Stories and lessons from an unexpected journey in finance.

Finance leaders are thrilled AI can consolidate messy ERP exports in seconds. The narrative is everywhere: “Let AI handle the grunt work so junior analysts can be strategic!”

It sounds like a perfect ROI. But it ignores a fundamental truth of how finance professionals actually develop. By automating the struggle, we are confusing waste with friction.

The Hidden Curriculum of “Grunt Work”

When a junior analyst spends hours tracking down why the EMEA gross margin doesn’t tie out, they aren’t just crunching numbers.

• They are learning that the sales team in London routinely codes software implementations as product revenue.
• They are discovering which operational leaders sandbag their budgets and which ones hide bad news.
• They are building the intuitive muscle memory required to spot a broken assumption from a mile away.

Building the model from scratch—wrestling with broken links and confusing GL codes—is the actual curriculum. It is how you learn the physical plumbing of the business.

If you automate the plumbing, you automate the apprenticeship.

The Danger of the AI Autopilot

If we offload all data-wrangling to AI, we’ll graduate managers who can write a great prompt, but have zero instinct for when the model is hallucinating.

You cannot jump straight to being “strategic” if you do not understand how the foundational numbers are manufactured. Strategy without deep operational context is just guessing with confidence.

The Playbook for an AI-Enabled Finance Team

You shouldn’t ban AI, but you must change how you deploy it for developing talent.

• Kill the waste, keep the friction: Use AI to automate data extraction, formatting, and standard mapping. Do not let it automate the structural design of the financial model or the variance investigation.
• Shift the burden of proof: If an analyst brings you an AI-generated insight, their job is no longer to just present the number. Their job is to fiercely defend the logic the AI used to get there.
• Audit the black box: Force your junior team to periodically rebuild automated outputs manually so they don’t lose the feel for the raw data.

The ultimate goal of your finance function isn’t just to produce a clean dashboard on time. It is to produce capable future leaders. Do not let the pursuit of efficiency steal the reps they need to get there.

How are you adapting your training programs to ensure your junior analysts still learn the business if AI is doing the heavy lifting?

#FPandA #FutureOfWork #CFO #inersec #TheAccidentalCFO