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X.005 / ECONOMIC INTELLIGENCE / DATA LAB

Numbers don't
explain themselves.

Three investigations into digital adoption and income for the United States, Germany, Japan and Hungary, loaded live from the World Bank API. Interactive visuals and transparent methods, with SQL and Power Query files that reproduce an archived snapshot.

WORLD DEVELOPMENT INDICATORSLIVE WORLD BANK APIUS · DE · JP · HU2000–2024
Loading live World Bank data…

QUESTION 01

Who connected, and when?

Compare how internet use expanded over twenty-five years. The source counts individuals using the Internet as a percentage of population—not subscriptions or internet speed.

METHOD / TIME-SERIES ANALYSIS

Internet users (% of population)

Country ranking

DATA LINEAGE / TRANSPARENCY

Reproduce the work.

Source, not estimates

World Bank, World Development Indicators: IT.NET.USER.ZS and NY.GDP.PCAP.CD. Loaded live from the World Bank API for the United States, Germany, Japan and Hungary; the status line above shows the source's last-update date and the fetch date. Values can be revised by the publisher. An archived snapshot (retrieved 24 September 2026; 150 country–year records for Brazil, Canada, China, Germany, India and the United States) is kept for reproduction and as a fallback.

Methods you can inspect

The browser requests the World Bank API directly, computes every comparison locally, and does not impute missing values. SQL queries (SQLite) and Power Query M scripts reproduce the transformations on the archived snapshot, for later use in Power BI Desktop.

Scope and limitations

These are exploratory case studies, not peer-reviewed research. The four-country sample is illustrative, not representative. No completed Power BI Desktop report (.pbix) is claimed here.

NEXT / RESEARCH BACKLOG

Economic complexity is next.

The intended second data collection will use the Atlas of Economic Complexity's product-level trade tables and documented citation requirements; any World Economic Forum indicators will require separate version, methodology and licensing checks. Neither dataset has been silently mixed into these World Bank results.

Atlas data & citation instructions ↗︎