Measurement framework
Four reporting dimensions
The current paper reports exposure level, technology channel, labour margin, and implementation dependency under a common measurement framework.
Methods
What the atlas measures, and what it does not.
The atlas is a measurement system for work activities, skills, country variation, products, and trade-facing technology channels. It is not a causal estimate of realized adoption, displacement, wages, or productivity.
Measurement infrastructure
The live pipeline, branch by branch.
Start with the summary map below. If you want the full stage-by-stage pipeline, switch to the detailed view and inspect individual LLM passes, retain rules, and prepared datasets.
Start with the summary map, then switch to Detailed stages only if you want the full pipeline step by step.
Benchmark constructions
Matched context-free benchmark and GDP-weighted synthetic global
The comparison keeps the measurement framework fixed. What changes is the presence or absence of country context when the benchmark is constructed.
Task-skill structure
Validated many-to-many links are retained
The atlas keeps validated many-to-many links between tasks and skills rather than forcing a thin one-to-one map before exposure is measured.
What the atlas does measure
- Technical exposure of tasks under a common framework
- Many-to-many links between tasks and skills
- Cross-country differences in task exposure
- Goods- and services-facing product/task role structure
- Trade-facing country-task mechanism patterns
What the atlas does not measure
- Realized adoption
- Worker displacement
- Wages or productivity effects
- Organizational redesign
- Causal policy or trade effects
Limitations
Keep the interpretation disciplined.
Country conditioning is still model-mediated rather than a direct observation of realized institutions. The goods and services layers have their own coverage boundaries, and the site repeats those coverage notes wherever the trade-facing layer appears.