Careers, compared.
312 side-by-side comparisons, each measured from both occupations' own live postings: the posted salary bands, skill readiness in both directions, the shared core, and which way the switch is easier. No quiz logic: the same numbers the instrument runs on.
Technology
Data Architect vs Data Engineer 91%BI Developer vs Data Analyst 80%Data Scientist vs Machine Learning Engineer 70%Network Engineer vs Security Engineer 70%Penetration Tester vs Security Engineer 70%Backend Developer vs Software Engineer 68%Mobile Developer vs Software Engineer 68%AI Engineer vs Prompt Engineer 63%Data Analyst vs Product Analyst 63%DevOps Engineer vs Systems Administrator 62%Frontend Developer vs Mobile Developer 62%Data Analyst vs Data Scientist 61%Network Engineer vs Systems Administrator 61%BI Developer vs Product Analyst 60%AI Engineer vs Machine Learning Engineer 59%Data Engineer vs Database Administrator 59%Data Architect vs Solutions Architect 58%Developer Advocate vs Sales Engineer 58%Backend Developer vs Mobile Developer 57%Data Analyst vs Data Engineer 57%Data Scientist vs Product Analyst 57%Data Engineer vs Solutions Architect 56%Data Scientist vs Research Scientist 55%Game Developer vs XR Prototyper 55%BI Developer vs Data Architect 54%IT Support Specialist vs Network Engineer 54%MLOps Engineer vs Solutions Architect 53%DevOps Engineer vs Solutions Architect 51%DevOps Engineer vs Network Engineer 51%AI Engineer vs MLOps Engineer 50%AI Engineer vs Solutions Architect 49%Machine Learning Engineer vs MLOps Engineer 49%QA Engineer vs Software Engineer 49%BI Developer vs Data Engineer 48%Machine Learning Engineer vs Prompt Engineer 48%BI Developer vs Database Administrator 47%Machine Learning Engineer vs NLP Engineer 47%Security Engineer vs Systems Administrator 47%AI Engineer vs Developer Advocate 45%Backend Developer vs DevOps Engineer 45%Developer Advocate vs Software Engineer 45%DevOps Engineer vs Software Engineer 43%IT Support Specialist vs Systems Administrator 43%Data Engineer vs Product Analyst 42%AI Engineer vs Data Scientist 42%Software Engineer vs Solutions Architect 42%Frontend Developer vs Software Engineer 41%IT Support Specialist vs Security Engineer 41%Backend Developer vs QA Engineer 40%Frontend Developer vs QA Engineer 40%Game Developer vs Technical Artist 40%AI Engineer vs NLP Engineer 40%Data Annotator vs NLP Engineer 40%Creative Technologist vs Design Technologist 38%Data Architect vs Product Analyst 38%Backend Developer vs Data Engineer 37%Data Scientist vs MLOps Engineer 37%Data Architect vs Machine Learning Engineer 37%BI Developer vs Business Analyst 36%DevOps Engineer vs MLOps Engineer 36%Data Engineer vs DevOps Engineer 36%DevOps Engineer vs IT Support Specialist 35%Network Engineer vs Penetration Tester 35%Data Architect vs DevOps Engineer 35%Data Engineer vs Data Scientist 35%Database Administrator vs Network Engineer 34%IT Support Specialist vs Solutions Architect 34%AI Engineer vs Data Engineer 34%Creative Technologist vs Prompt Engineer 33%IT Support Specialist vs Penetration Tester 33%Data Engineer vs Security Engineer 33%Product Analyst vs Solutions Architect 33%Database Administrator vs Systems Administrator 32%DevOps Engineer vs Security Engineer 32%AI Engineer vs Design Technologist 32%AI Engineer vs Software Engineer 32%Data Scientist vs Prompt Engineer 32%Data Analyst vs Database Administrator 31%Backend Developer vs Systems Administrator 31%Backend Developer vs MLOps Engineer 31%Database Administrator vs MLOps Engineer 31%Security Engineer vs Software Engineer 31%Data Analyst vs Machine Learning Engineer 30%AI Engineer vs Data Architect 30%Data Engineer vs Software Engineer 30%IT Support Specialist vs QA Engineer 30%MLOps Engineer vs Systems Administrator 30%Backend Developer vs Frontend Developer 29%Penetration Tester vs Solutions Architect 28%Data Scientist vs Solutions Architect 28%Machine Learning Engineer vs Research Scientist 22%IT Support Specialist vs Technical Writer 16%Product Analyst vs Product Manager payBusiness
