditionally developed judgment. AI can do the research, drafting and problem decomposition; junior employees get fewer chances to practice those skills.

The concern is showing up in the data. A recent working paper by Harvard researchers suggests generative AI adoption can reduce hiring of junior workers, particularly in AI-exposed jobs, while having much less effect on existing senior........

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