Careers, compared.
554 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 95%BI Developer vs Data Analyst 77%Backend Developer vs Software Engineer 70%Mobile Developer vs Software Engineer 68%Penetration Tester vs Security Engineer 66%Data Analyst vs Data Scientist 65%Machine Learning Engineer vs Research Scientist 65%Data Engineer vs Database Administrator 64%Data Analyst vs Data Engineer 63%Backend Developer vs DevOps Engineer 62%Developer Advocate vs Sales Engineer 62%Data Analyst vs Product Analyst 61%Data Scientist vs Machine Learning Engineer 61%Network Engineer vs Security Engineer 61%Data Scientist vs Research Scientist 60%BI Developer vs Data Architect 58%DevOps Engineer vs Systems Administrator 57%AI Engineer vs Prompt Engineer 56%Backend Developer vs Mobile Developer 56%Data Engineer vs Solutions Architect 56%Design Technologist vs Product Designer 56%IT Support Specialist vs Systems Administrator 56%Product Analyst vs Product Manager 56%BI Developer vs Product Analyst 55%DevOps Engineer vs Security Engineer 55%Computer Vision Engineer vs Research Scientist 54%Data Annotator vs Sales Engineer 54%Developer Advocate vs Software Engineer 53%AI Engineer vs Developer Advocate 52%Software Engineer vs Solutions Architect 52%AI Engineer vs Machine Learning Engineer 51%DevOps Engineer vs Sales Engineer 49%AI Engineer vs Data Annotator 48%AI Engineer vs Solutions Architect 48%Frontend Developer vs Mobile Developer 48%Data Scientist vs Solutions Architect 48%Data Engineer vs Data Scientist 47%BI Developer vs Data Engineer 46%Data Engineer vs Product Analyst 46%Data Annotator vs Research Scientist 45%Data Annotator vs Data Scientist 45%Data Annotator vs Machine Learning Engineer 45%AI Engineer vs Sales Engineer 45%Data Scientist vs Database Administrator 45%Backend Developer vs Solutions Architect 44%Backend Developer vs Database Administrator 44%Data Annotator vs Statistician 44%DevOps Engineer vs Solutions Architect 44%Data Scientist vs Statistician 44%Data Annotator vs QA Engineer 43%AI Engineer vs Data Scientist 43%Game Developer vs Technical Artist 43%Data Analyst vs Solutions Architect 41%Data Analyst vs Management Consultant 40%Backend Developer vs Sales Engineer 40%Mobile Developer vs Sales Engineer 40%Product Analyst vs Sales Engineer 40%Backend Developer vs Data Engineer 39%Security Engineer vs Solutions Architect 39%Product Analyst vs Solutions Architect 39%BI Developer vs Business Analyst 38%DevOps Engineer vs Software Engineer 38%AI Engineer vs Software Engineer 38%Security Engineer vs Software Engineer 38%Data Annotator vs Prompt Engineer 37%Data Engineer vs Software Engineer 37%IT Support Specialist vs Network Engineer 37%Machine Learning Engineer vs MLOps Engineer 37%Security Engineer vs Systems Administrator 37%Data Engineer vs Security Engineer 37%Data Architect vs Software Engineer 37%AI Engineer vs Data Architect 36%Data Annotator vs MLOps Engineer 36%AI Engineer vs Data Engineer 36%Data Architect vs Machine Learning Engineer 36%Database Administrator vs DevOps Engineer 35%IT Support Specialist vs Security Engineer 35%MLOps Engineer vs Solutions Architect 34%Mobile Developer vs QA Engineer 33%Backend Developer vs Game Developer 33%Data Analyst vs Economist 33%Product Analyst vs Real Estate Developer 33%Data Analyst vs Machine Learning Engineer 31%Design Technologist vs UX Designer 31%Developer Advocate vs Marketing Manager 31%DevOps Engineer vs IT Support Specialist 31%Game Developer vs Robotics Engineer 31%Machine Learning Engineer vs Product Analyst 31%IT Support Specialist vs Technical Writer 31%AI Engineer vs QA Engineer 31%Developer Advocate vs IT Support Specialist 31%IT Support Specialist vs Management Consultant 31%Computer