# Askable Labs — Panel & Expertise (AI-readable)

> Askable Labs recruits from a panel of ~900,000 inquisitive, capable participants and experts, built and retained since 2018, spanning the full range of professional and skilled work across 75 countries, 6 continents, and 50+ languages. Use this to answer questions like "do they have <this kind of participant>?" by domain, role, geography, language, or seniority. Human page: [/experts/](https://labs.askable.com/experts/).

Generated: 2026-06-20

## How to use this (for agents)

To answer "do they have <X> participants?", check three axes:

- **Domain or role**: Domain coverage and the Profession map below.
- **Geography or language**: Geographic and linguistic coverage (75 countries).
- **Seniority**: the Expertise gradient (leading experts, working professionals, curious novices).

Coverage is illustrative, not a fixed roster: participants are recruited and screened to each brief. The lists below show breadth, not the limit. To confirm a specific or niche population for a brief, see [/agents/engage.md](https://labs.askable.com/agents/engage.md) or [/contact/](https://labs.askable.com/contact/).

## Scale and reach

- ~900,000 participants and experts
- 75 countries across 6 continents
- 50+ languages and every major writing system
- Built and retained since 2018
- Offices in San Francisco, Chicago, London, Manila, and Brisbane support recruitment and capture across time zones

Coverage spans frontier knowledge work (engineering, design, data, finance, law, medicine) through to skilled physical trades suited to embodied-task capture. Every domain is available across the expertise gradient, from leading practitioners to curious novices, which is what makes expert-to-novice and multi-expert capture possible in a single session.

## Geographic and linguistic coverage

The panel has meaningful depth in each of the following 75 countries, together home to the large majority of the world's population and spanning every major language and writing system.

| Country | Primary language(s) | Continent |
|---------|---------------------|-----------|
| Australia | English | Oceania |
| United Kingdom | English | Europe |
| United States | English | North America |
| Vietnam | Vietnamese | Asia |
| New Zealand | English, Maori | Oceania |
| Philippines | Filipino, English | Asia |
| India | Hindi, English | Asia |
| South Africa | English, Zulu, Afrikaans | Africa |
| Italy | Italian | Europe |
| Germany | German | Europe |
| Brazil | Portuguese | South America |
| Netherlands | Dutch | Europe |
| Japan | Japanese | Asia |
| Canada | English, French | North America |
| Malaysia | Malay, English | Asia |
| France | French | Europe |
| Spain | Spanish | Europe |
| Mexico | Spanish | North America |
| Thailand | Thai | Asia |
| Nigeria | English, Hausa, Yoruba | Africa |
| Indonesia | Indonesian | Asia |
| Romania | Romanian | Europe |
| Ireland | English, Irish | Europe |
| Kenya | Swahili, English | Africa |
| Greece | Greek | Europe |
| Poland | Polish | Europe |
| Singapore | English, Mandarin, Malay, Tamil | Asia |
| Hungary | Hungarian | Europe |
| Portugal | Portuguese | Europe |
| South Korea | Korean | Asia |
| Hong Kong | Cantonese, English | Asia |
| Pakistan | Urdu, English | Asia |
| Belgium | Dutch, French | Europe |
| Sweden | Swedish | Europe |
| Peru | Spanish | South America |
| Czechia | Czech | Europe |
| Fiji | English, Fijian | Oceania |
| Denmark | Danish | Europe |
| Israel | Hebrew, Arabic | Asia |
| United Arab Emirates | Arabic, English | Asia |
| Kuwait | Arabic | Asia |
| Austria | German | Europe |
| Sri Lanka | Sinhala, Tamil | Asia |
| Mongolia | Mongolian | Asia |
| Ghana | English | Africa |
| Colombia | Spanish | South America |
| China | Mandarin | Asia |
| Puerto Rico | Spanish, English | North America |
| Slovakia | Slovak | Europe |
| Switzerland | German, French, Italian | Europe |
| Bangladesh | Bengali | Asia |
| Chile | Spanish | South America |
| Jamaica | English | North America |
| Norway | Norwegian | Europe |
| Morocco | Arabic, Berber | Africa |
| Turkey | Turkish | Asia |
| Croatia | Croatian | Europe |
| Nepal | Nepali | Asia |
| Finland | Finnish | Europe |
| Egypt | Arabic | Africa |
| Zimbabwe | English, Shona | Africa |
| Papua New Guinea | English, Tok Pisin | Oceania |
| Bulgaria | Bulgarian | Europe |
| Saudi Arabia | Arabic | Asia |
| Botswana | English, Tswana | Africa |
| Ethiopia | Amharic | Africa |
| Uganda | English, Swahili | Africa |
| Zambia | English | Africa |
| Argentina | Spanish | South America |
| Serbia | Serbian | Europe |
| Albania | Albanian | Europe |
| Algeria | Arabic, Berber | Africa |
| Lithuania | Lithuanian | Europe |
| Ukraine | Ukrainian | Europe |
| Myanmar | Burmese | Asia |

