Free, open-source platform mapping AI automation risk of 237 occupations in Saudi Arabia.
Live: https://www.ksashiftobservatory.online Report: Q1 2026 AI Disruption Index (PDF)
SHIFT scores every occupation on a composite AI automation risk index (0-100) combining:
- Automation probability (Frey & Osborne, Eloundou et al.)
- Salary impact
- Regulatory pressure (Nitaqat/Saudization)
- Demand signals (WEF Future of Jobs 2025)
- 237 occupations scored
- 4.45M+ expat workers tracked (GOSI Q4-2024)
- 13 Saudi regions, 20 ISIC sectors
- 100 professions reserved for Saudis
- 40 major employers ranked
- 29+ global AI layoffs tracked weekly
| Occupation | Score | Workforce |
|---|---|---|
| Data Entry Keyers | 94.9 | 65,000 |
| Technical Writers | 93.2 | 3,800 |
| Tax Preparers | 93.1 | 9,200 |
| Telemarketers | 92.4 | 14,500 |
| Legal Secretaries | 91.5 | 5,800 |
| Occupation | Score | Workforce |
|---|---|---|
| Imam/Religious Leader | 5.0 | 42,000 |
| Social Workers | 11.8 | 26,500 |
| Personal Trainer | 12.0 | 22,000 |
| AI Ethics Specialist | 12.0 | 450 |
| Renewable Energy Tech | 12.0 | 6,500 |
- AI Risk Calculator (4 dimensions per occupation)
- Interactive Map (13 regions)
- Treemap Dashboard
- Saudization & Nitaqat Analysis
- Career Transition Recommender
- My Risk Profile (personalized wizard)
- Side-by-side Comparator
- SHIFT Pulse (weekly AI intelligence)
- Global AI Layoffs Tracker
- Quarterly PDF Report
- Public API
GET /api/v1/occupations
GET /api/v1/sectors
GET /api/v1/regions
Free, no auth required. CC BY-SA 4.0.
Next.js 14 · React · TypeScript · Tailwind CSS · Recharts · Remotion · Perplexity API · Airtable · Vercel · jsPDF
GOSI/GASTAT Q4-2024 · WEF Future of Jobs 2025 · HRSD Nitaqat · McKinsey · Frey & Osborne (2017) · Eloundou et al. (2023) · layoffs.fyi · Challenger Gray & Christmas
Samy Aloulou — French entrepreneur based in Riyadh Saudi Arabia. CEO of Monitoring Force Gulf. samy@monitoringforcegulf.com
CC BY-SA 4.0