Account Executive vs Sales Representative 88%Account Executive vs Customer Success Manager 80%AI Product Manager vs Product Manager 77%Supply Chain Analyst vs Warehouse Manager 76%Growth Marketer vs Marketing Manager 69%Management Consultant vs Project Manager 61%Business Analyst vs Project Manager 59%Business Analyst vs Management Consultant 58%Customer Success Manager vs Sales Representative 57%Business Analyst vs Operations Manager 55%Business Analyst vs Product Analyst 53%Management Consultant vs Sales Representative 52%Growth Marketer vs Product Analyst 51%Management Consultant vs Operations Manager 50%Customer Success Manager vs Operations Manager 48%Growth Marketer vs Sales Representative 48%Account Executive vs Growth Marketer 46%Marketing Manager vs Social Media Manager 46%HR Manager vs Recruiter 45%Operations Manager vs Project Manager 45%Business Analyst vs Supply Chain Analyst 45%Account Executive vs Marketing Manager 44%Business Analyst vs Data Analyst 43%Customer Support Specialist vs Sales Representative 42%Growth Marketer vs SEO Specialist 40%Business Analyst vs Product Manager 39%Operations Manager vs Supply Chain Analyst 39%Account Executive vs Recruiter 39%Customer Success Manager vs Marketing Manager 38%Customer Support Specialist vs Project Manager 38%Event Planner vs Operations Manager 38%Growth Marketer vs Product Manager 38%Operations Manager vs Product Manager 38%Customer Success Manager vs Product Manager 38%Operations Manager vs Warehouse Manager 37%Marketing Manager vs SEO Specialist 36%Management Consultant vs Product Manager 35%SEO Specialist vs Social Media Manager 34%Growth Marketer vs Social Media Manager 34%Account Executive vs Customer Support Specialist 33%HR Manager vs Management Consultant 33%AI Product Manager vs Sales Engineer 33%Customer Support Specialist vs Recruiter 32%Business Analyst vs Market Researcher 32%Business Analyst vs Scrum Master 31%Customer Success Manager vs UX Researcher 31%Market Researcher vs UX Researcher 31%Marketing Manager vs Operations Manager 31%AI Product Manager vs Growth Marketer 31%Business Analyst vs Real Estate Developer 31%HR Manager vs Supply Chain Analyst 31%Marketing Manager vs Product Manager 30%Business Analyst vs Recruiter 30%Event Planner vs Real Estate Developer 30%Sales Engineer vs Software Engineer 29%Product Manager vs Project Manager 27%Marketing Manager vs Product Designer payManagement Consultant vs Real Estate Developer payHealthcare
Social Worker vs Therapist / Counselor 91%Psychologist vs Social Worker 86%Genetic Counselor vs Therapist / Counselor 76%Psychologist vs Therapist / Counselor 74%Dietitian vs Psychologist 73%Medical Assistant vs Registered Nurse 73%Medical Assistant vs Physician 73%Dietitian vs Therapist / Counselor 71%Medical Scribe vs Therapist / Counselor 68%Medical Assistant vs Nurse Practitioner 64%Nurse Practitioner vs Physician 64%Genetic Counselor vs Psychologist 61%Medical Assistant vs Pharmacist 54%Medical Assistant vs Physical Therapist 54%Dietitian vs Pharmacist 52%Dental Hygienist vs Medical Scribe 51%Dietitian vs Nurse Practitioner 51%Dietitian vs Social Worker 50%Nurse Practitioner vs Therapist / Counselor 50%Nurse Practitioner vs Registered Nurse 49%Nurse Practitioner vs Psychologist 49%Medical Assistant vs Medical Scribe 48%Nurse Practitioner vs Pharmacist 47%Dietitian vs Genetic Counselor 46%Dental Hygienist vs Dietitian 45%Medical Scribe vs Pharmacist 45%Dental Hygienist vs Paramedic 43%Dental Hygienist vs Medical Assistant 43%Medical Assistant vs Paramedic 43%Nurse Practitioner vs Social Worker 43%Physical Therapist vs Physician 42%Paramedic vs Pharmacist 39%Dental Hygienist vs Health Informatics Specialist 37%Dietitian vs Physician 36%Physician vs Psychologist 36%Health Informatics Specialist vs Pharmacist 35%Dietitian vs Medical Assistant 35%Medical Scribe vs Psychologist 34%Pharmacist vs Physician 33%Dietitian vs Health Informatics Specialist 31%Dietitian vs Medical Scribe 31%Dental Hygienist vs Nurse Practitioner 30%Dental Hygienist vs Social Worker 20%Health Informatics Specialist vs Therapist / Counselor 10%Physical Therapist vs Registered Nurse payPsychologist vs Registered Nurse payParamedic vs Registered Nurse payDental Hygienist vs Physical Therapist payParamedic vs Physician payHealth Informatics Specialist vs Physician payDesign
