Career & AI Alignment

AI Career Radar

Analyze the automation vulnerability of 1,000+ occupations at the task level. Drag sliders to simulate upskilling and see how task-shifting future-proofs your career.

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Simulator Guide

How to operate

1. Search a Career: Search over 1,000 O*NET occupations using the auto-complete predictive search bar.
2. Inspect Task Mix: Hover over the task breakdown donut chart to see the percentage of your job dedicated to High, Medium, or Low risk activities.
3. Run the Simulator: Drag the sliders to simulate shifting your daily task distribution (e.g. automating routine tasks and upskilling to strategy).
4. Explore the Cluster Map: Switch to the scatter plot view to visually identify clusters of high-paying, low-vulnerability careers.

Aesthetic Design

Calculations run entirely client-side using custom responsive SVG charts and data structures. Shift your tasks to watch the AI Vulnerability Gauge drop in real time.

FAQ

Where does the career and task data come from?

The data is ingested directly from the official O*NET database (sponsored by the U.S. Department of Labor). It contains over 1,000 standardized occupations and their constituent tasks, which we parse and join dynamically.

How is task-level AI risk classified?

Tasks are categorized based on automation frameworks: High Risk represents routine cognitive or manual tasks (e.g., data entry, standard document prep). Medium Risk covers semi-structured cognitive tasks (e.g., basic financial analysis, code templating). Low Risk is assigned to unstructured physical adaptability, complex strategic planning, and high-empathy interpersonal leadership.

How does the upskilling simulator protect my career?

No career is 100% automated or 100% safe. By adjusting the sliders to represent a shift in your daily hours—reducing routine tasks (High Risk) and increasing strategic advisory or complex execution (Low Risk)—the simulator calculates a customized, lower career vulnerability score.

Best AI Proof Jobs in a Changing Market

Worried robots are coming for your paycheck? You’re not alone—but the real story is far more hopeful. This guide cuts through the scare headlines to reveal exactly where smart, sustainable career opportunities exist right now. We’ve curated a list of true ai proof jobs—roles in healthcare, skilled trades, and cybersecurity that not only survive automation but thrive because of human judgment and empathy. You’ll get specific, money-making data on projected growth (the BLS says wind turbine technicians, for instance, will grow 44% by 2032), real salary ranges from active job listings, and a simple self-assessment quiz to identify your own most resilient path. Plus, we name companies hiring today and the niche job boards they use. Stop worrying and start planning—your secure career is closer than you think.

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