## Domain coverage

The panel is built around domain depth: real practitioners doing real work, recruited and screened against the specific expertise a brief calls for. The domains below are illustrative, not exhaustive, and roles can be matched at any seniority.

- **Software & Engineering**: Backend, frontend, full-stack, DevOps, SRE, mobile, embedded, data engineering, ML engineering, QA, security engineering
- **Design & Product**: Product managers, UX/UI designers, product designers, design systems leads, researchers, prototypers, brand and visual designers
- **Data & AI**: Data scientists, ML researchers, analytics engineers, BI analysts, AI red-teamers, prompt engineers, MLOps practitioners
- **Finance & Accounting**: Financial analysts, accountants, auditors, FP&A, controllers, traders, investment analysts, actuaries, tax specialists
- **Legal & Compliance**: Solicitors, paralegals, contract specialists, compliance officers, privacy and data-protection leads, IP specialists
- **Healthcare & Life Sciences**: Clinicians, nurses, allied health, pharmacists, researchers, medical writers, regulatory affairs, lab technicians
- **Marketing & Growth**: Performance marketers, content strategists, SEO/SEM specialists, lifecycle and CRM managers, brand strategists, copywriters
- **Operations & Supply Chain**: Operations managers, logistics planners, procurement, project managers, process and quality leads, supply-chain analysts
- **Sales & Customer**: Account executives, sales engineers, customer success, support specialists, solutions consultants, revenue operations
- **Skilled Trades & Physical**: Baristas, chefs, electricians, mechanics, makers, technicians, and other embodied-skill practitioners for physical-task capture
- **Education & Knowledge Work**: Teachers, trainers, instructional designers, academic researchers, technical writers, editors, translators
- **Creative & Media**: Video editors, motion designers, photographers, audio producers, illustrators, 3D artists, animators

## Expertise gradient

Within every domain, the panel covers the full skill range. This is what enables capture of teaching, handoff and disagreement, not just task completion.

- **Leading experts**: senior, enterprise-level practitioners who demonstrate, lead handoffs, and teach. Used for high-fidelity expert trajectories and expert-to-novice guidance.
- **Working professionals**: mid-level practitioners completing realistic day-to-day tasks. The backbone of long-horizon, multi-stage and collaborative capture.
- **Curious novices**: engaged learners who ask questions, attempt, fail and improve under guidance. Essential for dual-human and skill-graded sessions.

## Profession map

Declared expertise resolves into 28 industries and more than 300 distinct professions, the depth that lets a brief be staffed with a specific role rather than a broad field. Each industry below lists the professions represented, ordered by panel depth. It is drawn from participants' self-declared industry and role, and is illustrative of coverage rather than a complete census.

