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
Database Administrator
61%Manages, maintains, and optimizes database systems for performance and security
Data Engineer
58%Designs and builds data pipelines, warehouses, and analytics infrastructure
ML Engineer
54%Builds, trains, and deploys machine learning models into production systems
Data Architect
54%Designs data infrastructure, schemas, and pipelines for enterprise data systems
Prompt Engineer
54%Designs, tests, and optimizes prompts and AI system interactions for production applications
Full-Stack Developer
53%Works across frontend and backend to deliver complete web applications
Backend Engineer
53%Designs and builds server-side systems, APIs, and data infrastructure
Mobile Engineer
52%Develops native and cross-platform mobile applications for iOS and Android
Technical Writer
50%Creates documentation, guides, and knowledge base articles for technical products
Accountant
49%Manages financial records, tax compliance, and financial reporting
Insurance Underwriter
48%Evaluates risk and determines insurance policy terms and premiums
Auditor
48%Examines financial records and processes for accuracy and regulatory compliance
AI Engineer
48%Builds and deploys AI/ML systems in production — model training, inference pipelines, and MLOps
Game Developer
48%Creates interactive games across platforms using game engines and programming
Data Scientist
47%Applies statistical methods and machine learning to solve complex analytical problems
Frontend Engineer
47%Builds user interfaces and client-side applications using web technologies
Developer Advocate
47%Promotes developer tools through content, community engagement, and technical evangelism
Treasury Analyst
46%Manages cash flow, liquidity, and financial risk for organizations
Quant Researcher
45%Develops quantitative models and strategies for trading, risk, or pricing
QA Engineer
45%Tests software quality through manual and automated testing strategies
Security Engineer
44%Protects systems and data through security architecture, testing, and incident response
Network Engineer
43%Designs, implements, and maintains computer network infrastructure
Content Strategist
41%Plans, creates, and governs content across channels to achieve business objectives
FP&A Analyst
41%Drives financial planning, budgeting, forecasting, and business performance analysis
Executive Assistant
41%Provides high-level administrative support to senior leadership
Site Reliability Engineer
40%Ensures system reliability, performance, and scalability through automation and monitoring
DevOps Engineer
39%Builds and maintains CI/CD pipelines, infrastructure, and deployment automation
Data Analyst
39%Analyzes data to extract insights and inform business decisions
Platform Engineer
38%Builds and maintains internal developer platforms and tooling
Investment Banker
38%Advises on mergers, acquisitions, and capital markets transactions
Systems Analyst
36%Analyzes business requirements and designs IT system solutions
Solutions Engineer
36%Bridges technical and commercial teams by designing solutions for customer needs
SEO Specialist
36%Optimizes web content and technical infrastructure for search engine visibility
Sales Engineer
35%Combines technical expertise with sales skills to sell complex technical products
Cloud Architect
35%Designs and oversees cloud infrastructure, migration strategies, and platform architecture
Private Equity Associate
35%Evaluates deals, builds financial models, and supports portfolio companies
Venture Capitalist
35%Evaluates startups, manages fund portfolios, and drives investment decisions
Social Media Manager
34%Manages brand presence across social platforms through content and engagement
Community Manager
34%Builds and nurtures online and offline communities around a brand or product
Finance Manager
33%Oversees financial operations, reporting, and strategic financial planning
Supply Chain Analyst
33%Analyzes and optimizes supply chain operations, logistics, and inventory management
Freelance Designer
32%Independent visual/graphic designer working on contract or platform basis
Financial Adviser
32%Provides personalized financial planning and investment advice to clients
Office Manager
32%Manages office operations, facilities, and administrative staff
Technical Product Manager
32%Manages product development with deep technical understanding and cross-functional coordination
Growth Marketer
30%Drives user acquisition and retention through data-driven experimentation and channel optimization
Customer Support Specialist
29%Resolves customer issues through technical troubleshooting and service excellence
Compliance Officer
29%Ensures organizational adherence to laws, regulations, and internal policies
Content Creator
29%Creates video, written, or multimedia content for social platforms (YouTube, TikTok, Instagram)
AI Product Manager
28%Manages AI-powered product features — bridges ML capabilities with user needs and business goals
UX Designer
27%Designs user experiences through research, prototyping, and interaction design
Operations Analyst
27%Optimizes business processes through data analysis and operational research
E-Commerce Seller
27%Independent online retailer (Shopee, Lazada, own site) — manages products, marketing, fulfilment
Recruiter
26%Sources, screens, and hires talent for organizations
RevOps Manager
26%Aligns sales, marketing, and customer success operations to optimize revenue growth
IT Security Manager
26%Manages cybersecurity strategy, incident response, and security infrastructure
Product Designer
26%Designs end-to-end product experiences combining UX research, visual design, and prototyping
Business Analyst
26%Bridges business needs and technology solutions through requirements analysis
Policy Analyst
24%Researches, evaluates, and recommends public or organizational policy
Talent Acquisition Lead
23%Leads recruitment strategy and hiring processes across the organization
Customer Success Manager
22%Drives customer retention, adoption, and expansion through proactive relationship management
Product Manager
22%Leads product strategy, roadmap, and cross-functional execution
HR Business Partner
22%Aligns HR strategy with business objectives and supports organizational development
People Partner
22%Partners with business leaders to align people strategy with organizational goals
Founder Associate
21%Supports startup founders across strategy, operations, fundraising, and product
Startup CTO
21%Sets technical vision, builds engineering team, and makes architecture decisions at an early-stage company
Account Executive
21%Manages the full sales cycle from prospecting to closing deals
Project Manager
21%Plans, executes, and delivers projects on time and within budget
Delivery Rider
21%Platform delivery worker (Grab, Foodpanda) — transports food and parcels via motorcycle or bicycle
HR Manager
20%Oversees HR operations, policies, and employee relations
Brand Manager
20%Develops and executes brand strategy, positioning, and marketing campaigns
Marketing Manager
20%Leads marketing strategy, campaigns, and team execution
Graphic Designer
20%Creates visual content for branding, marketing, and digital products
IT Manager
17%Manages IT operations, infrastructure, and technical teams
Engineering Manager
17%Leads engineering teams, manages delivery, and drives technical strategy
Management Consultant
16%Advises organizations on strategy, operations, and organizational improvement
Sustainability Manager
16%Leads ESG strategy, carbon reporting, and sustainability initiatives for organizations
Scrum Master
16%Facilitates agile development processes and removes team impediments
Business Development Manager
16%Identifies growth opportunities and builds strategic relationships to drive revenue
Partnerships Manager
16%Develops and manages strategic business partnerships and alliance programs
Sales Manager
15%Leads sales teams, sets targets, and drives revenue performance
Chief of Staff
15%Supports executive leadership with strategic initiatives, cross-functional coordination, and operations
Event Manager
14%Plans and executes corporate events, conferences, and experiential marketing
Startup Founder / CEO
14%Founder of an early-stage company — wears multiple hats across product, sales, fundraising, and operations
Ride-Hail Driver
12%Platform driver (Grab, Gojek, Tada) — provides passenger transport via private hire vehicle
Legal Counsel
11%Provides in-house legal advice on contracts, compliance, and corporate matters
Procurement Manager
10%Manages organizational purchasing, vendor relationships, and procurement strategy