Plan a career change without relying on a score

A useful career comparison should answer three practical questions: what work would you do, what would make you eligible to do it, and what would the transition require? A small gap in an AI exposure score answers none of these on its own.

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Read the task explanations in both profiles and identify concrete overlap. “Communication” is too broad to establish readiness. Interviewing an engineering team, resolving a customer complaint and explaining a clinical handoff are all communication, but they require different knowledge and responsibility.

Write down an example of work you have already completed that resembles a destination duty. Then name what is missing: domain knowledge, a technical method, management experience, a credential or evidence of working at the required level. The shared-skill count on this site is a prompt for that exercise, not an assessment of your proficiency.

Check the real entry route

BLS education and experience categories summarize typical entry to an occupation. They do not list every employer requirement or authorize regulated practice. Review current job descriptions in the location and sector you could realistically work in. Where professional registration or licensing applies, use the relevant authority and recognized education provider to verify the route.

A course may teach a useful skill without making you eligible for the intended role. Before paying, establish the prerequisite, the resulting qualification, the work you will be able to demonstrate and which remaining requirements it does not satisfy. For a large retraining step, investigate the full pathway rather than only the first course.

Interpret pay and demand together

A national median is the middle of an occupational wage distribution, not an entry offer. Compare the pay range for the specific roles you can qualify for and check hours, location and benefits. Commission arrangements, part-time work or a change in employment type can make a simple annual-pay comparison incomplete.

Projected growth describes a ten-year change in employment. Annual openings include replacement needs, so declining occupations can still have openings. Neither number tells you how many accessible vacancies exist today. Keep a small record of actual relevant vacancies, their requirements and whether they are genuinely different openings rather than reposted listings.

Make the transition scenario explicit

The earnings calculator on each profile lets you enter current pay, expected pay after moving, pay during preparation, unpaid months and one-time costs. Use a defensible starting-pay assumption for the new role. Set preparation pay lower if you expect reduced hours; include unpaid months within the preparation period.

For example, at $60,000 current pay, $70,000 after moving, two preparation years earning $50,000 annually, three unpaid months and $8,000 costs, a ten-year comparison produces $600,000 for staying and $639,500 after moving and deducting the entered costs. This is arithmetic under chosen assumptions. It does not account for taxes, benefits, inflation, raises, hiring uncertainty or the value of money over time.

Run a second case with a later move, lower starting pay or higher costs. If a modest change reverses the result, the decision depends heavily on assumptions you should investigate. The calculator is not a recommendation to leave a job or borrow for training.

Test the work and assemble evidence

Select a small project from a destination profile's suggested bridge. A market researcher exploring data science might reproduce an analysis in code and evaluate it on held-out data. A designer exploring interface work might test a prototype's navigation and error states. A project can reveal what you enjoy and what you still need to learn; it does not replace supervised experience or required credentials.

Keep a short decision record: target work, evidence of transferable skills, entry gaps, realistic pay assumptions, transition costs and the next fact to verify. Update it as you learn. The useful outcome is a better-supported choice, whether that means changing occupations or developing a stronger role where you are.

Compare two occupations · Audit your current work · BLS occupation data