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Sources

Everything cited anywhere on this site, generated from the pages themselves so it cannot drift out of date.

187 distinct sources across 62 career pages. Labels marked reported or estimated are not measured statistics — what the labels mean.

BLS

NHS

O*NET

SCFHS

UK NCS

peer-reviewed study

reported

  • Consistently described across actuarial trainee and qualified practitioner accountsaccessed 2026-08-16 · used on Actuary
  • Consistently described across aerospace engineering practitioner and graduate accountsaccessed 2026-08-17 · used on Aerospace Engineer
  • Consistently described across controller, training-provider and aviation authority accountsaccessed 2026-09-05 · used on Air Traffic Controller
  • Consistently described across licensed aircraft engineer, airline and MRO accountsaccessed 2026-09-06 · used on Aircraft Maintenance Engineer
  • Consistently described across commercial pilot training and line-flying accountsaccessed 2026-08-16 · used on Airline Pilot
  • Saudi government health-practitioner pay cadre (كادر الأطباء), as consistently described across Saudi salary guidesaccessed 2026-08-16 · used on Anesthesiologist
  • Consistently described across architecture student and practitioner accountsaccessed 2026-08-17 · used on Architect
  • Consistently described across biomedical engineering practitioner and graduate accountsaccessed 2026-08-18 · used on Biomedical Engineer
  • Consistently described across chemical and process engineering practitioner accountsaccessed 2026-08-17 · used on Chemical Engineer
  • Consistently described across civil engineering practitioner and graduate accountsaccessed 2026-08-16 · used on Civil Engineer
  • Consistently described across clinical psychology trainee and practitioner accountsaccessed 2026-08-17 · used on Clinical Psychologist
  • Consistently described across compliance and financial crime practitioner accountsaccessed 2026-08-17 · used on Compliance Officer
  • Consistently described across corporate law associate and trainee accountsaccessed 2026-08-17 · used on Corporate Lawyer
  • Consistently described across data engineering practitioner and hiring accountsaccessed 2026-09-05 · used on Data Engineer
  • Consistently described across data science practitioner and hiring accountsaccessed 2026-08-17 · used on Data Scientist
  • Consistently described across defence engineering practitioner accountsaccessed 2026-08-17 · used on Defence Systems Engineer
  • Consistently described across dental practitioner and student accountsaccessed 2026-08-17 · used on Dentist
  • Consistently described across economics graduate and practitioner accountsaccessed 2026-08-17 · used on Economist
  • Consistently described across electrical engineering practitioner and graduate accountsaccessed 2026-08-17 · used on Electrical Engineer
  • Consistently described across electrician apprenticeship and trade accountsaccessed 2026-08-16 · used on Electrician
  • Consistently described across emergency medicine trainee and consultant accountsaccessed 2026-08-17 · used on Emergency Physician
  • Consistently described across public health and epidemiology practitioner accountsaccessed 2026-08-17 · used on Epidemiologist
  • Consistently described across audit trainee and qualified accountant accountsaccessed 2026-08-17 · used on External Auditor
  • Consistently described across forensic accounting and fraud investigation practitioner accountsaccessed 2026-08-17 · used on Forensic Accountant
  • Consistently described across general practice trainee and practitioner accountsaccessed 2026-08-17 · used on General Practitioner
  • Consistently described across surgical trainee and consultant accountsaccessed 2026-08-17 · used on General Surgeon
  • Consistently described across geoscience practitioner and graduate accountsaccessed 2026-08-17 · used on Geologist
  • Consistently described across investment banking analyst and associate accountsaccessed 2026-08-17 · used on Investment Banker
  • Consistently described across journalism practitioner and trainee accountsaccessed 2026-08-17 · used on Journalist
  • Consistently described across litigation and advocacy practitioner accountsaccessed 2026-08-17 · used on Litigator
  • Consistently described across machine learning engineering practitioner and hiring accountsaccessed 2026-09-05 · used on Machine Learning Engineer
  • Consistently described across management consulting practitioner and graduate accountsaccessed 2026-08-17 · used on Management Consultant
