# Role Resilience Index

> Automation exposure audits for 36 occupations, each scored by decomposing the role into tasks and assessing each task against current AI capability.

- **Software Engineer** — 48% substitution probability, moderate risk, stable outlook.
  https://jobsecuritymeter.com/roles/software-engineer (machine view: https://jobsecuritymeter.com/md/roles/software-engineer)
- **Product Manager** — 18% substitution probability, low risk, rising outlook.
  https://jobsecuritymeter.com/roles/product-manager (machine view: https://jobsecuritymeter.com/md/roles/product-manager)
- **UX/UI Designer** — 32% substitution probability, moderate risk, stable outlook.
  https://jobsecuritymeter.com/roles/ux-ui-designer (machine view: https://jobsecuritymeter.com/md/roles/ux-ui-designer)
- **Data Scientist** — 52% substitution probability, moderate risk, rising outlook.
  https://jobsecuritymeter.com/roles/data-scientist (machine view: https://jobsecuritymeter.com/md/roles/data-scientist)
- **Data Analyst** — 75% substitution probability, high risk, contracting outlook.
  https://jobsecuritymeter.com/roles/data-analyst (machine view: https://jobsecuritymeter.com/md/roles/data-analyst)
- **DevOps Engineer** — 28% substitution probability, low risk, rising outlook.
  https://jobsecuritymeter.com/roles/devops-engineer (machine view: https://jobsecuritymeter.com/md/roles/devops-engineer)
- **Financial Analyst** — 68% substitution probability, high risk, contracting outlook.
  https://jobsecuritymeter.com/roles/financial-analyst (machine view: https://jobsecuritymeter.com/md/roles/financial-analyst)
- **Investment Banker** — 38% substitution probability, moderate risk, stable outlook.
  https://jobsecuritymeter.com/roles/investment-banker (machine view: https://jobsecuritymeter.com/md/roles/investment-banker)
- **Accountant** — 92% substitution probability, high risk, contracting outlook.
  https://jobsecuritymeter.com/roles/accountant (machine view: https://jobsecuritymeter.com/md/roles/accountant)
- **Management Consultant** — 28% substitution probability, low risk, stable outlook.
  https://jobsecuritymeter.com/roles/management-consultant (machine view: https://jobsecuritymeter.com/md/roles/management-consultant)
- **HR Manager** — 15% substitution probability, low risk, rising outlook.
  https://jobsecuritymeter.com/roles/hr-manager (machine view: https://jobsecuritymeter.com/md/roles/hr-manager)
- **Marketing Manager** — 45% substitution probability, moderate risk, stable outlook.
  https://jobsecuritymeter.com/roles/marketing-manager (machine view: https://jobsecuritymeter.com/md/roles/marketing-manager)
- **Content Creator** — 66% substitution probability, moderate risk, rising outlook.
  https://jobsecuritymeter.com/roles/content-creator (machine view: https://jobsecuritymeter.com/md/roles/content-creator)
- **Graphic Designer** — 42% substitution probability, high risk, contracting outlook.
  https://jobsecuritymeter.com/roles/graphic-designer (machine view: https://jobsecuritymeter.com/md/roles/graphic-designer)
- **Copywriter** — 72% substitution probability, high risk, contracting outlook.
  https://jobsecuritymeter.com/roles/copywriter (machine view: https://jobsecuritymeter.com/md/roles/copywriter)
- **Social Media Manager** — 40% substitution probability, moderate risk, stable outlook.
  https://jobsecuritymeter.com/roles/social-media-manager (machine view: https://jobsecuritymeter.com/md/roles/social-media-manager)
- **Sales Representative** — 28% substitution probability, low risk, rising outlook.
  https://jobsecuritymeter.com/roles/sales-representative (machine view: https://jobsecuritymeter.com/md/roles/sales-representative)
- **Project Manager** — 18% substitution probability, low risk, stable outlook.
  https://jobsecuritymeter.com/roles/project-manager (machine view: https://jobsecuritymeter.com/md/roles/project-manager)
- **PR Specialist** — 32% substitution probability, low risk, stable outlook.