Brand Designer vs Graphic Designer 82%Product Designer vs UX Designer 82%Brand Designer vs Creative Director 70%Graphic Designer vs Motion Designer 66%Brand Designer vs Set Designer 62%3D Modeler vs Visualization Artist 56%Creative Director vs Graphic Designer 54%Graphic Designer vs Set Designer 54%Design Systems Lead vs Product Designer 51%Product Designer vs UX Researcher 51%Motion Designer vs Video Editor 48%Game Designer vs Game Developer 47%Design Systems Lead vs UX Designer 46%Graphic Designer vs Video Editor 46%Creative Director vs Set Designer 45%Industrial Designer vs Mechanical Engineer 45%Graphic Designer vs Visualization Artist 44%Motion Designer vs Set Designer 44%Creative Director vs Product Designer 41%Game Designer vs Product Designer 40%Brand Designer vs Product Designer 39%Graphic Designer vs Illustrator 38%Industrial Designer vs Visualization Artist 37%Brand Designer vs Illustrator 35%3D Modeler vs Industrial Designer 34%Creative Director vs Video Editor 34%UX Designer vs UX Researcher 33%Photographer vs Video Editor 32%Conversation Designer vs Product Designer 31%Game Designer vs UX Designer 27%3D Modeler vs Graphic Designer 24%Creative Director vs UX Designer 24%Industrial Designer vs Product Designer 23%Graphic Designer vs Product Designer 17%Graphic Designer vs UX Designer 13%Graphic Designer vs Marketing Manager payFinance
Financial Controller vs Financial Analyst 86%Accountant vs Financial Controller 83%Accountant vs Bookkeeper 73%Accountant vs Financial Analyst 58%Bookkeeper vs Financial Controller 58%Actuary vs Underwriter 55%Compliance Officer vs Lawyer 54%Bookkeeper vs Financial Analyst 51%Actuary vs Financial Analyst 50%Accountant vs Auditor 45%Accountant vs Forensic Accountant 44%Actuary vs Economist 42%Auditor vs Financial Analyst 41%Auditor vs Financial Controller 39%Auditor vs Compliance Officer 37%Auditor vs Forensic Accountant 35%Actuary vs Data Scientist 34%Compliance Officer vs Financial Analyst 34%Actuary vs Auditor 33%Compliance Officer vs Forensic Accountant 33%Actuary vs Statistician 31%Financial Analyst vs Forensic Accountant 30%Accountant vs Actuary 24%Actuary vs Operations Manager 16%Compliance Officer vs Construction Manager payEngineering
Chemical Engineer vs Industrial Engineer 51%Electrical Engineer vs MEP Engineer 42%Mechanical Engineer vs MEP Engineer 40%Electrical Engineer vs Mechanical Engineer 39%Industrial Engineer vs Robotics Technician 38%MEP Engineer vs Structural Engineer 38%Industrial Engineer vs Mechanical Engineer 36%Aerospace Engineer vs Robotics Engineer 31%Mechanical Engineer vs Structural Engineer 31%Aerospace Engineer vs Mechanical Engineer 28%Civil Engineer vs Mechanical Engineer 20%Aerospace Engineer vs Electrical Engineer 19%Aerospace Engineer vs Industrial Engineer 19%Human Factors Engineer vs UX Designer 15%Robotics Engineer vs Robotics Technician payArchitecture
BIM Manager vs VDC Manager 72%Architect vs Interior Designer 60%Architect vs Architectural Drafter 60%Architect vs MEP Engineer 57%Building Performance Analyst vs Sustainability Consultant 47%Architect vs BIM Manager 46%Architect vs Structural Engineer 42%Architectural Drafter vs MEP Engineer 41%BIM Manager vs MEP Engineer 33%Building Envelope Consultant vs MEP Engineer 32%Building Envelope Consultant vs Structural Engineer 31%Architectural Drafter vs Industrial Designer 16%Writing
Content Strategist vs Copywriter 73%Content Strategist vs SEO Specialist 49%Content Strategist vs Social Media Manager 48%Copywriter vs Ux Writer 25%Copywriter vs Content Strategist payContent Strategist vs Technical Writer payScience
Economist vs Market Researcher 46%Economist vs Statistician 45%Economist vs Research Scientist 33%Economist vs IT Support Specialist 24%Economist vs Product Manager payTrades
Automotive Technician vs Welder 30%Electrician vs Solar Installer 30%Automotive Technician vs Plumber 29%Electrician vs Plumber payElectrician vs Welder payEducation
Teacher vs Teaching Assistant 81%Professor / Lecturer vs Tutor 72%Corporate Trainer vs Instructional Designer 60%Instructional Designer vs Teacher payLegal
Lawyer vs Paralegal 72%Hospitality
Chef vs Cook 66%Construction
Construction Manager vs Project Manager 36%A pair earns a page when the skill overlap is measured in at least one direction from live postings, or when people demonstrably weigh the two together; those pages compare pay and boards and say plainly that readiness could not be scored (the label reads “pay”). Bands are posted 25th–75th percentiles; readiness is coverage of the destination’s posting-skill demand. Refreshed with the nightly scrape. Not sure where you stand? Run the instrument.
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