How We Evaluate Careers
Every career path on HandsOnPivot is evaluated against eight weighted dimensions: career viability, salary potential, skills transferability, training burden, hands-on work, market demand, career stability, and career fit. Each dimension draws on publicly available data — primarily from the U.S. Bureau of Labor Statistics and O*NET — and the weights reflect what matters most to working professionals evaluating a real career change, not what sounds impressive in a headline.
Occupational Classification
We use O*NET-SOC codes as the backbone for every career path. Each roadmap maps to a primary O*NET occupation and clusters related roles that share core skills and working conditions. This keeps the assessment grounded in a classification system used by the U.S. Department of Labor — not invented job titles.
Salary Data
Salary ranges are drawn from the Bureau of Labor Statistics Occupational Employment and Wage Statistics (annual survey, most recent available year). We report national median and range bands. Local and metropolitan data vary and are not claimed here — check the BLS site for your region. We do not run salary surveys of our own.
Market Demand
Demand signals come from BLS employment projections and O*NET job outlook data. Where available, we reference projected growth rates for the O*NET-SOC occupation group. These are forward-looking estimates based on historical trends — not guarantees of future hiring.
Skills Transfer
The assessment identifies overlapping skills between your current role and each recommended path. For example: if you work in IT support, your networking fundamentals transfer directly into cloud engineering; if you manage projects, your planning and communication skills transfer into technical project management. Transferable skills reduce the effective training burden — and that is reflected in the scoring.
Training Burden
Every roadmap includes training paths that are realistically completable alongside a full-time job — self-paced online courses, part-time bootcamps, community college programs, or modular certification stacks. We do not recommend full-time residential programs as the default, because most career changers cannot afford to stop earning. Training burden is scored by estimated hours, not vague “difficulty” labels.
Hands-on Work
HandsOnPivot prioritizes roles where you work with systems, equipment, or code — not roles where the primary output is meetings and emails. The assessment measures how much of each career path involves building, configuring, troubleshooting, or operating something tangible. This is a site-wide editorial priority, not a scoring afterthought.
Career Fit Scoring
The assessment uses a weighted scoring model. Your responses on each dimension are compared against the eight-dimension profile for each career path. The result is a ranked list — not a single “best” answer — so you can evaluate trade-offs yourself. No single score is presented as the right choice.
Data Refresh Policy
Salary data is updated when new BLS survey results are released (typically annually). Job market data follows the same BLS projection cycle. Training paths are reviewed periodically as programs change, and the assessment engine re-runs on every invocation. Each page displays a trust badge showing the last update date for its data sources.
Limitations
This assessment is guidance — not a career guarantee. Market conditions change, salary ranges are broad, and individual outcomes depend on factors the assessment cannot fully capture: your geographic location, interview performance, networking, portfolio quality, and timing. Use the results as a starting point for further research, not as a final answer.
Editorial Independence
HandsOnPivot is independently published. Editorial decisions — which careers to cover, how to score them, and what to recommend — are not influenced by advertisers, affiliate partners, or sponsors. No entity pays to be included in or excluded from an assessment result. See our About page for more.
Affiliate Disclosure
Some links on HandsOnPivot are affiliate links — meaning we may earn a commission if you purchase through them, at no additional cost to you. Affiliate relationships do not influence which careers we cover or how we score them. We only link to training providers we have evaluated independently. See our full Affiliate Transparency page for details.