About and methodology

Transparent formulas. Dated sources. Visible limitations.

JPI exists to improve the questions asked before a property decision.

We combine official market context with a consistent editorial framework. We do not present developer claims, agent advertising or model outputs as guaranteed outcomes.

JPI Zone Score

FactorWeightQuestion
Demand depth25%How broad and durable is the tenant and owner-occupier pool?
Entry value20%Is pricing supported by comparable completed utility?
Yield resilience20%Does net income survive conservative rent and vacancy?
Supply resilience15%How much directly competing stock exists or is completing?
Connectivity10%Does real door-to-destination travel support demand?
Exit liquidity10%Who is the likely future buyer, and how deep is that pool?
Score = Σ[(1–5 evidence rating ÷ 5) × weight] − 0–10 risk penalties

Ratings of 75–100 are strong screens, 65–74 selective, 55–64 evidence gaps and below 55 high caution. Project-level facts replace zone-level assumptions.

ROI formulas

  • Gross yield: annual asking rent ÷ purchase price.
  • NOI: effective annual rent after vacancy minus recurring operating costs.
  • Net yield: NOI ÷ purchase price.
  • DSCR: NOI ÷ annual mortgage debt service.
  • Cash-on-cash: annual pre-tax cashflow ÷ initial cash required.
  • Stress case: rent −10%, rate +0.75 percentage points and operating costs +10%.

Source policy

Primary sources are preferred: NAPIC/JPPH, Bank Negara Malaysia, Singapore Land Transport Authority, MIDA, Singapore EDB, Johor land authorities and LHDN. Every market page shows an update date. Secondary sources may help discover a dataset but are not used to invent unavailable precision.

Editorial accountability and corrections

JPI maintains a versioned source register, visible review dates and a release record for material website changes. A correction request can be submitted through the private project-review form by naming the page, disputed statement and supporting primary source. The operator reviews evidence before changing a published conclusion; advertisers cannot approve or veto editorial corrections.

Advertising boundary

Paid placements will be labelled. Advertising does not buy a JPI score, recommendation or removal of material risk language. Agents remain responsible for licensing, claims, listing authority and current project information.

JPI is an information and lead-generation platform. It is not a registered valuation, legal, tax, financial-planning or investment-advisory service.