World Discovery Engine
Verified data evidence

Find the answer first — then inspect exactly where the data came from.

World Discovery Engine turns official public data into readable, reproducible evidence. Use Indicators for the available data families and Evidence when you want to see how a published value changed between releases.

Browse indicator coverage → · Compare 15 verified population revisions → · Explore discoveries →

LIVE · 15 VERIFIED WDI COUNTRY COMPARISONS
Choose the right path

Current indicator coverage and revision evidence answer different questions.

INDICATORS

What data can I explore?

Open the indicator registry to see which series are production-verified, still screening, or intentionally blocked by methodology checks.

Browse indicators →
REVISION EVIDENCE

Did an official published value change?

Compare the same reference-year value across archived releases. A revision is a change in published data, not real-world growth between release dates.

Browse revision evidence →
METHOD

Why should I trust the comparison?

Check provenance, comparability gates and machine-readable evidence before relying on a result.

Read the methodology →

What changed in the archived population data?

The current verified set compares 2023 population values between the 28 Jan 2025 and 2 Jul 2025 World Bank WDI archive releases. A revision is a change in a published historical value — not population growth.

LARGEST RELATIVE REVISION

Germany +621,923 (+0.75%)

Germany's published 2023 population value changed from 83,280,000 to 83,901,923 between the two archived releases.

Verify Germany →
LARGEST ABSOLUTE REVISION

United States +1,891,336

The United States has the largest absolute revision in the current verified comparison set.

Compare all countries →
VERIFIED NULL RESULTS

10 of 15 unchanged

Ten country values did not change between these two vintages. Null results remain visible because they are evidence too.

See revised and unchanged values →

From answer to evidence in one click

15

Country comparisons

Browse the current verified population-revision set and sort countries by revision magnitude.

Open comparison table →
5

Observed revisions

Five of the 15 verified country values changed across the selected WDI vintages; ten remained unchanged.

Explore notable changes →
3

Evidence layers

Each REAL comparison connects a readable page to provenance plus machine-readable JSON/CSV exports.

Understand the method →

Why the evidence is trustworthy

PROVENANCE

Exact publication vintages

We preserve source identity and release dates rather than silently replacing historical values with the latest observation.

Sources & provenance →
FAIL CLOSED

Unsafe comparisons are rejected

If entity, unit or methodology is not safely comparable, the engine refuses to publish a revision claim.

Read the comparability rules →
MACHINE READABLE

Built for people and AI

Stable HTML evidence links concise findings to underlying values, source context and structured exports.

Browse verified evidence →

Growing the discovery engine carefully

Population revision is the first verified evidence family. The indicator registry makes the expansion boundary explicit: production-verified series are separated from screening candidates until provenance and methodology gates are satisfied.

Open indicator registry → · See current production status →