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.

How to read the scale

Most country indices are expressed on a scale of 0–100 for readability, but not through a single formula. Depending on the dataset, the index page publishes min–max normalisation with outlier capping, an absolute scale, a weighted composite or log normalisation. Passport Index also shows the number of freely accessible destinations; Migration ROI uses log normalisation.

The 0–100 scale shows relative position within each index. A score of 80 on tax does not measure the same quantity as a score of 80 on healthcare. Only composite scores with a published formula and published weights add pillars together.

Three tiers of indices

1

Tier 1 · Core

Foundation indices — hard data from government sources (the Passport Index, for example).

2

Tier 2 · Premium

Depth for migration and wealth-preservation decisions (tax, safety, healthcare and more).

3

Tier 3 · Signature

Score composite weighted from the tier 1–2 indices; the missing-data rule is published per index (GCS requires at least 60%).

Data principles

Updated & versioned

Entry rules and country indices change over time. With every update we tag a data version so you know which point in time the figures belong to. Coverage and the level of verification can differ between datasets and are stated on the corresponding page. Always verify with the official authority of the destination country before making a travel or investment decision.

What we không làm

Status of 14 indices

IndicesTierVersionData sources
Opportunity Map™ Tier 1 — Core — Government sources, country by country (official link and check date recorded on each programme).
Passport Index™ Tier 1 — Core PI Passport 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 2026-09-14 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 2026-08-28 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 2026-09-14 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 2026-09-14 UNODC + World Bank WGI + WHO + UCDP (CC-BY).
Healthcare Index™ Tier 2 — Premium 2026-08-28 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 2026-09-14 OECD Tax Database + national tax authorities (tax-rate table compiled by PI).
Wealth Protection Index™ Tier 2 — Premium 2026-09-14 World Bank WGI + CPI inflation + banking soundness (NPL, capital adequacy) — CC-BY.
Family Relocation Score™ Tier 3 — Signature 2026-09-29 Composite of PI component index scores.
Global Citizenship Score™ Tier 3 — Signature 2026-09-29 Composite of PI component index scores.
Investment Migration ROI™ Tier 3 — Signature 2026-09-29 Investment programme table (government sources) + the PI Passport Index.
Retirement Destination Index™ Tier 3 — Signature 2026-09-29 Composite of PI component index scores.
Travel Index™ Tier 3 — Signature 2026-09-29 The PI Passport Index (entry conditions) + PI component index scores + NASA POWER (climate) + Wikipedia and Wikidata (direct flights from Vietnam, UNESCO heritage, geography) + World Bank (protected areas, forest, population density, malaria from WHO data).

Questions about the method? See FAQ or contact.