  • Consistently described across mechanical engineering practitioner and graduate accountsaccessed 2026-08-17 · used on Mechanical Engineer
  • Consistently described across merchant navy cadet and officer accountsaccessed 2026-08-16 · used on Merchant Navy Deck Officer
  • Consistently described across nurse practitioner, advanced practice and health workforce accountsaccessed 2026-09-06 · used on Nurse Practitioner
  • Consistently described across occupational therapy practitioner and professional body accountsaccessed 2026-09-06 · used on Occupational Therapist
  • Consistently described across orthotics and prosthetics practitioner accountsaccessed 2026-08-16 · used on Orthotist & Prosthetist
  • Consistently described across paramedic, ambulance service and emergency medical services accountsaccessed 2026-09-05 · used on Paramedic
  • Consistently described across petroleum engineering practitioner and graduate accountsaccessed 2026-08-17 · used on Petroleum Engineer
  • Consistently described across pharmaceutical research and biotech practitioner accountsaccessed 2026-08-17 · used on Pharmaceutical Scientist
  • Consistently described across pharmacy student and practitioner accountsaccessed 2026-08-17 · used on Pharmacist
  • Consistently described across physics graduate and research practitioner accountsaccessed 2026-08-17 · used on Physicist
  • Consistently described across physiotherapy practitioner and student accountsaccessed 2026-08-17 · used on Physiotherapist
  • Consistently described across policy analyst and government adviser accountsaccessed 2026-08-18 · used on Policy Analyst
  • Consistently described across psychiatry trainee and consultant accountsaccessed 2026-08-17 · used on Psychiatrist
  • Consistently described across quantitative finance practitioner and graduate accountsaccessed 2026-08-18 · used on Quantitative Analyst
  • Consistently described across radiographer, imaging department and professional body accountsaccessed 2026-09-06 · used on Radiographer
  • Consistently described across radiology trainee and consultant accountsaccessed 2026-08-17 · used on Radiologist
  • Consistently described across nursing practitioner and student accountsaccessed 2026-08-16 · used on Registered Nurse
  • Consistently described across regulatory inspection and enforcement practitioner accountsaccessed 2026-08-17 · used on Regulatory Inspector
  • Consistently described across renewable energy engineering practitioner accountsaccessed 2026-08-18 · used on Renewable Energy Engineer
  • Consistently described across petroleum and reservoir engineering practitioner accountsaccessed 2026-08-17 · used on Reservoir Engineer
  • Consistently described across robotics and industrial automation practitioner accountsaccessed 2026-09-05 · used on Robotics Engineer
  • Consistently described across secondary teaching practitioner and trainee accountsaccessed 2026-08-17 · used on Secondary School Teacher
  • Consistently described across security operations practitioner and hiring accountsaccessed 2026-08-17 · used on Security Operations Analyst
  • Consistently described across software engineering practitioner and hiring accountsaccessed 2026-08-16 · used on Software Engineer
  • Consistently described across speech and language therapy practitioner and professional body accountsaccessed 2026-09-06 · used on Speech and Language Therapist
  • Consistently described across statistical practitioner, academic and public-sector accountsaccessed 2026-09-05 · used on Statistician
  • Consistently described across structural engineering practitioner and graduate accountsaccessed 2026-08-17 · used on Structural Engineer
  • Consistently described across urban planning practitioner, municipal and consultancy accountsaccessed 2026-09-06 · used on Urban Planner
  • Consistently described across UX and product design practitioner and hiring accountsaccessed 2026-08-17 · used on UX Designer
  • Consistently described across veterinary practitioner, professional body and graduate accountsaccessed 2026-09-05 · used on Veterinarian

Databases this site is built on

Two datasets do most of the structural work and deserve naming even where an individual page does not cite them directly.

  • O*NET Database — the US occupational database, published by the National Center for O*NET Development under sponsorship of the US Department of Labor. Used for task descriptions, education levels, occupational relatedness and alternate job titles.
  • Occupational Employment and Wage Statistics — US Bureau of Labor Statistics. Used for US wage percentiles and employment counts, retrieved through the BLS public API.

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