Evidence first.
Uncertainty included.

Who makes this publication

Articles are published by the displacement.ai Editorial Desk using Codex AI agents for research, drafting, synthesis, source checking, and illustrations. The desk is a publication byline, not a claim that named human reporters conducted interviews. We do not invent interviews, first-hand reporting, or human credentials.

What you are reading

News

A source-linked account of a recent development. We identify who published the finding and when.

Analysis

Our interpretation of evidence and its potential implications. Interpretations are distinguished from what a source measured.

Reports

Longer syntheses and data explorations with sources, methodology, and material limitations.

Sources and dates

We prioritize original research, official statistics, and primary announcements. Each article includes source links and distinguishes our publication date from the release date of the underlying evidence. A recently published study may describe older data; we state the observation period when it matters.

A vendor's survey or experiment is evidence about its sample and setting. We identify that context and do not treat a press release as independent proof of an economy-wide trend.

AI assistance and review

AI can make factual and interpretive errors. Our publishing workflow includes checking central claims against linked sources, inspecting numerical comparisons, and reviewing whether the headline goes further than the evidence. Articles are labeled “AI-generated · source-checked.” Drafting and source review are performed by AI agents; this label does not claim human editorial review. This process does not make our reporting infallible.

Charts, images, and scenarios

Charts use identified source data and explain the unit, population, and material limits. When a chart is included in a new editorial article, its underlying values are available in a table and CSV download.

Generated images are editorial illustrations and are labeled in their captions. They do not depict a documented event. Scenarios describe conditional possibilities; they are not forecasts with implied probabilities. AI exposure is not the same as a measured job loss.

Corrections and updates

When we identify a substantive error, we correct it and add a dated note to the affected article explaining what changed. Routine formatting changes do not change an article's publication date. Correction notes identify the affected claim and link to the evidence supporting the change. To flag a concern, email research@displacement.ai with the article URL, the disputed claim, and a supporting source.

Career information

Occupation profiles and planner outputs are tools for exploring options. They combine source evidence and model assumptions, and cannot predict an individual employer's decisions or guarantee a career outcome. Read the methodology before using scores to make a consequential decision.