Read this before you make a decision.

WontReplace is an informational site. It is not professional career, financial, legal, or educational advice, and nothing here is a promise about any individual's job or future. Career and training choices are personal and high-stakes, so treat this as one input and do your own research, ideally with a qualified advisor.

The data

Pay, job outlook, and education come from the U.S. Bureau of Labor Statistics (May 2025 wage data and 2024 to 2034 projections) and O*NET, with the source linked on every career page. These are U.S. national figures; pay and licensing vary by state, employer, and over time, and BLS data is itself an estimate. We work to keep figures accurate and current, but we cannot guarantee they are error-free. Always confirm against the linked source before relying on a number.

The AI-resistance score

The WontReplace Index is our own editorial model, not a government statistic and not a measurement of certain truth. It blends real O*NET ratings with our structured judgment about how hard each role is to deploy AI into. It is a dated forecast that we re-score as AI changes, and reasonable experts (and the major published indices) disagree about the future of work. Do not treat the score as a guarantee that any career is safe, or unsafe. The full method, including every weight and source, is on the About page.

No liability

To the fullest extent permitted by law, WontReplace is provided "as is," without warranties of any kind, and we are not liable for any loss or decision made in reliance on the information here. External links are provided for reference and we are not responsible for their content.