Population density, growth and household purchasing power across all 56 Selangor state constituencies (DUN) plus Kuala Lumpur & Putrajaya (11+1 parliamentary constituencies — federal territories have no DUNs). Sources: DOSM population (2020–2022), household income & expenditure surveys (2019, 2022, 2024).
Density vs. income growth potential. Bubble size = population; amber = top-10 opportunity score. Click a bubble to inspect.
Composite opportunity score: 35% density · 25% population growth · 20% household expenditure · 20% median income (all normalised 0–100).
Your current unit economics against the selected constituency's grocery market. Grocery market est. = households (pop ÷ 3.8) × household expenditure × 17% food-at-home share × 12 months.