AI Work Index

Modern Roles

88 roles scored as weighted blends of official SSOC occupations. These capture jobs that don't map cleanly to a single government classification.

88 of 88

Virtual Assistant

61%

Remote administrative and coordination support — scheduling, email, research, data entry

At Risk Gig 3 components

Database Administrator

61%

Manages, maintains, and optimizes database systems for performance and security

Mixed 3 components

Data Engineer

58%

Designs and builds data pipelines, warehouses, and analytics infrastructure

Mixed 4 components

ML Engineer

54%

Builds, trains, and deploys machine learning models into production systems

Mixed 3 components

Data Architect

54%

Designs data infrastructure, schemas, and pipelines for enterprise data systems

Mixed 3 components

Prompt Engineer

54%

Designs, tests, and optimizes prompts and AI system interactions for production applications

Mixed 3 components

Full-Stack Developer

53%

Works across frontend and backend to deliver complete web applications

Mixed 3 components

Backend Engineer

53%

Designs and builds server-side systems, APIs, and data infrastructure

Mixed 3 components

Mobile Engineer

52%

Develops native and cross-platform mobile applications for iOS and Android

Mixed 3 components

Technical Writer

50%

Creates documentation, guides, and knowledge base articles for technical products

Mixed 3 components

Accountant

49%

Manages financial records, tax compliance, and financial reporting

Mixed 3 components

Insurance Underwriter

48%

Evaluates risk and determines insurance policy terms and premiums

Mixed 3 components

Auditor

48%

Examines financial records and processes for accuracy and regulatory compliance

Mixed 3 components

AI Engineer

48%

Builds and deploys AI/ML systems in production — model training, inference pipelines, and MLOps

Mixed 3 components

Game Developer

48%

Creates interactive games across platforms using game engines and programming

Mixed 3 components

Data Scientist

47%

Applies statistical methods and machine learning to solve complex analytical problems

Mixed 3 components

Frontend Engineer

47%

Builds user interfaces and client-side applications using web technologies

Mixed 3 components

Developer Advocate

47%

Promotes developer tools through content, community engagement, and technical evangelism

Mixed 3 components

Treasury Analyst

46%

Manages cash flow, liquidity, and financial risk for organizations

Mixed 3 components

Quant Researcher

45%

Develops quantitative models and strategies for trading, risk, or pricing

Mixed 3 components

QA Engineer

45%

Tests software quality through manual and automated testing strategies

Mixed 3 components

Security Engineer

44%

Protects systems and data through security architecture, testing, and incident response

Mixed 3 components

Network Engineer

43%

Designs, implements, and maintains computer network infrastructure

Mixed 3 components

Content Strategist

41%

Plans, creates, and governs content across channels to achieve business objectives

Mixed 3 components

FP&A Analyst

41%

Drives financial planning, budgeting, forecasting, and business performance analysis

Mixed 3 components

Executive Assistant

41%

Provides high-level administrative support to senior leadership

Mixed 3 components

Site Reliability Engineer

40%

Ensures system reliability, performance, and scalability through automation and monitoring

Mixed 3 components

DevOps Engineer

39%

Builds and maintains CI/CD pipelines, infrastructure, and deployment automation

Mixed 3 components

Data Analyst

39%

Analyzes data to extract insights and inform business decisions

Mixed 3 components

Platform Engineer

38%

Builds and maintains internal developer platforms and tooling

Mixed 3 components

Investment Banker

38%

Advises on mergers, acquisitions, and capital markets transactions

Mixed 3 components

Systems Analyst

36%

Analyzes business requirements and designs IT system solutions

Mixed 3 components

Solutions Engineer

36%

Bridges technical and commercial teams by designing solutions for customer needs

Mixed 3 components

SEO Specialist

36%

Optimizes web content and technical infrastructure for search engine visibility

Mixed 3 components

Sales Engineer

35%

Combines technical expertise with sales skills to sell complex technical products

Mixed 3 components

Cloud Architect

35%

Designs and oversees cloud infrastructure, migration strategies, and platform architecture

Mixed 3 components

Private Equity Associate

35%

Evaluates deals, builds financial models, and supports portfolio companies

Mixed 3 components

Venture Capitalist

35%

Evaluates startups, manages fund portfolios, and drives investment decisions

Mixed 3 components

Social Media Manager

34%

Manages brand presence across social platforms through content and engagement

Mixed 3 components

Community Manager

34%

Builds and nurtures online and offline communities around a brand or product

Mixed 3 components

Finance Manager

33%

Oversees financial operations, reporting, and strategic financial planning

Mixed 3 components

Supply Chain Analyst

33%

Analyzes and optimizes supply chain operations, logistics, and inventory management

Mixed 3 components

Freelance Designer

32%

Independent visual/graphic designer working on contract or platform basis

Mixed Gig 3 components

Financial Adviser

32%

Provides personalized financial planning and investment advice to clients

Mixed 3 components

Office Manager

32%

Manages office operations, facilities, and administrative staff

Mixed 3 components

Technical Product Manager

32%

Manages product development with deep technical understanding and cross-functional coordination

