An accountant looking at repetitive spreadsheet tasks on screen

The assembly line nobody planned

Stanislav Kapustin May 16, 2026 accounting · automation · career · python · ai

An accountant posted something that got 138 upvotes. Not a tool recommendation. Not a case study. Just a question that apparently landed for a lot of people:

“Sometimes, I wonder why I spent years studying only to find myself doing things that feel like a modern assembly line.”

He’d been automating his way out of it. Started with Excel macros at PwC — amazed that you could record a sequence of steps. Hit the limits fast: one mistake breaks everything, can’t fetch data from other files, can’t fix it without knowing Visual Basic.

Then Python. Then ChatGPT, which he describes as having a coding mentor available at any hour who speaks plain language. FIFO calculations on thousands of rows. Reconciliations that used to take days running in seconds. Not impressive to show, but impossible to go back from once you’ve done it.

What I find interesting about his story isn’t the tools. It’s the order.

He didn’t start with “I want to learn Python.” He started with “this task is mind-numbing and shouldn’t be.” The tool came from the frustration, not the other way around.

That sequence matters. People who start with the tool often end up building automations nobody uses. People who start with a specific task that bothers them tend to build things that actually stick.

There’s also something honest about the 138 upvotes. A lot of accountants recognise the assembly line feeling and don’t often say it out loud. The profession trains you to be precise and thorough — which is right. But it doesn’t always separate the precision work from the repetitive logistics around it.

Those are different problems.

One requires expertise. The other just requires someone to notice it.

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