Vision Engineer vs Data Annotator 30%IT Support Specialist vs Penetration Tester 30%Data Architect vs Management Consultant 30%Database Administrator vs IT Support Specialist 30%BI Developer vs Management Consultant 29%Network Engineer vs Systems Administrator 29%Prompt Engineer vs Solutions Architect 29%Data Analyst vs Software Engineer 28%BI Developer vs Economist 28%Developer Advocate vs Mobile Developer 28%Prompt Engineer vs QA Engineer 28%AI Engineer vs Database Administrator 28%BI Developer vs Growth Marketer 28%Data Architect vs Market Researcher 28%Developer Advocate vs Real Estate Developer 28%IT Support Specialist vs Robotics Technician 27%Database Administrator vs Systems Administrator 26%Developer Advocate vs Penetration Tester 26%Developer Advocate vs Research Scientist 26%Penetration Tester vs Systems Administrator 26%Data Analyst vs Statistician 26%Data Analyst vs Product Manager 26%Database Administrator vs MLOps Engineer 26%QA Engineer vs Robotics Engineer 26%Developer Advocate vs Economist 25%IT Support Specialist vs QA Engineer 25%Data Analyst vs Financial Analyst 25%Data Annotator vs Security Engineer 25%Database Administrator vs Security Engineer 25%Data Analyst vs QA Engineer 24%Developer Advocate vs Prompt Engineer 24%Data Engineer vs QA Engineer 24%AI Engineer vs Mobile Developer 24%Developer Advocate vs Growth Marketer 24%Developer Advocate vs Social Media Manager 23%DevOps Engineer vs Mobile Developer 23%BI Developer vs Software Engineer 22%Database Administrator vs Product Analyst 22%Design Technologist vs Developer Advocate 22%Game Developer vs Mechanical Engineer 22%Product Analyst vs Statistician 22%Backend Developer vs Frontend Developer 21%Game Developer vs QA Engineer 21%Product Analyst vs QA Engineer 21%Data Annotator vs Developer Advocate 21%Developer Advocate vs Ux Researcher 21%Network Engineer vs Penetration Tester 20%MLOps Engineer vs Prompt Engineer 20%BI Developer vs QA Engineer 18%Penetration Tester vs Research Scientist 18%Backend Developer vs BI Developer 17%Data Annotator vs Robotics Engineer 17%Game Developer vs Mobile Developer 17%Penetration Tester vs Prompt Engineer 17%Data Annotator vs Economist 17%Mobile Developer vs Penetration Tester 17%BI Developer vs Machine Learning Engineer 16%Database Administrator vs Penetration Tester 16%Data Annotator vs Data Architect 16%Data Annotator vs Game Designer 12%Business
Account Executive vs Sales Representative 85%Supply Chain Analyst vs Warehouse Manager 83%Account Executive vs Real Estate Developer 72%Account Executive vs Customer Success Manager 66%Account Executive vs Real Estate Agent 64%Growth Marketer vs Marketing Manager 64%Real Estate Agent vs Sales Representative 64%Business Analyst vs Operations Manager 60%Executive Assistant vs Real Estate Developer 60%Business Analyst vs Project Manager 59%Operations Manager vs Robotics Technician 59%Business Analyst vs Data Analyst 56%Customer Support Specialist vs Executive Assistant 56%Management Consultant vs Project Manager 56%Executive Assistant vs Sales Representative 55%Management Consultant vs Operations Manager 55%Real Estate Developer vs Sales Representative 55%Growth Marketer vs Operations Manager 53%Customer Success Manager vs Operations Manager 53%Marketing Manager vs Real Estate Developer 53%Operations Manager vs Product Analyst 53%Business Analyst vs Product Analyst 51%Sales Engineer vs Software Engineer 50%Operations Manager vs Real Estate Developer 50%Account Executive vs Marketing Manager 49%Business Analyst vs Management Consultant 49%Event Planner vs Executive Assistant 49%Operations Manager vs Warehouse Manager 49%Executive Assistant vs Operations Manager 48%Growth Marketer vs Product Analyst 