What changed on WorldJobsData, newest first. Method and scoring changes are logged on the methodology page. Spotted an error? Report it. Feed: Atom.
October 2026: Ghana correction, World Bank and HDI refresh, nine new analyses
One data correction (Ghana's workforce), three data refreshes, and nine new analyses built from them. Ghana's average AI exposure moved from 3.39 to 3.36; no other country's score changed.
- Correction: Ghana's workforce was shown as 48.4 million. That is more than Ghana's 35.1 million people (World Bank), so we replaced ILO's 2023-24 values with the 2022 ILO series: 11.3 million workers. Ghana's page, the two posts that cited it, the tools and the dashboard were updated, and the data pipeline now refuses any ILO total larger than a country's population. Ghana country page
- Data refresh: World Bank World Development Indicators refresh: 30 missing fields filled across 15 countries, and the indicator code for the poverty rate fixed. Dataset page
- Data refresh: Labour force participation is now shown for ages 15 to 64 on every country page and post, so countries are measured the same way. Labour force participation by country
- Data refresh: Human Development Index sections now use the UNDP Human Development Report 2025 (2023 data) on 177 country pages and 7 blog posts. 176 countries had a changed HDI. HDI versus AI exposure
- New analysis: Nine new analyses: who climbed and fell in AI use rankings; HDI, informal work, labour force participation, unemployment and years of schooling against AI exposure; the best-paid jobs; the biggest workforces; and the most common job in each country. All posts
Frequently asked questions
What is listed on this page?
Data corrections, data refreshes and new analyses. A correction always says what was wrong, what it was changed to, and whether any score moved.
How often is it updated?
We add a note after each batch of data changes, aiming for monthly. Subscribe with the Atom feed to see new notes.
Where are scoring and method changes recorded?
On the methodology page, in the corrections and changes section. This page covers data and content changes around it.
How do I report an error?
Use the data error form on the contact page. We check the report against the source data and list any fix here.