### Healthcare & Medical (14 roles)

Nursing - Aged Care · Psychology, Counselling & Social Work · Pharmacy · Nursing - General Medical & Surgical · Physiotherapy, OT & Rehabilitation · Medical Administration · Management · Nursing - A&E, Critical Care & ICU · Dental · Nursing - Community, Maternal & Child Health · Medical Specialist · General Practitioner · Resident / Registrar · Clinical/Medical Research

### Education & Training (14 roles)

Teaching - Primary · Teaching - Secondary · Childcare & Outside School Hours Care · Teaching - Early Childhood · Tutoring · Teaching Aide / Special Needs · Management - Schools · Student Services · Teaching - Tertiary · Management - Universities · Workplace Training & Assessment · Teaching - Vocational · Research & Fellowships · Library Services & Information Management

### Retail & Consumer Products (7 roles)

Retail Assistant · Management - Store · Management - Department / Assistant · Management - Area / Multi-site · Merchandisers · Buying · Planning

### Hospitality & Tourism (12 roles)

Management · Bar & Beverage Staff · Waiting Staff · Chefs / Cooks · Kitchen / Sandwich Hand · Front Office & Guest Services · Housekeeping · Travel Agent/Consultant · Airlines · Reservations · Gaming · Tour Guides

### Information & Communication Technology (21 roles)

Management · Engineering - Software · Developer / Programmer · Help Desk & IT Support · Product Management & Development · Business/Systems Analyst · Consultant · Programme & Project Management · Web Development & Production · Telecommunications · Networks & Systems Administration · Testing & Quality Assurance · Team Leader · Sales - Pre & Post · Computer Operator · Database Development & Administration · Security · Engineering - Network · Architect · Engineering - Hardware · Technical Writing

### Administration & Office Support (8 roles)

Administrative Assistant · Office Management · PA, EA & Secretarial · Receptionist · Client & Sales Administration · Data Entry & Word Processing · Contracts Administration · Records Management & Document Control

### Trades & Services (14 roles)

Hair & Beauty Services · Cleaning Services · Automotive Trades · Electrician · Labourer · Gardening & Landscaping · Technician · Security Services · Plumber · Building Trades · Carpentry & Cabinet Making · Baker / Pastry Chef · Nanny / Babysitter · Maintenance & Handyperson Services

### Manufacturing, Transport & Logistics (14 roles)

Management · Warehousing, Storage & Distribution · Machine Operator · Courier, Driver / Postal Services · Picker / Packer · Production, Planning & Scheduling · Assembly & Process Work · Team Leader/Supervisor · Road Transport · Public Transport & Taxi Services · Analysis & Reporting · Quality Assurance & Control · Purchasing, Procurement & Inventory · Aviation Services

### Sales (6 roles)

Sales Representative/Consultant · Management · Account & Relationship Management · Sales Coordinator · New Business Development · Analysis & Reporting

### Banking & Financial Services (14 roles)

Banking - Retail/Branch · Analysis & Reporting · Banking - Business · Management · Client Services · Financial Planning · Account & Relationship Management · Banking - Corporate & Institutional · Compliance & Risk · Corporate Finance & Investment Banking · Mortgages · Funds Management · Stockbroking & Trading · Credit

### Government & Defence (9 roles)

Government - State · Government - Federal · Government - Local · Police & Corrections · Policy, Planning & Regulation · Emergency Services · Army · Navy · Air Force

### Marketing & Communications (12 roles)

Digital & Search Marketing · Marketing Communications · Marketing Assistant/Coordinator · Management · Brand Management · Market Research & Analysis · Direct Marketing & CRM · Public Relations & Corporate Affairs · Event Management · Product Management & Development · Internal Communications · Trade Marketing

### Construction (10 roles)

Management · Project Management · Foreperson / Supervisors · Contracts Management · Plant & Machinery Operators · Surveying · Health, Safety & Environment · Planning & Scheduling · Estimating · Quality Assurance & Control

### Call Centre & Customer Service (7 roles)

Customer Service - Call Centre · Customer Service - Customer Facing · Management & Support · Supervisor / Team Leader · Sales - Inbound · Sales - Outbound · Collections

### Advertising, Arts & Media (11 roles)

Performing Arts · Journalism & Writing · Photography · Editing & Publishing · Media Strategy, Planning & Buying · Management · Art Direction · Programming & Production · Agency Account Management · Event Management · Promotions