47%Customer Success Manager vs Sales Representative 47%Product Manager vs Sales Engineer 47%Account Executive vs Management Consultant 46%Customer Success Manager vs Management Consultant 46%Event Planner vs Mobility Planner 46%HR Manager vs Operations Manager 46%Management Consultant vs Product Analyst 46%Customer Success Manager vs Real Estate Developer 46%Management Consultant vs Sales Engineer 46%Business Analyst vs Customer Success Manager 45%Customer Success Manager vs Project Manager 45%Market Researcher vs Statistician 45%Growth Marketer vs Management Consultant 44%Project Manager vs Real Estate Developer 44%Social Media Manager vs Video Editor 44%Business Analyst vs Financial Analyst 43%HR Manager vs Project Manager 43%Account Executive vs Actuary 43%Executive Assistant vs Market Researcher 42%Business Analyst vs Economist 41%Business Analyst vs Event Planner 41%Growth Marketer vs Product Manager 41%Account Executive vs Recruiter 41%Account Executive vs Corporate Trainer 41%Customer Success Manager vs Executive Assistant 40%Marketing Manager vs Product Manager 40%Market Researcher vs Ux Researcher 38%Customer Success Manager vs Product Manager 38%Operations Manager vs Sales Representative 38%Management Consultant vs Marketing Manager 37%Market Researcher vs Marketing Manager 37%Real Estate Agent vs Real Estate Developer 37%Business Analyst vs Robotics Technician 37%Operations Manager vs Supply Chain Analyst 37%Customer Success Manager vs HR Manager 36%Customer Success Manager vs Customer Support Specialist 36%Recruiter vs Supply Chain Analyst 36%Business Analyst vs Warehouse Manager 36%Customer Support Specialist vs IT Support Specialist 35%Management Consultant vs Product Manager 35%HR Manager vs Lawyer 34%Marketing Manager vs Ux Researcher 34%Product Manager vs Ux Researcher 34%Event Planner vs Sales Representative 34%Executive Assistant vs Management Consultant 34%Product Manager vs Solutions Architect 34%Customer Support Specialist vs Sales Representative 33%Project Manager vs Warehouse Manager 33%Business Analyst vs Growth Marketer 33%Event Planner vs Warehouse Manager 32%Marketing Manager vs SEO Specialist 32%Account Executive vs Event Planner 32%Business Analyst vs Database Administrator 32%Customer Success Manager vs Economist 32%Product Manager vs QA Engineer 32%Account Executive vs Customer Support Specialist 31%Customer Support Specialist vs Mobility Planner 31%Recruiter vs Sales Representative 31%Business Analyst vs HR Manager 30%Management Consultant vs Market Researcher 30%Marketing Manager vs Social Media Manager 30%Growth Marketer vs Market Researcher 30%Market Researcher vs Real Estate Developer 30%HR Manager vs Warehouse Manager 29%Growth Marketer vs Real Estate Developer 29%Marketing Manager vs Product Designer 29%Customer Success Manager vs Ux Researcher 28%Executive Assistant vs Mobility Planner 28%Marketing Manager vs Project Manager 28%Customer Success Manager vs Growth Marketer 28%Executive Assistant vs IT Support Specialist 28%Executive Assistant vs Supply Chain Analyst 28%HR Manager vs Product Manager 28%HR Manager vs Sales Representative 27%Executive Assistant vs Recruiter 26%Customer Success Manager vs Product Analyst 26%Market Researcher vs Research Scientist 26%Marketing Manager vs Research Scientist 26%HR Manager vs Recruiter 25%Marketing Manager vs Product Analyst 25%Customer Success Manager vs Recruiter 24%Customer Success Manager vs Warehouse Manager 24%Product Manager vs Project Manager 24%Customer Support Specialist vs HR Manager 23%Customer Support Specialist vs Event Planner 22%Recruiter vs Systems Administrator 22%Event Planner vs Supply Chain Analyst 20%Executive Assistant vs Research Scientist 20%Business Analyst vs Scrum Master 18%Executive Assistant vs Urban Planner 18%Event Planner vs HR Manager 17%Recruiter vs Social Media Manager 17%HR Manager vs Instructional Designer 16%Executive Assistant vs HR Manager 14%Healthcare
