data.json

index

Open data, followed all the way down to one person inside it.

Every piece here starts with a public dataset and ends with a story. The numbers can be checked: any figure set in mono opens its own evidence in a column to the right, so you never have to leave the sentence you are reading to find out whether it is true.

open to work

02pieces

02public datasets

271occupations

4,810teenagers

work

files

One committed file is the only contract between the analysis and this site. The web layer computes nothing of its own.

source.name: Will AI Take My Job? Exposure, Skills and Wages
source.kaggle: kylefengkfeng209/will-ai-take-my-job-exposure-skills-and-wages
source.retrieved: 2026-07-29
source.occupations: 271
source.employment_covered: 81,559,900
abilities[]: 21 abilities
subject_profile[]: 21 rows
slope.pairs[]: 271 rank pairs
opening.cloud[]: 271 occupations
findings.layers_disagree: −0.367
findings.layers_r2: 0.135
findings.exposure_wage_pearson: +0.286
findings.originality_exposure: −0.144
findings.most_exposed_ability: Information Ordering

web/content/01-ai-exposure/data.json