Labor Impact Dashboard

Maps and charts of reported AI–labor incidents by country, sector, and type. Circle size shows story count per country; filter by US state, region, or date range (Jan 2020 – present). Browse articles below or download the filtered list as CSV. How incidents are documented (sources, timespan, limitations).

Static dashboard on GitHub Pages — run python -m src.web locally for live refresh and the News aggregator.

Data date range

Start

End

Geographic regions

Date range, regions, and keywords instantly filter the loaded data below.

Global Europe Asia Africa Latin America Middle East North America

Focus keywords

Comma separates alternatives; words in one phrase must all match (e.g. amazon warehouse, gig drivers).

US state

Map dot color

Filter displayed incidents

Industry

AI incident type

217 of 217 incidents shown · Jan 2020 – present · 305 discovered

217Shown after filters

74Countries on map

Map (circle size = stories per country)

Size = incident count · Color = AI incident type · click for summary

By region

By industry

By AI incident type

Explore articles

Date	Region	Country	Industry	AI incident	Headline	Source