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 162 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

4.872125.44.306215.0
Modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.

15-1132

3.816819.98.095528.2
Modify existing software to correct errors, to adapt it to new hardware, or to upgrade interfaces and improve performance.

15-1133

2.709814.15.822020.3
Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.

15-1199

0.90044.71.10023.8
Analyze user needs and software requirements to determine feasibility of design within time and cost constraints.

15-1132

0.76734.01.03583.6
Search electronic sources, such as databases or repositories, or manual sources for information.

15-1199

0.48532.50.20440.7
Determine sources of web page or server problems, and take action to correct such problems.

15-1199

0.36331.90.26290.9
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

0.32931.70.29361.0
Provide technical guidance or support for the development or troubleshooting of systems.

15-1199

0.32321.70.03020.1
Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcome and consequences of design.

15-1132

0.29601.50.34681.2

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

Occupation information