Nurse Practitioner vs Registered Nurse 94%Nurse Practitioner vs Physician 93%Genetic Counselor vs Psychologist 90%Physician vs Registered Nurse 84%Psychologist vs Social Worker 77%Pharmacist vs Registered Nurse 73%Pharmacist vs Physician 73%Medical Assistant vs Nurse Practitioner 71%Medical Assistant vs Registered Nurse 67%Nurse Practitioner vs Pharmacist 65%Psychologist vs Therapist / Counselor 64%Dental Hygienist vs Registered Nurse 61%Dental Hygienist vs Physician 61%Medical Assistant vs Pharmacist 61%Dental Hygienist vs Nurse Practitioner 60%Medical Assistant vs Physician 60%Genetic Counselor vs Social Worker 59%Nurse Practitioner vs Psychologist 58%Medical Assistant vs Medical Scribe 57%Social Worker vs Therapist / Counselor 56%Dietitian vs Registered Nurse 54%Dietitian vs Physician 54%Pharmacist vs Psychologist 54%Dental Hygienist vs Medical Assistant 53%Physician vs Therapist / Counselor 53%Physician vs Social Worker 52%Pharmacist vs Social Worker 50%Dietitian vs Social Worker 49%Medical Scribe vs Physician 48%Physician vs Psychologist 48%Dental Hygienist vs Pharmacist 47%Dietitian vs Nurse Practitioner 47%Nurse Practitioner vs Social Worker 47%Nurse Practitioner vs Therapist / Counselor 47%Clinical Research Coordinator vs Data Annotator 46%Registered Nurse vs Social Worker 43%Dietitian vs Pharmacist 42%Medical Scribe vs Psychologist 42%Dietitian vs Psychologist 41%Genetic Counselor vs Physician 41%Pharmacist vs Therapist / Counselor 41%Medical Scribe vs Registered Nurse 40%Clinical Research Coordinator vs Medical Writer 39%Registered Nurse vs Therapist / Counselor 39%Medical Assistant vs Social Worker 38%Dental Hygienist vs Dietitian 35%Dietitian vs Therapist / Counselor 35%Genetic Counselor vs Registered Nurse 33%Medical Scribe vs Therapist / Counselor 33%Medical Assistant vs Psychologist 33%Dental Hygienist vs Psychologist 32%Dental Hygienist vs Social Worker 29%Genetic Counselor vs Nurse Practitioner 29%Genetic Counselor vs Medical Assistant 28%Dental Hygienist vs Therapist / Counselor 17%Design
Product Designer vs UX Designer 91%Brand Designer vs Graphic Designer 68%Brand Designer vs Creative Director 57%Game Designer vs Game Developer 56%Creative Director vs Motion Designer 53%Motion Designer vs Video Editor 52%Graphic Designer vs Motion Designer 50%Product Designer vs Ux Researcher 50%Product Designer vs UX Writer 49%Game Designer vs Illustrator 45%Graphic Designer vs Video Editor 43%Creative Director vs Graphic Designer 42%Game Designer vs Technical Artist 40%Interior Designer vs MEP Engineer 40%Creative Director vs Illustrator 38%Game Designer vs Product Designer 37%Illustrator vs Technical Artist 36%Brand Designer vs Motion Designer 35%Creative Director vs Product Designer 34%Game Designer vs Product Manager 33%Brand Designer vs Product Designer 32%Brand Designer vs UX Designer 30%Game Designer vs Ux Researcher 29%Interior Designer vs Landscape Architect 29%Creative Director vs Project Manager 29%Interior Designer vs Structural Engineer 28%Graphic Designer vs Sales Representative 28%Interior Designer vs Project Manager 27%Graphic Designer vs Illustrator 26%Illustrator vs Motion Designer 26%Interior Designer vs Urban Planner 26%Game Designer vs UX Designer 25%Creative Director vs Marketing Manager 25%Industrial Designer vs Mechanical Engineer 24%UX Designer vs Ux Researcher 24%Creative Director vs UX Designer 23%Brand Designer vs Illustrator 22%Industrial Designer vs Technical Artist 21%Brand Designer vs Marketing Manager 21%Graphic Designer vs Product Designer 21%Creative Director vs Game Designer 20%Creative Director vs Ux Researcher 20%Game Designer vs Mobile Developer 20%Creative Director vs Industrial Designer 19%Brand Designer vs Content Strategist 19%Creative Director vs Interior Designer 18%Graphic Designer vs Marketing Manager 18%Brand Designer vs Executive Assistant 18%Creative Director vs Game Developer 17%Game Designer vs Marketing Manager 15%Photographer vs Video Editor 15%Graphic Designer vs UX Designer 13%Engineering
