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Role directory

How AI is changing 30+ jobs

Pick a role to see the top at-risk tasks, the most valuable AI-era skills, and a link to the analyzer pre-filled.

Quick answer

Which jobs are most affected by AI?

Roles heavy in routine, rule-based tasks — bookkeeping, data entry, basic content writing — see the most automation. Roles centered on relationships, judgment, and physical presence — nursing, teaching, sales — are more resilient. Most roles are reshaped, not replaced; the question is which tasks AI takes, augments, or leaves alone.

35 roles

Accountant

Financial record-keeping, reporting, and compliance

Business

Customer Support Specialist

Helping customers resolve issues across channels

Service

Software Engineer

Designing and building software systems

Technical

Marketing Manager

Planning and overseeing brand and demand generation

Business

Graphic Designer

Visual design for brand, product, and marketing

Creative

Data Analyst

Turning data into insights and recommendations

Technical

HR Specialist

People operations, hiring, and employee experience

Business

Paralegal

Legal research, document prep, and case support

Legal

Sales Representative

Pipeline building, pitching, and closing deals

Business

Teacher

Designing and delivering learning experiences

Education

Financial Analyst

Modeling, forecasting, and investment analysis

Business

Recruiter

Sourcing, screening, and placing talent

Business

UX Designer

Researching and designing user experiences

Creative

Content Writer

Writing articles, copy, and brand content

Creative

Project Manager

Coordinating delivery across teams and timelines

Business

Registered Nurse

Direct patient care and health monitoring

Healthcare

Bookkeeper

Recording day-to-day financial transactions

Business

Tax Preparer

Preparing individual and business tax filings

Business

Auditor

Independent examination of financial statements

Business

Data Scientist

Building models and extracting insights from data

Technical

DevOps Engineer

Automating deployment and reliability

Technical

Frontend Developer

Building user interfaces for the web

Technical

Product Manager

Defining what to build and why

Business

Customer Success Manager

Ensuring customers achieve value and renew

Service

SEO Specialist

Optimizing content for search visibility

Business

Operations Manager

Running day-to-day business operations

Business

Legal Assistant

Administrative support for legal teams

Legal

Medical Assistant

Clinical and administrative support in healthcare

Healthcare

Instructional Designer

Designing learning experiences and materials

Education

Real Estate Agent

Helping clients buy and sell property

Service

Social Media Manager

Managing brand presence across social platforms

Business

Executive Assistant

Supporting executives with scheduling and coordination

Business

Compliance Officer

Ensuring organizational adherence to regulations

Legal

Photographer

Capturing images for clients and brands

Creative

Interior Designer

Designing functional and beautiful interior spaces

Creative

FAQ

We currently cover 30+ roles across business, creative, technical, healthcare, service, education, and legal work. Each role page has a quick answer, the top at-risk tasks, valuable AI-era skills, and a link to the analyzer pre-filled with that role.