What I've noticed in recent entry-level backend job postings
I'm in my second year of experience, and while preparing to switch jobs, I went through about 100 job postings. What's clearly different from last year is that 'experience using AI' has moved from a preferred qualification to almost a requirement.
But that doesn't mean 'I've trained a model myself'—it seems they just want to see if you can use it well in your work. I'm talking about the level of writing code with Copilot, having it summarize logs, or generating draft documents.
So when preparing for interviews, I made a one-line list of 'what I've automated with AI.' The response was better than I expected.
6 answers
Facts — these days, if you don't include even one line about 'AI usage' in your cover letter, it feels like you're already at a disadvantage starting from the document screening stage.
Well, that's a bit... The wording in job postings and what they actually ask in interviews aren't the same thing, are they? I've looked at over 100 postings too, and they list it as "preferred" but then never even ask about it once in the interview. It seems a bit hasty to conclude it's practically required. I'd guess the variation is huge depending on company size or domain.
But some places really do require 'model training.' The startup I saw explicitly stated they prefer people who have built RAG pipelines themselves, so it seems to be case by case.
Got a source? You said you went through 100 job postings, so I'd be curious to see at least some stats lol. If it's just vibes, just say it's vibes.
A one-line summary of 'what I automated with AI'—this is a good one. I also wrote up the log summarization script I made this time, and the interviewer spent 10 minutes asking only about that part. It landed way better than just saying you've tried a tool.
Honestly, writing code with Copilot is something everyone does now, so I doubt it’s much of a differentiator. Rather than that, I think you need to be able to explain why that automation was necessary and which metrics improved.