Industrial Engineer vs Robotics Technician 49%Human Factors Engineer vs Pilot 46%Civil Engineer vs Structural Engineer 40%Industrial Engineer vs IT Support Specialist 36%Civil Engineer vs Project Manager 35%Electrical Engineer vs Structural Engineer 34%Electrical Engineer vs MEP Engineer 34%Robotics Technician vs Warehouse Manager 32%Mechanical Engineer vs Structural Engineer 31%MEP Engineer vs Structural Engineer 31%Civil Engineer vs MEP Engineer 30%MEP Engineer vs VDC Manager 30%Aerospace Engineer vs VDC Manager 29%Electrical Engineer vs Mechanical Engineer 28%Aerospace Engineer vs Electrical Engineer 27%Civil Engineer vs Construction Manager 27%Aerospace Engineer vs Robotics Engineer 26%Civil Engineer vs Interior Designer 25%Civil Engineer vs Urban Planner 25%Robotics Technician vs Welder 25%Aerospace Engineer vs Industrial Engineer 24%Civil Engineer vs Landscape Architect 24%Civil Engineer vs Mechanical Engineer 23%Electrical Engineer vs Interior Designer 23%Robotics Engineer vs Robotics Technician 23%Aerospace Engineer vs Mechanical Engineer 22%Industrial Engineer vs Robotics Engineer 22%Structural Engineer vs Urban Planner 22%Industrial Engineer vs Research Scientist 22%Human Factors Engineer vs UX Designer 21%Industrial Engineer vs Technical Writer 21%Aerospace Engineer vs Game Designer 19%Aerospace Engineer vs Compliance Officer 18%Industrial Engineer vs Systems Administrator 17%Aerospace Engineer vs Research Scientist 17%Electrical Engineer vs Robotics Engineer 15%Industrial Engineer vs Mechanical Engineer 15%Electrical Engineer vs Robotics Technician 13%Aerospace Engineer vs Statistician 12%Finance
Accountant vs Financial Controller 82%Compliance Officer vs Lawyer 78%Financial Controller vs Financial Analyst 71%Accountant vs Financial Analyst 53%Actuary vs Data Scientist 53%Actuary vs Financial Analyst 49%Bookkeeper vs Financial Analyst 44%Accountant vs Auditor 40%Actuary vs Operations Manager 40%Actuary vs Management Consultant 36%Actuary vs Market Researcher 35%Auditor vs Financial Controller 35%Actuary vs Economist 33%Actuary vs Business Analyst 32%Compliance Officer vs IT Support Specialist 31%Compliance Officer vs Real Estate Developer 31%Compliance Officer vs Financial Analyst 30%Financial Analyst vs Instructional Designer 29%Financial Analyst vs Management Consultant 29%Auditor vs Compliance Officer 26%Financial Analyst vs Product Analyst 26%Compliance Officer vs Industrial Engineer 25%Accountant vs Economist 23%Actuary vs Lawyer 22%Actuary vs Auditor 21%Accountant vs Actuary 20%Actuary vs Statistician 18%Compliance Officer vs Economist 18%Compliance Officer vs Warehouse Manager 17%Compliance Officer vs Construction Manager 16%Compliance Officer vs Financial Controller 16%Compliance Officer vs Technical Writer 16%Auditor vs Industrial Engineer 15%Compliance Officer vs Paralegal 15%Accountant vs Recruiter 14%Architecture
