Computer Systems Engineers

Computer & Mathematical

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

    0.311

    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

  • Data source: ILOPublished: 2025

    0.49

    0.09Range of values carried here0.70

    Group-level value

    Scale, basis and source

    Generative AI exposure index, 0–1 as published

    ISCO-08 unit group — every occupation sharing the code gets this value

    Computed by this site, not published by the ILO: of the 1,012 occupations this site links to the ILO dataset, 21% score at or above this value.

    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 147 hidden tasks
TaskClaude.aiRaw / share %APIRaw / share %
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.

15-1199

2.845333.32.840919.9
Provide feedback and recommendations to developers on software usability and functionality.

15-1199

0.49125.80.49793.5
Determine sources of web page or server problems, and take action to correct such problems.

15-1199

0.44045.20.36932.6
Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks.

15-1199

0.37994.42.809019.7
Consult with multiple stakeholders to define requirements and implement online features.

15-1199

0.28483.30.08500.6
Search electronic sources, such as databases or repositories, or manual sources for information.

15-1199

0.21672.50.10390.7
Develop transactional Web applications, using Web programming software and knowledge of programming languages, such as hypertext markup language (HTML) and extensible markup language (XML).

15-1199

0.18952.20.09370.7
Provide technical guidance or support for the development or troubleshooting of systems.

15-1199

0.18382.20.02020.1
Configure servers to meet functional specifications.

15-1199

0.15971.90.20981.5
Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.

15-1199

0.15711.80.64864.5

Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page

Occupation information