AI exposure

Data source: BLSPublished: 2026-08
Very high· relative
LowFour relative bandsVery high
Group-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
Source dataset (XLSX download)
Data source: AnthropicPublished: 2026-03
0.579
0.000Range of values carried here0.745
Scale, basis and source
Observed exposure index, 0–1 as published
Mapped onto O*NET tasks
Source dataset

What kind of figure this source publishes

The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.

Task-level exposure

Show 29 hidden tasks

Task	Claude.aiRaw / share %	APIRaw / share %
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies. 15-1243	1.470080.8	1.350081.8
Perform system analysis, data analysis or programming, using a variety of computer languages and procedures. 15-1243	0.09004.9	0.08004.8
Create supporting documentation, such as metadata and diagrams of entity relationships, business processes, and process flow. 15-1243	0.07003.8	0.01000.6
Train users and answer questions. 15-1243	0.06003.3	0.00000.0
Provide technical support to junior staff or clients. 15-1243	0.04002.2	0.00000.0
Develop and document database architectures. 15-1243	0.02001.1	0.01000.6
Write and code logical and physical database descriptions, and specify identifiers of database to management system or direct others in coding descriptions. 15-1243	0.02001.1	0.01000.6
Test software systems or applications for software enhancements or new products. 15-1243	0.01000.5	0.10006.1
Design databases to support business applications, ensuring system scalability, security, performance, and reliability. 15-1243	0.01000.5	0.01000.6
Provide or coordinate troubleshooting support for data warehouses. 15-1243	0.01000.5	0.01000.6
Implement business rules via stored procedures, middleware, or other technologies. 15-1243	0.01000.5	0.01000.6
Design database applications, such as interfaces, data transfer mechanisms, global temporary tables, data partitions, and function-based indexes to enable efficient access of the generic database structure. 15-1243	0.01000.5	0.00000.0
Verify the structure, accuracy, or quality of warehouse data. 15-1243	0.00000.0	0.02001.2
Test programs or databases, correct errors, and make necessary modifications.	—0	0.04002.4
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Data sources & licenses — O*NET®, Anthropic Economic Index: see full notices on the Credits page

Occupation information

US