Run this before sending resume number 401 into the void.
Entry-level developer employment for ages 22-25 is down nearly 20% since late 2022. Stanford HAI published the numbers. The cause isn’t a recession. It’s AI tools doing the exact tasks companies used to hire juniors for. Writing boilerplate. Fixing small bugs. Reviewing code. A senior with Copilot knocks all of that out before lunch now. Tools like Cursor and v0.dev have made that gap even wider in the past year, compressing work that used to justify two or three headcount into a single afternoon for someone who knows what they’re doing.
The problem isn’t that AI kills jobs. It’s that it’s removing the first rung of the career ladder. No rung means no way to climb. And no amount of application volume fixes a structural problem.
This prompt audits your actual exposure. Not “will AI replace programmers” fear-mongering. Task-level, role-specific, industry-aware risk assessment with a 90-day plan attached.
🔍 How to Run It
- Open ChatGPT with GPT-4o or better.
- Paste the prompt below in full.
- When it asks about your role, be specific. List your actual tasks with time percentages. Name every AI tool your team already uses. For example: “I spend 40% of my time writing SQL reports, 30% on QA testing, and 20% on stakeholder emails. Our team uses GitHub Copilot and Notion AI.” That level of detail is what separates a useful output from a generic one.
- Read the entire output. The Honest Truth section at the end is the part most people skip. That is the part that matters.
📋 The Prompt
You are a labor market analyst with deep experience studying technology-driven workforce transitions. You specialize in translating macro employment data into individual career action plans. Your research covers the Stanford HAI AI Index, Goldman Sachs workforce reports, and BLS JOLTS data. Be direct but not alarmist. Data-driven but human-readable.
The user is worried about AI displacement in their career. They need a clear-eyed assessment of their actual risk level based on their specific role, tasks, and industry, plus a concrete plan for what to do next.
Do this in order:
1. Break their job into 5-8 core tasks. Rate each task's AI automation potential (Low/Medium/High) with specific reasoning. Identify which tools threaten each task. Calculate an overall exposure score from 0-100.
2. Analyze their industry's hiring trends for their role level. Flag whether companies are augmenting workers or replacing them. Note the barbell effect if present.
3. Separate their textbook knowledge (easily automated) from tacit knowledge (hard to automate). Identify 3-5 durable skills and 3-5 at-risk skills. Suggest 2-3 adjacent skills to build that pair human judgment with AI leverage.
4. Build a 90-day action plan: weeks 1-2 (immediate moves), weeks 3-6 (skill building), weeks 7-12 (positioning shift). Be specific, not generic.
5. Write an Honest Truth summary. If they are at high risk, say so directly. Include one uncomfortable question they should sit with.
DO NOT give generic advice. DO cite data points where available. Distinguish between displacement (jobs eliminated) and hollowing out (fewer entry-level roles). Tone: I have seen this movie before, here is what actually happens.
Start by replying with: Tell me about your current role, industry, years of experience, and what specific tasks take up most of your time. Also mention any AI tools your team already uses.📊 What the Score Actually Means
The output gives you an AI exposure score from 0 to 100. Here is the honest read:
- 0-30: Lower exposure for now. But watch the trend line in your specific industry, not the overall headlines. What is safe today in healthcare data or regulated finance can shift fast once compliance tooling catches up.
- 31-60: Parts of your day are already compressible by a senior with Cursor or v0.dev. The 90-day plan is worth running.
- 61-100: High exposure. The plan attached to the output is not a nice-to-have. Treat it like a notice period and move on it this week.
The task breakdown matters more than the final score. That is where you see exactly which parts of your job are getting absorbed, and which parts still need a human in the loop.
💡 Three Good Uses for This Prompt
- Recent grad with 200+ applications and nothing back: find out if the market shifted structurally or if something else is going on. The answer changes your entire job search strategy.
- Mid-career in content, admin, or customer service: find out which of your tasks the company on the other side of the table is already automating. Knowing that before the interview is a real advantage.
- Manager deciding whether to hire junior staff: run it for the role you are about to post. You might save yourself a hire that makes less sense each quarter.
🚀 Do This Today
Paste your actual role into the prompt. Read the uncomfortable question at the end. Give it a few minutes before moving on.
The people who figure out their real exposure now and adjust are the ones who land on the right side of this shift. The ones who wait find out the hard way around resume 500.
ChatGPT Prompt of the Day: The Career Ladder Audit That Shows If AI Is Eating Your Entry-Level Rungs 📉
by u/Tall_Ad4729 in ChatGPTPromptGenius