  https://jobsecuritymeter.com/roles/public-relations-specialist (machine view: https://jobsecuritymeter.com/md/roles/public-relations-specialist)
- **Customer Support Representative** — 85% substitution probability, high risk, contracting outlook.
  https://jobsecuritymeter.com/roles/customer-support-representative (machine view: https://jobsecuritymeter.com/md/roles/customer-support-representative)
- **Teacher / Educator** — 18% substitution probability, low risk, stable outlook.
  https://jobsecuritymeter.com/roles/teacher (machine view: https://jobsecuritymeter.com/md/roles/teacher)
- **Nurse / Healthcare Worker** — 12% substitution probability, low risk, rising outlook.
  https://jobsecuritymeter.com/roles/nurse (machine view: https://jobsecuritymeter.com/md/roles/nurse)
- **Lawyer / Legal Professional** — 38% substitution probability, moderate risk, stable outlook.
  https://jobsecuritymeter.com/roles/lawyer (machine view: https://jobsecuritymeter.com/md/roles/lawyer)
- **Pharmacist** — 32% substitution probability, moderate risk, stable outlook.
  https://jobsecuritymeter.com/roles/pharmacist (machine view: https://jobsecuritymeter.com/md/roles/pharmacist)
- **Real Estate Agent** — 52% substitution probability, moderate risk, contracting outlook.
  https://jobsecuritymeter.com/roles/real-estate-agent (machine view: https://jobsecuritymeter.com/md/roles/real-estate-agent)
- **Truck Driver** — 55% substitution probability, moderate risk, stable outlook.
  https://jobsecuritymeter.com/roles/truck-driver (machine view: https://jobsecuritymeter.com/md/roles/truck-driver)
- **Dentist** — 12% substitution probability, low risk, stable outlook.
  https://jobsecuritymeter.com/roles/dentist (machine view: https://jobsecuritymeter.com/md/roles/dentist)
- **Paralegal** — 82% substitution probability, high risk, contracting outlook.
  https://jobsecuritymeter.com/roles/paralegal (machine view: https://jobsecuritymeter.com/md/roles/paralegal)
- **Video Editor** — 60% substitution probability, moderate risk, stable outlook.
  https://jobsecuritymeter.com/roles/video-editor (machine view: https://jobsecuritymeter.com/md/roles/video-editor)
- **Medical Coder** — 88% substitution probability, high risk, contracting outlook.
  https://jobsecuritymeter.com/roles/medical-coder (machine view: https://jobsecuritymeter.com/md/roles/medical-coder)
- **Scrum Master** — 45% substitution probability, moderate risk, stable outlook.
  https://jobsecuritymeter.com/roles/scrum-master (machine view: https://jobsecuritymeter.com/md/roles/scrum-master)
- **QA Tester (Quality Assurance)** — 78% substitution probability, high risk, contracting outlook.
  https://jobsecuritymeter.com/roles/qa-tester (machine view: https://jobsecuritymeter.com/md/roles/qa-tester)
- **Supply Chain Manager** — 35% substitution probability, low risk, stable outlook.
  https://jobsecuritymeter.com/roles/supply-chain-manager (machine view: https://jobsecuritymeter.com/md/roles/supply-chain-manager)
- **Architect** — 40% substitution probability, moderate risk, stable outlook.
  https://jobsecuritymeter.com/roles/architect (machine view: https://jobsecuritymeter.com/md/roles/architect)
- **Cyber Security Analyst** — 25% substitution probability, low risk, rising outlook.
  https://jobsecuritymeter.com/roles/cyber-security-analyst (machine view: https://jobsecuritymeter.com/md/roles/cyber-security-analyst)
- **Financial Advisor** — 55% substitution probability, moderate risk, stable outlook.
  https://jobsecuritymeter.com/roles/financial-advisor (machine view: https://jobsecuritymeter.com/md/roles/financial-advisor)

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**Source:** Job Security Meter — https://jobsecuritymeter.com/roles
**Human-readable version:** https://jobsecuritymeter.com/roles
**Last updated:** August 2026
**Attribution:** Free to quote and cite with attribution to Job Security Meter.
**Full site specification for language models:** https://jobsecuritymeter.com/llms-full.txt
