Community suitability of Johor, Malaysia
Moderately suitable confidence B · live score 74
66
best land · p90
31%
good land
—
one block
How each domain holds up
Legal & sovereignty 66
Governance, safety & tenure 64
Economy & cost 99
Society, freedom & health 86
Land & water 46
Climate, growing & hazards 71
Autonomy & access 83
Where it pushes back
Water availability & qualityGrowing conditionsSoil quality
Within Johor — 8 sub-regions
Estimated finer-grained reads from the same open data. Phase-1, not yet verified.
Muar
strongest Economy & cost (99) ·
weakest Land & water (60)
pushes back: Water availability & quality
Moderately suitable 78
Kluang
strongest Economy & cost (99) ·
weakest Land & water (42)
pushes back: Water availability & quality
Moderately suitable 75
Batu Pahit
strongest Economy & cost (99) ·
weakest Land & water (53)
pushes back: Water availability & quality
Moderately suitable 74
Segamat
strongest Economy & cost (99) ·
weakest Land & water (57)
pushes back: Water availability & quality
Moderately suitable 73
excluded excl
excluded excl
excluded excl
excluded excl
Reading the land, criterion by criterion
Each signal names the open dataset behind it and how measured it is.
Legal entity & land frameworkcountry B OECD FDI RRI + manual
Education & schooling freedomcountry B HSLDA + UNESCO UIS
Seed & agricultural autonomycountry C UPOV membership proxy
Governance & corruptioncountry A World Bank WGI + Transparency CPI
Land tenure securitycountry A IPRI (de jure) + Prindex (de facto)
Business & economic viabilitycountry A World Bank B-READY, Heritage, Fraser
Cost of living, labour & landcountry A World Bank PPP, ILOSTAT
Monetary & capital sovereigntycountry A IMF/World Bank, Chinn-Ito
Personal freedomcountry A Cato/Fraser Human Freedom Index
Healthcare qualitycountry B WHO GHO
Disease / vector burden A Malaria Atlas + dengue Index P
Soil quality A SoilGrids (ISRIC)
Water availability & quality A WRI Aqueduct + AQUASTAT
Terrain & buildability A SRTM / NASADEM
Land cover & degradation A ESA WorldCover + Global Forest Watch
Biodiversity & alignment B Biodiversity Intactness Index
Climate & natural hazards A ThinkHazard + NASA FIRMS + USGS
Growing conditions A CHELSA / FAO GAEZ
Food & forage diversity B FAO GAEZ crop suitability + GLW
Coastal risk B Climate Central CoastalDEM
Energy potential A Global Solar Atlas + Global Wind Atlas
Natural building materials B SoilGrids clay + forest + geology
Environmental quality A SEDAC PM2.5 + VIIRS night-lights
Connectivity A Ookla + ITU (+ Starlink)
Accessibility A Malaria Atlas friction surface
Remoteness / surroundings A GPWv4 population density
Contamination legacy C Maus mining polygons + WRI power plants
Phase-1 desk screening
These are desk numbers from open data. Soil tests, water rights and the welcome of actual neighbours all wait for a visit — we'd rather say so than pretend.
Other regions in Malaysia
Compare nearby options, ranked by overall suitability.