Where AI can help
AI and automation can assist configuration and log investigation.
US labor-market data in USD. Changing language does not change the country.
✓ United StatesBrazil — data in preparationBrazil is not available yet. We will publish a local dataset after validating CBO mapping and remuneration coverage.
Configure and maintain networks, servers and IT environments. They check availability, access and recovery after failures.
Plan, coordinate, and implement network security measures to protect data, software, and hardware.
Perform data backups and disaster recovery operations.
Diagnose, troubleshoot, and resolve hardware, software, or other network and system problems, and replace defective components when necessary.
Maintain and administer computer networks and related computing environments, including computer hardware, systems software, applications software, and all configurations.
Configure, monitor, and maintain email applications or virus protection software.
A monitored environment with documented access and tested recovery.
Editorial example, not a reported worker interview. Tools vary by employer.Infrastructure teams and service providers. Some roles include on-call duties and maintenance outside business hours.
O*NET® 31.0 ↗Mean is the arithmetic average; median is the midpoint of the wage distribution. National occupational figures are not starting-salary promises.
Percentiles describe the workforce distribution, not junior and senior salary bands. Excludes self-employed workers; see the source for coverage.
BLS · May 2025 · USD/year ↗Includes replacement needs over 2025–2035. These are projections, not open job advertisements.
BLS · 2025–2035 ↗AI and automation can assist configuration and log investigation.
Validating changes, dependencies and recovery requires environment knowledge. Employment is also projected to decline.
The task discussion is editorial interpretation. Only the exposure percentage is reproduced from the study; we do not assign percentages to individual tasks.
Anthropic · March 2026 study ↗Use the exercise below to practice a real task, check AI outputs and identify where you need more depth. A career change is one option, not a requirement.
Build a lab, trigger a controlled failure and demonstrate restoration from a backup.
Typical requirements in BLS data, not universal hiring rules. Verify the employer’s requirements and any applicable credential or license.
BLS · 2025 ↗Operating systems · networking · backups · monitoring and scripts
Editorial example, not a reported worker interview. Tools vary by employer.
These are researched starting points, not personalized recommendations or promises of lower AI exposure. Check the destination’s requirements and your own circumstances.
Operating environments provides context for investigating risks and controls.
Related experience is typical; infrastructure operations do not replace security practice.
Build a lab, trigger a controlled failure and demonstrate restoration from a backup.
Use the official occupation title below to search current listings. Check duties, location, experience and compensation. External search results have not been verified as active by this directory.
Network and Computer Systems AdministratorsSearch external job listings ↗Ask which tasks take the most time, how AI changed the routine and what evidence of skill helped them enter. Compare their experience with the published data.
My Next Move ↗Occupational descriptions adapt the O*NET® 31.0 Database, U.S. Department of Labor, Employment and Training Administration, under CC BY 4.0. Is my job toast? translated, shortened and supplemented the material. USDOL/ETA has not approved or endorsed these changes. CC BY 4.0 ↗