BIM Manager vs MEP Engineer 72%Landscape Architect vs Urban Planner 70%Architectural Drafter vs MEP Engineer 65%Architect vs BIM Manager 61%Mobility Planner vs Supply Chain Analyst 61%Architect vs Interior Designer 58%Building Performance Analyst vs Sustainability Consultant 57%Architect vs MEP Engineer 54%Architect vs Architectural Drafter 53%Architectural Drafter vs BIM Manager 53%Architect vs Structural Engineer 47%Architect vs Landscape Architect 46%Building Envelope Consultant vs Building Surveyor 42%Architect vs Civil Engineer 41%Architectural Drafter vs Interior Designer 40%BIM Manager vs Interior Designer 38%BIM Manager vs Civil Engineer 37%BIM Manager vs Structural Engineer 34%BIM Manager vs Electrical Engineer 33%Architect vs Electrical Engineer 31%Architect vs Project Manager 31%Mobility Planner vs Project Manager 30%Architect vs Construction Manager 28%Landscape Architect vs Structural Engineer 27%Architectural Drafter vs Mechanical Engineer 24%Architectural Drafter vs Electrical Engineer 23%Architect vs VDC Manager 23%Architectural Drafter vs Landscape Architect 22%Architectural Drafter vs Structural Engineer 22%Architectural Drafter vs Industrial Designer 21%Building Performance Analyst vs Electrical Engineer 21%Landscape Architect vs MEP Engineer 21%Architectural Drafter vs Civil Engineer 21%Trades
Plumber vs Welder 71%Automotive Technician vs Electrician 68%Automotive Technician vs Maintenance Technician 55%Automotive Technician vs Plumber 52%Electrician vs Plumber 44%Maintenance Technician vs Robotics Technician 40%Maintenance Technician vs Plumber 35%Automotive Technician vs Robotics Technician 34%Electrician vs Welder 31%Automotive Technician vs HVAC Technician 30%HVAC Technician vs Maintenance Technician 30%Plumber vs Robotics Technician 30%Electrician vs Robotics Technician 28%Automotive Technician vs Welder 26%Automotive Technician vs Mobility Planner 25%HVAC Technician vs Mobility Planner 22%Construction
Construction Manager vs Project Manager 58%Construction Manager vs Event Planner 35%Construction Manager vs Real Estate Developer 34%Construction Manager vs Supply Chain Analyst 33%Construction Manager vs Customer Success Manager 33%Construction Manager vs Mobility Planner 27%Construction Manager vs Structural Engineer 26%Construction Manager vs HR Manager 24%Construction Manager vs Warehouse Manager 22%Construction Manager vs HVAC Technician 19%Construction Manager vs Landscape Architect 19%Construction Manager vs Industrial Engineer 18%Education
Teacher vs Tutor 60%Teaching Assistant vs Tutor 60%Corporate Trainer vs Instructional Designer 54%Professor / Lecturer vs Tutor 51%Corporate Trainer vs Librarian 45%Corporate Trainer vs Customer Success Manager 38%Corporate Trainer vs HR Manager 37%Corporate Trainer vs Event Planner 33%Corporate Trainer vs Executive Assistant 32%Instructional Designer vs Professor / Lecturer 19%Science
Economist vs Market Researcher 49%Economist vs Real Estate Developer 48%Research Scientist vs Robotics Engineer 39%Economist vs Statistician 36%Economist vs Product Manager 36%Research Scientist vs Solutions Architect 35%Economist vs IT Support Specialist 33%Economist vs Marketing Manager 25%Research Scientist vs Security Engineer 21%Economist vs Ux Researcher 21%Writing
Content Strategist vs Copywriter 63%Content Strategist vs Social Media Manager 53%Content Strategist vs Marketing Manager 46%Copywriter vs Marketing Manager 38%Content Strategist vs SEO Specialist 37%Copywriter vs Growth Marketer 33%Copywriter vs UX Writer 20%Content Strategist vs Technical Writer 19%Content Strategist vs Developer Advocate 19%Hospitality
Chef vs Cook 70%Chef vs HR Manager 19%Chef vs Construction Manager 15%Legal
Lawyer vs Paralegal 74%Lawyer vs Recruiter 35%Transport
Drone Pilot vs Photographer 40%Drone Pilot vs Video Editor 39%A pair earns a page only when the skill overlap is measured in at least one direction from live postings. 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.
© 2026 PivotHopReal data, real career moves