Data Sources
Smart Island combines 18 authoritative data sources to produce AI-powered labour market intelligence for the Isle of Man.
IOM Job Centre
Isle of Man Government
Live vacancy listings from the Isle of Man government job board. Scraped daily and enriched with AI intelligence.
O*NET
U.S. Department of Labor
Occupational classification data including tasks, skills, knowledge areas, work activities, technology skills, and career clusters for over 1,000 occupations.
CASCOT
University of Warwick
Computer Assisted Structured COding Tool for UK SOC2020 classification. Provides ranked occupational code recommendations from job descriptions.
Azure OpenAI (GPT-4o)
Microsoft
AI enrichment engine for skill extraction, automation risk scoring, task analysis, career path generation, and advisory content.
Anthropic Economic Index
Anthropic
Task-level AI automation and augmentation exposure scores based on observed Claude usage patterns across ~800 US occupations.
FRS AIOE Index
Felten, Raj & Seamans (2023)
AI Occupational Exposure Index measuring which occupations are most exposed to advances in artificial intelligence, covering ~774 US occupations.
Jobs & Skills Australia
Australian Government
Gen AI Capacity Study providing automation and augmentation exposure scores for 358 Australian ANZSCO occupations.
ONS ASHE
Office for National Statistics (UK)
Annual Survey of Hours and Earnings providing UK salary benchmarks by occupation (SOC2020) and industry (SIC2007).
IoM Census 2021
Isle of Man Government
Census microdata aggregated to SOC4 occupational groups, providing workforce headcounts for the Isle of Man population.
Hansen Global Forest Change
University of Maryland / NASA / Google / USGS
Satellite-derived tree cover, annual loss (2001–2024) and gain (2000–2012) at 30m resolution from Landsat imagery. Powers the IoM tree cover analysis page.
ERA5-Land (via Open-Meteo)
ECMWF / Copernicus Climate Change Service
ERA5-Land reanalysis providing daily soil moisture at 3 depths, soil temperature, and air temperature from 2000 to present at ~9km resolution. Powers soil moisture and land temperature pages.
MODIS Land Surface Temperature (MOD11A2)
NASA LP DAAC / ORNL DAAC
8-day composite satellite land surface temperature at 1km resolution from the Terra MODIS sensor. Provides actual satellite-derived LST measurements to complement ERA5-Land reanalysis.
H3 Hexagonal Grid (Uber)
Uber / h3-js
Hierarchical hexagonal spatial index at resolution 8 (~0.74 km² per cell). Used to aggregate GBIF species occurrences, tree cover, and elevation into a biodiversity health grid with biome classification for the ecosystem health page.
ICO Register of Controllers & Processors
IoM Information Commissioner
Register of organisations processing personal data on the Isle of Man under the Data Protection Act 2018. Scraped from a PowerApps portal via entity grid API with session cookies and CSRF tokens.
Planning Applications
Isle of Man Government Planning & Building Control
80,000+ building and planning applications from the ArcGIS service, enriched with detail page data. Open Government Licence.
Vehicle Emissions
Isle of Man Vehicle Register (derived)
CO2 emissions analysis with imputation from make/model averages. UK comparison from DfT/DVLA/SMMT (September 2025).
AI Fluency Rubric
Framework adapted from Zapier's AI Fluency Rubric V2
Per-occupation GenAI fluency assessments generated via Azure OpenAI using O*NET occupation data.
Election 2026
News articles, candidate statements & public records
AI-powered impartial analysis via Azure OpenAI with full methodology transparency.
Open Data & Licensing
Smart Island's APIs and data are free for personal, non-commercial use. We want individuals, students, and community organisations to have full access to this intelligence.
Commercial entities should contact us for a licence. Revenue from commercial licensing helps fund ongoing development and keeps the platform free for everyone else.