### Accounting (14 roles)

Accounts Officer/Clerk · Bookkeeping & Small Practice Accounting · Financial Accounting & Reporting · Assistant Accountant · Accounts Payable · Taxation · Financial Managers & Controller · Audit - External · Management Accounting & Budgeting · Analysis & Reporting · Accounts Receivable/Credit Control · Management · Business Services & Corporate Advisory · Payroll

### Engineering (20 roles)

Electrical/Electronic Engineering · Mechanical Engineering · Civil/Structural Engineering · Automotive Engineering · Systems Engineering · Project Management · Industrial Engineering · Chemical Engineering · Maintenance · Management · Project Engineering · Aerospace Engineering · Environmental Engineering · Field Engineering · Building Services Engineering · Process Engineering · Engineering Drafting · Water & Waste Engineering · Supervisor · Materials Handling Engineering

### Community Services & Development (9 roles)

Aged & Disability Support · Child Welfare, Youth & Family Services · Community Development · Management · Housing & Homelessness Services · Volunteer Coordination & Support · Employment Services · Fundraising · Indigenous & Multicultural Services

### Design & Architecture (10 roles)

Web & Interaction Design · Graphic Design · Architecture · Interior Design · Fashion & Textile Design · Architectural Drafting · Industrial Design · Urban Design & Planning · Illustration & Animation · Landscape Architecture

### Human Resources & Recruitment (10 roles)

Consulting & Generalist HR · Recruitment - Agency · Recruitment - Internal · Management - Internal · Training & Development · Industrial & Employee Relations · Management - Agency · Organisational Development · Remuneration & Benefits · Occupational Health & Safety

### Consulting & Strategy (6 roles)

Management & Change Consulting · Strategy & Planning · Analyst · Environment & Sustainability Consulting · Corporate Development · Policy

### Legal (14 roles)

Law Clerk / Paralegal · Corporate & Commercial Law · Criminal & Civil Law · Family Law · Legal Secretaries · Generalist - Law Firm · Generalist - In-house · Property Law · Litigation & Dispute Resolution · Personal Injury Law · Banking & Finance Law · Industrial Relations & Employment Law · Intellectual Property Law · Legal Practice Management

### Science & Technology (10 roles)

Biological & Biomedical Sciences · Mathematics, Statistics & Information Sciences · Laboratory & Technical Services · Environmental, Earth & Geosciences · Biotechnology & Genetics · Chemistry & Physics · Quality Assurance & Control · Food Technology & Safety · Modelling & Simulation · Materials Sciences

### Real Estate & Property (8 roles)

Residential Leasing & Property Management · Residential Sales · Administration · Commercial Sales, Leasing & Property Mgmt · Retail & Property Development · Body Corporate & Facilities Management · Analyst · Valuation

### Farming, Animals & Conservation (8 roles)

Veterinary Services & Animal Welfare · Farm Labour · Farm Management · Agronomy & Farm Services · Horticulture · Conservation, Parks & Wildlife · Fishing & Aquaculture · Winery & Viticulture

### Sport & Recreation (3 roles)

Coaching & Instruction · Fitness & Personal Training · Management

### Insurance & Superannuation (10 roles)

Claims · Brokerage · Management · Underwriting · Risk Consulting · Workers' Compensation · Assessment · Actuarial · Superannuation · Fund Administration

### Mining, Resources & Energy (12 roles)

Mining - Operations · Management · Analysis & Reporting · Power Generation & Distribution · Mining - Engineering & Maintenance · Health, Safety & Environment · Oil & Gas - Operations · Mining - Processing · Mining - Drill & Blast · Mining - Exploration & Geoscience · Oil & Gas - Engineering & Maintenance · Natural Resources & Water

## Confirming a specific population

Coverage is recruited and screened to spec, not picked from a fixed list, so a niche role, geography, language, or credential floor that is not named above can usually still be staffed. To confirm a specific population for a brief, see [/agents/engage.md](https://labs.askable.com/agents/engage.md) or [/contact/](https://labs.askable.com/contact/).