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Career change Opportunity Atlas

Compare career changes on the dimension you actually care about

828 career transitions from 97 occupations, each carrying four independent overlap measures from the O*NET 30.3 Database plus wage, projected growth, openings and typical entry education from BLS. Sort by whichever one matters to you.

Which career change is the best one?

There is no single best one, and the data says so directly. Across every transition published here, how much your skills carry over and how much your knowledge carries over turn out to be essentially unrelated — measured across the corpus, the correlation between them is close to zero. A move can be familiar work in an unfamiliar subject, or the reverse.

So this Atlas deliberately has no combined score, no fit score and no ranking. Any single number would be produced by weights nothing in O*NET or BLS justifies, and it would hide exactly the trade-off you need to see. Instead you pick the dimension — smallest retraining, highest wage, most similar days — and the Atlas orders by that one, and says so on screen.

Explore transitions

What each dimension means, and what it does not

Occupational statistics are easy to over-read. Each figure below is genuinely useful for one thing and routinely mistaken for another, so both are stated.

Transferable skills overlap
How much of what you already do well is rated important in the destination occupation too, weighted by how important O*NET says it is in each.Not a measure of whether an employer will believe your skills transfer. That argument still has to be made in a resume.
Essential skills overlap
The same calculation over the skills an occupation cannot be performed without.Not a licence or certification check. An occupation can share nearly all its essential skills and still legally require a credential you do not hold.
Knowledge overlap
How much of the subject-matter knowledge rated important for your occupation is also rated important for the destination.Not a measure of difficulty. A knowledge gap is usually the one closed by study rather than by experience, which is why it is shown separately from skills.
Day-to-day work overlap
How similar the actual activities are: what a person in each occupation spends the day doing.Not a measure of how similar the two jobs feel to work in. Culture, pace, autonomy and who you answer to are not in any occupational dataset.
Median annual wage
The national midpoint for people already working in that occupation, published by BLS for wage year 2025. Half earn more, half earn less.Not a salary you would be offered, and not a starting salary. Someone entering an occupation mid-career typically starts below the midpoint, and the figure varies widely by state and employer.
Projected employment change
How much BLS projects total employment in that occupation to grow or shrink between 2025 and 2035.Not a measure of how easy it is to get hired. A fast-growing occupation can be extremely competitive, and a flat one can hire constantly through turnover.
Annual openings
The average number of openings BLS projects per year, which includes replacing people who retire or move on — usually the larger share.Not offers, and not openings you would be a candidate for.
Typical entry education
The education level BLS records as typical for entry into the occupation, used here to show the size of the training step from where you are.Not a requirement. 'Typical' describes what most entrants have, not what any employer demands, and people enter most occupations from outside the typical path.

How to use the Atlas without fooling yourself

Sort twice, and pay attention to what moves. An occupation near the top on both transferable skills and day-to-day work is a genuinely adjacent move. One that only rises when you sort by wage is a bigger jump that happens to pay more, which is a real option but a different kind of decision.

Read the largest new demand before the overlap number. A high overlap with one unfamiliar capability named underneath tells you far more than the percentage does: it is the specific thing you would have to learn or evidence.

Treat a missing figure as missing, not as bad. BLS does not publish every field for every occupation. Where a figure is absent the Atlas leaves it out of that ordering entirely and names the occupations it held back, rather than sorting an unknown to the bottom where it would look like the worst option.

Remember these are two occupations, not two jobs. Everything here describes national occupational averages. It cannot see your employer, your city, your record, or the posting in front of you. That gap is the point at which occupational data stops being useful and a real job description takes over.

Every occupation in the Atlas

97starting points. Each links to that occupation’s full Career Escape Map, which covers the same destinations in prose.

Source and method

Job Zone and the importance ratings behind every overlap figure come from the O*NET 30.3Database. Median annual wage, projected employment change, annual openings and typical entry education are reproduced from the U.S. Bureau of Labor Statistics Employment Projections, Table 1.2, projections 2025–35 and wage year 2025. Verified 2026-09-02. The overlap percentages and the wage differences are calculated by RoleSprint from those published values; wherever BLS publishes only a figure for a whole occupational group rather than the specific occupation, nothing is shown. Full methodology.

The whole corpus is also published as one machine-readable file, with its licence, attribution and limitations carried inside it, so it can be cited and checked rather than paraphrased: career-transitions.json.

This page includes information from the O*NET 30.3 Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). Used under the CC BY 4.0 license. O*NET® is a trademark of USDOL/ETA. RoleSprint has modified all or some of this information. USDOL/ETA has not approved, endorsed, or tested these modifications. Analysis generated 2026-09-02 from the O*NET 30.3 Database. Entry education, work experience, and on-the-job training are reproduced from BLS Employment Projections Table 5.4, Education and training assignments by detailed occupation, 2024, published by the U.S. Bureau of Labor Statistics.

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