Software QA Analysts

Computer & Mathematical

AI exposure

  • Data source: BLSPublished: '26.08

    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: '26.03

    0.519

    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: '25

    0.53

    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, 14% 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 148 hidden tasks
TaskClaude.aiRaw / share %APIRaw / share %
Modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.

15-1132

5.974631.99.960732.9
Write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.

15-1199

3.672919.63.472211.5
Modify existing software to correct errors, to adapt it to new hardware, or to upgrade interfaces and improve performance.

15-1133

2.566613.74.597215.2
Analyze user needs and software requirements to determine feasibility of design within time and cost constraints.

15-1132

0.46442.51.46644.8
Provide feedback and recommendations to developers on software usability and functionality.

15-1199

0.41492.20.49651.6
Determine sources of web page or server problems, and take action to correct such problems.

15-1199

0.39962.10.22080.7
Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks.

15-1199

0.33321.82.41418.0
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

0.27831.50.13160.4
Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcome and consequences of design.

15-1132

0.26691.40.21850.7
Store, retrieve, and manipulate data for analysis of system capabilities and requirements.

15-1133

0.21511.10.50061.7

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

Occupation information