Mixed 3 components

Growth Marketer

30%

Drives user acquisition and retention through data-driven experimentation and channel optimization

Mixed 3 components

Customer Support Specialist

29%

Resolves customer issues through technical troubleshooting and service excellence

Mixed 3 components

Compliance Officer

29%

Ensures organizational adherence to laws, regulations, and internal policies

Mixed 3 components

Content Creator

29%

Creates video, written, or multimedia content for social platforms (YouTube, TikTok, Instagram)

Mixed 4 components

AI Product Manager

28%

Manages AI-powered product features — bridges ML capabilities with user needs and business goals

Mixed 4 components

UX Designer

27%

Designs user experiences through research, prototyping, and interaction design

Mixed 3 components

Operations Analyst

27%

Optimizes business processes through data analysis and operational research

Mixed 3 components

E-Commerce Seller

27%

Independent online retailer (Shopee, Lazada, own site) — manages products, marketing, fulfilment

Mixed 3 components

Recruiter

26%

Sources, screens, and hires talent for organizations

Mixed 3 components

RevOps Manager

26%

Aligns sales, marketing, and customer success operations to optimize revenue growth

Mixed 4 components

IT Security Manager

26%

Manages cybersecurity strategy, incident response, and security infrastructure

Mixed 3 components

Product Designer

26%

Designs end-to-end product experiences combining UX research, visual design, and prototyping

Mixed 3 components

Business Analyst

26%

Bridges business needs and technology solutions through requirements analysis

Mixed 3 components

Policy Analyst

24%

Researches, evaluates, and recommends public or organizational policy

Augmented 3 components

Talent Acquisition Lead

23%

Leads recruitment strategy and hiring processes across the organization

Augmented 3 components

Customer Success Manager

22%

Drives customer retention, adoption, and expansion through proactive relationship management

Augmented 3 components

Product Manager

22%

Leads product strategy, roadmap, and cross-functional execution

Augmented 4 components

HR Business Partner

22%

Aligns HR strategy with business objectives and supports organizational development

Augmented 3 components

People Partner

22%

Partners with business leaders to align people strategy with organizational goals

Augmented 3 components

Founder Associate

21%

Supports startup founders across strategy, operations, fundraising, and product

Augmented Founder 4 components

Startup CTO

21%

Sets technical vision, builds engineering team, and makes architecture decisions at an early-stage company

Augmented 3 components

Account Executive

21%

Manages the full sales cycle from prospecting to closing deals

Augmented 3 components

Project Manager

21%

Plans, executes, and delivers projects on time and within budget

Augmented 3 components

Delivery Rider

21%

Platform delivery worker (Grab, Foodpanda) — transports food and parcels via motorcycle or bicycle

Stable Gig 3 components

HR Manager

20%

Oversees HR operations, policies, and employee relations

Augmented 3 components

Brand Manager

20%

Develops and executes brand strategy, positioning, and marketing campaigns

Augmented 3 components

Marketing Manager

20%

Leads marketing strategy, campaigns, and team execution

Augmented 3 components

Graphic Designer

20%

Creates visual content for branding, marketing, and digital products

Augmented 2 components

IT Manager

17%

Manages IT operations, infrastructure, and technical teams

Augmented 3 components

Engineering Manager

17%

Leads engineering teams, manages delivery, and drives technical strategy

Augmented 3 components

Management Consultant

16%

Advises organizations on strategy, operations, and organizational improvement

Augmented 3 components

Sustainability Manager

16%

Leads ESG strategy, carbon reporting, and sustainability initiatives for organizations

Augmented 4 components

Scrum Master

16%

Facilitates agile development processes and removes team impediments

Augmented 3 components

Business Development Manager

16%

Identifies growth opportunities and builds strategic relationships to drive revenue

Augmented 3 components

Partnerships Manager

16%

Develops and manages strategic business partnerships and alliance programs

Augmented 3 components

Sales Manager

15%

Leads sales teams, sets targets, and drives revenue performance

Augmented 3 components

Chief of Staff

15%

Supports executive leadership with strategic initiatives, cross-functional coordination, and operations

Augmented 3 components

Event Manager

14%

Plans and executes corporate events, conferences, and experiential marketing

Augmented 3 components

Startup Founder / CEO

14%

Founder of an early-stage company — wears multiple hats across product, sales, fundraising, and operations

Augmented Founder 4 components

Ride-Hail Driver

12%

Platform driver (Grab, Gojek, Tada) — provides passenger transport via private hire vehicle

Stable Gig 3 components

Legal Counsel

11%

Provides in-house legal advice on contracts, compliance, and corporate matters

Augmented 3 components

Procurement Manager

10%

Manages organizational purchasing, vendor relationships, and procurement strategy

Augmented 3 components

Structural AI exposure scores, not employment predictions. Methodology

V4.1 structural score · 2024 wages · Q4 2025 full live monitor · 562 occupations · 88 roles

Latest official labour release: MOM Labour Market Report Q4 2025 (2026-03-20)

Made by Kirill So · Built with Claude & GPT
MIT Licensed · Open Source · Structural release V4.1 · Updated 2026-03-20