Computer Occupations, All Other
Computer and Mathematical Occupations- O*NET-SOC code
- 15-1299.00
All computer occupations not listed separately.
- Data source: BLSPublished: 2026-08
Very high· relative
LowFour relative bandsVery highGroup-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
- Data source: AnthropicPublished: 2026-03
0.311
0.000Range of values carried here0.745Group-level value
Scale, basis and source
Observed exposure index, 0–1 as published
Mapped onto O*NET tasks
Published per SOC 2018 occupation; every O*NET occupation with the same SOC 2018 code carries this value
- Data source: ILOPublished: 2025
0.43–0.55· 3 ISCO-08 groups
Scale, basis and source
Generative AI exposure index, 0–1 as published
Published per ISCO-08 unit group. Linked to this occupation, wholly or in part, by applying U.S. Bureau of Labor Statistics crosswalks (ISCO-08 to 2010 SOC, 2010 SOC to 2018 SOC) as published
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.
ILO value for each linked ISCO-08 group
- ISCO-08 2519Software and Applications Developers and Analysts Not Elsewhere Classified0.55
- ISCO-08 2529Database and Network Professionals Not Elsewhere Classified0.49
- ISCO-08 3511Information and Communications Technology Operations Technicians0.43
Task-level exposure
Show 9 hidden tasksTasks of O*NET-SOC 2010 occupation 43-9011.00 Computer Operators, linked to this occupation by the O*NET-SOC 2010 to 2019 crosswalk
| Task (O*NET 20.1) | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Help programmers and systems analysts test and debug new programs.43-9011.00 | 0.149850.5 | 0.227346.4 |
Respond to program error messages by finding and correcting problems or terminating the program.43-9011.00 | 0.079126.7 | 0.086617.7 |
Record information such as computer operating time, problems that occurred, and actions taken.43-9011.00 | 0.035211.9 | 0.100820.6 |
Retrieve, separate and sort program output as needed, and send data to specified users.43-9011.00 | 0.01996.7 | 0.062312.7 |
Operate spreadsheet programs and other types of software to load and manipulate data and to produce reports.43-9011.00 | 0.00963.2 | 0.00771.6 |
Notify supervisor or computer maintenance technicians of equipment malfunctions.43-9011.00 | 0.00280.9 | 0.00571.2 |
Data sources & licenses — O*NET®, Anthropic Economic Index: see full notices on the Credits page
All O*NET 31.0 task statements (0)
All O*NET 31.0 task statements for this occupation (English, as published; task type core or supplemental). Exposure values are not listed here; they are in the table above, next to each task statement as worded in the O*NET version each source used.
The O*NET® 31.0 Database lists no task statements for this occupation.
"What work can robots do?" (Anthropic) has no robot exposure value for this occupation. This does not mean 0.
Occupation information
Employment outlook (BLS)
Values for the whole SOC 15-1299 group (Computer occupations, all other), not for this O*NET occupation alone.
- Employment, 2025
- 471K
- Projected employment, 2035
- 495K
- Change (2025–35)
- +5.1%
- Median annual wage, 2025
- $116,580
- Typical education needed for entry
- Bachelor's degree
Korea classification links (KSCO)
Links from the current release of the Korea Occupation Direct Crosswalk v1.1, made by AI Changing Work. Relation values are read from the O*NET-SOC occupation side.
| KSCO code | KSCO title | Relation | Status |
|---|---|---|---|
| 22299 | 그 외 컴퓨터 시스템 및 소프트웨어 전문가 | Overlapping, not the same | confirmed |
Relation and status definitions(kr-direct v1.1)
ILO occupational description
AI Changing Work links the ISCO-08 unit groups below to this occupation by applying the U.S. Bureau of Labor Statistics crosswalks (2018 SOC to 2010 SOC, 2010 SOC to ISCO-08) as published, without case-by-case selection; each link may be whole or partial.
- ISCO-08 2519Software and Applications Developers and Analysts Not Elsewhere Classified
- ISCO-08 2529Database and Network Professionals Not Elsewhere Classified
- ISCO-08 3511Information and Communications Technology Operations Technicians
Sources: ILO ISCO-08 — details: Credits
ESCO occupational vocabulary
ISCO-08 2519
- ICT test analystESCO 2519.5
ICT test analysts work in testing environments, assessing products, checking for quality and accuracy, or creating tests scripts. They design tests which are then implemented by testers.
- ICT disaster recovery analystESCO 2519.3
ICT disaster recovery analysts develop, maintain, and implement ICT continuity and disaster recovery strategies and solutions. They support the technical teams, assess the risks, design and develop procedures, documentation and strategies for disaster recovery in order for business functions to continue and recover with a minimal loss of data. They also coordinate the system backups tests and validations.
- software testerESCO 2519.6
Software testers perform software tests. They may also plan and design them. They may also debug and repair software although this mainly corresponds to designers and developers. They ensure that applications function properly before delivering them to internal and external clients.
- digital games testerESCO 2519.6.1
Digital games testers review and test various genres of digital games by playing them in order to find bugs and glitches within the game's functionality or graphics. They may evaluate the capacity of attraction and playability of games. They may also debug the games themselves.
+7 more
ISCO-08 2529
- ICT security administratorESCO 2529.5
ICT security administrators plan and carry out security measures to protect information and data from unauthorised access, deliberate attack, theft and corruption.
- digital forensics expertESCO 2529.2
Digital forensics experts retrieve and analyse information from computers and other types of data storage devices. They examine digital media that may have been hidden, encrypted or damaged, in a forensic manner with the aim to identify, preserve, recover, analyse and present facts and opinions about the digital information.
- ICT security consultantESCO 2529.6
ICT security consultants advise and implement solutions to control access to data and programs. They promote a safe exchange of information.
- chief ICT security officerESCO 2529.1
Chief ICT security officers protect company and employee information against unauthorized access. They also define the Information System security policy, manage security deployment across all Information Systems and ensure the provision of information availability.
+4 more
ISCO-08 3511
- data centre operatorESCO 3511.1
Data centre operators maintain computer operations within the data centre. They manage daily activities within the centre to solve problems, maintain the system availability, and evaluate the system's performance.
ESCO occupations that ESCO classifies under the ISCO-08 unit groups linked above; they are not matched to this occupation one by one.
Source: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
License: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
Sources, licenses and AI Changing Work's modification and translation notices for this page: Credits & sources