Our methodology
Where the data comes from
Every resume example and occupation guide on Mokaru is grounded in authoritative occupation data. Skills, daily tasks, required knowledge areas, and education levels come from the U.S. Department of Labor's O*NET database, the federal source used by job sites, schools, and workforce agencies. Wage ranges, employment levels, and growth projections come from the U.S. Bureau of Labor Statistics.
How the guides are written
For every occupation we cover, we compile the official data above into a single page: what the role does, the skills employers ask for, salary expectations, related careers, and practical resume advice. We use automated tooling to keep this research consistent across roles, and we review the output for accuracy, clarity, and tone. We do not invent statistics, employers, or trends. If a number is on the page, it traces back to O*NET or the BLS.
Resume tips and best practices
The do's, don'ts, FAQ, and example bullet points reflect what recruiters and ATS systems actually look for: relevant keywords, quantified outcomes, the right format for the role, and a length that matches the candidate's experience. We update guidance as hiring practices and ATS behavior evolve.
How our blog articles are written
Our career guides are drafted with the help of AI writing tools and edited by the Mokaru team. Statistics and survey results name a verifiable source, linked wherever the format allows; claims we cannot trace to a source are rewritten or removed. Articles by a named author, such as our job-market data studies, are based on Mokaru's own analysis of job listings and say how that data was collected.
Updates and corrections
Occupation and wage data are refreshed when the federal sources publish new releases. If you spot an inaccuracy on any page, email hello@mokaru.ai and we will look into it.