Data transparency
Methodology
A data platform is only trustworthy when its method is public. This page sets out how we normalise scores, where the data comes from, and what we không làm.
A shared 0–100 scale
Every index onto one scale 0–100 using min–max normalisation: the country with the highest value scores 100, the lowest scores 0, and everything else falls linearly in between. Where a low value is the good outcome (tax burden, for example), the scale is inverted.
Example — the Passport Index: "strength" = the number of destinations reachable visa-free, with visa on arrival or with an eTA. The strongest passport (Singapore) scores 100; every other passport is scaled against the highest–lowest range.
Because they share one scale and one country list (keyed on ISO 3166-1 alpha-3), so every index genuinely comparable with each other and can be combined into composites without mixing units.
Three tiers of indices
Tier 1 · Core
Foundation indices — hard data from government sources (the Passport Index, for example).
Tier 2 · Premium
Depth for migration and wealth-preservation decisions (tax, safety, healthcare and more).
Tier 3 · Signature
Score composite weighted from verified Tier 1–2 indices — scored only when at least 80% of the weight is present, so no country gets a hollow number.
Data principles
- Source priority government / intergovernmental / independent bodies.
- Entry rules checked against official government portals for each country, and we check that the links are still alive.
- The source directory is kept in an internal register, which we do not publish in full (it protects the research behind it); we do state method, and we do not circulate the source list.
- Composite scores are published only once their component indices have been verified.
- Each index states data version and the date it was updated.
Updated & versioned
Entry rules and country indicators change over time. With each update we stamp a data version so you know which vintage a figure belongs to. Long lists (e-Visa and VOA, for instance) are sample-checked before publication. Even so, always verify with the destination's own authority before making a travel or investment decision.
What we không làm
- We neither copy nor directly compare against any other organisation's ranking — the method is our own.
- No ranking by sponsor; the data stays neutral towards every programme.
- We do not sell users' personal data to third parties.
- We give no legal, tax or investment advice — this is reference data for research.
Status of 13 indices
| Indices | Tier | Version | Data sources |
|---|---|---|---|
| Opportunity Map™ | Tier 1 — Core | — | Government sources, country by country (gov_url and verified_on recorded on each programme). |
| Passport Index™ | Tier 1 — Core | PPI-PLI v0.1 (gov-sourced) | An in-house bilateral visa matrix, taken from each destination government's own source. |
| Quality of Life Index™ | Tier 1 — Core | 2026-08-27 | UNDP Human Development Report + UN SDG Global Database + World Bank WGI (CC-BY). The Health, Safety and Education pillars take their scores directly from the Healthcare, Global Safety and Education indices. |
| Cost of Living Index™ | Tier 2 — Premium | 2026-08-27 | World Bank ICP household price level (PA.NUS.PRVT.PLI) + WDI PPP income + CPI inflation (CC-BY). Numbeo is NOT used: its licence bars republication and it is not available for commercial use. |
| Education Index™ | Tier 2 — Premium | 2026-08-27 | World Bank WDI + Human Capital Index (CC-BY). Note: the heaviest pillar, harmonised learning outcomes (HD.HCI.HLOS, 28%), rests on 2020 data — the World Bank has not updated the Human Capital Index since 21 Sep 2020. |
| Global Safety Index™ | Tier 2 — Premium | 2026-08-27 | UNODC + World Bank WGI + WHO + UCDP (CC-BY). |
| Healthcare Index™ | Tier 2 — Premium | 2026-08-27 | World Bank WDI (life expectancy, infant and maternal mortality, skilled birth attendance, health workforce, spending, out-of-pocket share) + UN SDG Global Database indicator 3.8.1 for the UHC service coverage index. The UHC figures originate with the WHO but are taken through the UN SDG channel: the WHO GHO release is CC BY-NC-SA 3.0 IGO, which bars commercial use. |
| Tax Freedom Index™ | Tier 2 — Premium | 2026-07-03 | OECD Tax Database + national tax authorities (curated in tax_src/tax_rates.json). |
| Wealth Protection Index™ | Tier 2 — Premium | 2026-08-27 | World Bank WGI + CPI inflation + banking soundness (NPL, capital adequacy) — CC-BY. |
| Family Relocation Score™ | Tier 3 — Signature | 2026-08-27 | Composite of the component indices in tool_scores. |
| Global Citizenship Score™ | Tier 3 — Signature | 2026-08-27 | Composite of the component indices in tool_scores. |
| Investment Migration ROI™ | Tier 3 — Signature | 2026-08-27 | The programs table (government sources) + the internal Passport Index. |
| Retirement Destination Index™ | Tier 3 — Signature | 2026-08-27 | Composite of the component indices in tool_scores. |