Judge Whether Skills Transfer Between Two Tech Stacks

When to use it

The prompt

Help me work out whether this candidate's technical background genuinely transfers to the role I'm hiring for. WHAT THE ROLE USES: {{languages, frameworks, infrastructure, scale, domain}} WHAT THE CANDIDATE HAS DONE: {{paste the relevant resume sections — stack, projects, scale, years on each}} HOW MUCH RAMP-UP THE TEAM CAN REALISTICALLY ABSORB: {{e.g. "they need to ship in month one" / "we can invest a quarter"}} Tell me: 1. Which parts of this background transfer almost directly, and why. 2. Which parts look similar on paper but are genuinely different in practice — the traps where a recruiter assumes equivalence and an engineer doesn't. 3. What they'd have to learn, and a realistic ramp estimate for each, assuming a competent engineer. 4. Whether the gap is about a tool, which is learnable, or about a way of working — scale, domain, testing culture, operating in production — which is much slower to acquire. 5. Two questions that would tell me quickly whether the transfer is real, and what a convincing answer sounds like. 6. How to make the case to a sceptical hiring manager, in three sentences, honestly stating the risk rather than talking around it. If the honest answer is that this doesn't transfer, say so plainly.

Tip

Ask whether the gap is a tool or a way of working. Tools get learned; operating at a scale you've never seen, or shipping to a reliability bar you've never had to meet, is the gap that actually shows up in month three.

How to use it

Paste the prompt into ChatGPT, Claude or whichever assistant you use, then replace every {{bracketed}} part with your own detail. The more specific and messier your input, the better the output — a model given raw notes has more to work with than one given a tidy summary you wrote first.

More Technical Translation prompts

Open the full tool for all 87 prompts, the glossary, and the JD decoder.