What to Type for AI

How to Translate Your Accomplishments Across Industries Without Losing Impact

Your accomplishments are real. You increased efficiency, managed budgets, led teams, solved problems. But when you're changing industries, the words that made sense in your old field—"streamlined workflow," "optimized vendor relations," "improved student engagement"—can sound irrelevant to a hiring manager in a completely different sector.

The problem isn't that you lack achievement. It's that you're speaking the language of your old industry to people fluent in a new one. A manufacturing supervisor who cut scrap rates by 22% has exactly the same core skill as a supply chain manager optimizing quality control—but the resume has to say so in terms the new industry recognizes.

Translation isn't spin. It's clarity. It means taking the actual business result you created and expressing it in the vocabulary and priorities of the industry you're moving into.

Cover for Achievement Verb Rewriter: 10 AI Prompts for Career-Changer Resume Bullets Achievement Verb Rewriter: 10 AI Prompts for Career-Changer Resume Bullets
$29

Pay once. Keep forever.

You paste the prompt, fill in your numbers, and get a production-ready resume bullet — no guessing how to ask an AI, no vague 'make this more impactful' instructions that produce generic fluff....

One self-contained PDF. No hidden files or separate templates.

What's included

Get it — $29 →

Or get free updates & new releases:

Follow for updates

Identify What Actually Happened (Strip the Industry Label)

Before you rewrite anything, name the real outcome underneath the jargon. A teacher who "improved student literacy scores by 18% over two years" actually did this: diagnosed a performance gap, designed an intervention, executed it, measured results. In L&D or training roles, that's called curriculum design, needs assessment, and impact measurement. The accomplishment is identical—only the label changes. Write down your bullet in plain English first: What problem did you solve? What number or result came from it? Who benefited? This removes industry-specific terminology and shows you the skeleton of the achievement. That skeleton works everywhere.

Translate Metrics into Values Your New Industry Measures

Different industries care about different metrics. A retail manager's "reduced checkout wait time from 6 minutes to 4 minutes" translates to operations or supply chain as "improved process efficiency, reducing customer friction points." A construction project manager's "brought project in 8% under budget despite labor shortage" is procurement and vendor management for a tech ops role. The number stays the same—that's your proof. But the frame shifts. Retail thinks about customer experience. Operations thinks about system efficiency. Supply chain thinks about cost control and resource allocation. Ask: What does my new industry value that my old result actually delivered? Then name it in those terms.

Remove Industry Jargon; Keep Business Language

Jargon is the fastest way to signal you're an outsider. "Reduced churn among cohort members" means nothing to a hiring manager outside education. "Increased customer retention by 14%" means everything. Go through each bullet and ask: Would someone outside my industry know what this word means? If the answer is no, replace it with a business-standard verb (increased, reduced, improved, implemented, managed) paired with a clear outcome. "Architected a new scheduling matrix" becomes "redesigned team scheduling process, reducing labor costs by $47K annually." Same work, universal language.

Bridge the Gap with Transferable Skill Language

Hiring managers for career-changers are listening for proof of transferable skills: project management, problem-solving, budget oversight, team leadership, process improvement. Make sure your rewritten bullets emphasize these—not because you're exaggerating, but because these are the actual skills you're bringing. A hospitality manager who "coordinated events for 100+ guests with 99% satisfaction rating" has proven project coordination, stakeholder management, and quality control. Reframe it for operations: "Managed complex, multi-variable projects with 200+ moving parts, delivering results that met or exceeded standards 99% of the time." Now it's clearly about capabilities, not just hotel experience.

Test Each Bullet Against Your New Industry's Language

Read job descriptions in your target role—at least 5-10 of them. Highlight the verbs, the metrics, the priorities those companies mention. If you see "optimized workflow," "reduced time-to-market," or "improved cross-functional collaboration" showing up repeatedly, those are the translation targets for your bullets. Rewrite your accomplishment to echo the vocabulary of your target field. You're not changing the truth; you're speaking the language that proves the truth is relevant.

FAQ

Is reframing my accomplishments dishonest?
No. You're naming the same real result in the language of your new field. A teacher who improved reading scores by 18% actually did improve outcomes through intervention design and execution—that's exactly what L&D departments do. You're translating, not inventing.
What if my old industry used different metrics than my new one?
Convert them to universal business language. If your metric was industry-specific, translate it to the business outcome it created: cost saved, time reduced, quality improved, efficiency gained, retention increased. Every industry measures these.
How do I know if my translation is too vague?
It should still include your number and a clear result. Vague is "improved processes." Clear is "improved scheduling process, reducing labor costs by 12%." The specificity comes from keeping your metric and adding the business context.
Should I use jargon from my new industry if I'm not sure I understand it?
No. Stick to clear, straightforward business language (increased, reduced, improved, led, managed). Hiring managers trust clarity over fancy terms. Wrong jargon will read as inexperience faster than simple language ever will.
Can I translate the same bullet for multiple industries?
Yes—and you should. The same accomplishment can be framed as cost control for finance, process efficiency for ops, or risk management for compliance. Tailor each application to the role's language and priorities.