Network, servers and computer systems administrator
AI Exposure Rank
80/100
Range 60–97/100 across source-weight sensitivity checks
Network, servers and computer systems administrator has an AI Exposure Rank of 80/100, meaning its work is more exposed to current AI capabilities than approximately 80% of Singapore occupations. The evidence currently points to demand buffered redesign; this is a relative rank, not a probability of job loss.
Professionals·SGD 4,765/mo (3,688–6,920)·~3.5K workers in SG·Updated 2026-07-17
Relative AI exposure, not a prediction of job loss. Hiring, wages and role design depend on many forces this rank does not forecast.
Mixed signal: This occupation has very high relative AI exposure but is currently flagged as Jobs in Demand — indicating positive hiring signals despite AI exposure.
How This Rank Is Built
The source percentiles are combined using the displayed reliability weights, then ranked against all 562 Singapore occupations. This is not a percentage of tasks and not a job-loss probability.
Likely job pathway
Demand-buffered redesign
Current demand context
Strong current demand
Pathway and demand are reported beside the exposure rank. Current demand does not change the rank.
The evidence behind this occupation's AI exposure, with human-work and demand context shown separately. How this works
Tasks AI can handle
With 77% AI task overlap (based on Felten AIOE and ILO occupational exposure), the Network, servers and computer systems administrator tasks most exposed include: code generation, test writing, documentation, code review suggestions, and debugging common patterns.
- • Diagnose, troubleshoot, and resolve hardware, software, or other network and system problems, and replace defective components when necessary.
- • Design, configure, and test computer hardware, networking software and operating system software.
- • Implement and provide technical support for voice services and equipment, such as private branch exchange, voice mail system, and telecom system.
O*NET tasks for this occupation with the most observed Claude usage (Anthropic task data).
What AI can't do here
At 15% human bottleneck protection, the tasks that remain hardest to automate for Network, servers and computer systems administrator include: system architecture decisions, complex debugging in production, cross-team coordination, requirements gathering, and security-critical code review.
Skills to focus on
Dell'Acqua et al. (2023) found consultants using AI improved quality 12-40% depending on task boundary — but performance dropped when AI was used outside its capability frontier ("jagged frontier" effect).
Sources: Felten AIOE (2021), ILO GenAI (2025), Pizzinelli et al. bottleneck model. Full methodology.
From exposure to employment
What could change the employment outcome?
AI capability is only the starting point. Adoption, task design, human oversight, demand, mobility and evidence quality determine how exposure may resolve in practice.
Workplace adoption
Leading sectors represented
Some listed industries have MOM sector adoption evidence; observed-sector average 62.7%.
Task structure
Task evidence available
100% weighted task match · 25% effective coverage
Human advantage
Coordination and judgment still matter
At 15% human bottleneck protection, the tasks that remain hardest to automate for Network, servers and computer systems administrator include: system architecture decisions, complex debugging in production, cross-team coordination, requirements gathering, and security-critical code review.
Hiring and demand
3.4% vacancy rate · 2026 Q1
PMET vacancies increased from Q4 and remained below their year-ago level. Hiring stayed net positive but slowed, while retrenchment incidence remained the highest of the three broad occupation groups. In 2025, this broad occupation group had 0.9% time-related underemployment and 6.9% non-permanent employment. Across the published male and female series, CPI-adjusted median income changed -0.8% to +2.3% from 2018 to 2023.
Career transitions
Cloud specialist
easy modeled transition; outcomes still depend on skills, wages and openings.
Evidence strength
medium confidence
2 exposure sources · sensitivity 60–97/100 across source-weight sensitivity checks.
These lenses are reported separately and do not alter AI Exposure Rank. Labour-market figures describe a broad official occupation cluster, not this SSOC occupation alone.
Singapore Now
Current labour market conditions and how they affect this role.
Local conditions are under more strain. Vacancies have softened and displacement signals are less forgiving.
Vacancy
3.4%
↓ 2.9% YoY
Hiring
1.2%
vs 0.7% resign
Retrenchment
2.6
per 1,000 · moderate
Re-entry
69.1%
find work in 12mo· +1.4pp
Professionals, Managers, Executives & Technicians · 2026 Q1
Top Industries
Industry vacancy overlays use the latest published detailed cross-tab, which can lag the main labour monitor.
What You Can Do
Network, servers and computer systems administrator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.
Published transition support
Related roles you could transition to
Exposure-reducingHigher AI exposure, but comparatively credible exposure-reducing moves exist — the strongest scores 70% match. Escape-route quality and labour demand matter alongside exposure.
Compare within Professionals
Modern roles using this occupation
See how this compares to similar occupations
Compare with... →Classification
More exposed than approximately 79% of occupations · V8 AI Exposure Rank· University Degree
Raw scores
AIOE 0.789 · θ 0.624 · C-AIOE 0.680
Stability
stable · Optimistic 39% · Pessimistic 49%
Score range (best/worst case)
Exposure sensitivity 60–92% · Rank sensitivity 60–97/100 across source-weight sensitivity checks
Scoring basis
V8 AI Exposure Rank. A relative Singapore occupation index. It ranks AI task exposure; it is not a probability of job loss or a percentage of tasks.
Wage range (SGD/mo)
25th 3,688 · Median 4,765 · 75th 6,920
Evidence & sources
Data matching
direct · SSOC 25220
Jobs in Demand: exact match
Data quality
medium evidence · 2 exposure sources · direct mapping
Capped at high · Final rating: medium · capped for conflicting signals
100% weighted task match · 25% effective coverage
AI overlap by data source
Weights: aioe 47% · ilo 53%
Conflicting data signals
Tools & offset factors
Common tools (O*NET proxy)
Worker profile & local context
- Vacancy rate is 3.4% and rose by 0.3 points from last quarter.
- Hiring read: recruitment is running above resignation (1.2% vs 0.7%).
- Retrenchment was moderate at 2.6 per 1,000 employees.
- 69.1% of retrenched workers re-entered employment within 12 months.
- The postings snapshot is stale; its latest captured ad is dated 2026-03-20.
- Employer pressure is moderate, based on 7 captured Singapore-relevant company signals through 2025-08-12.
Worker profile
Gender mix
70% male / 30% femalePublished Singapore worker composition for the detailed occupation family 25 Information & Communications Technology Professionals.
Employment structure
Employee-heavy96% employees, 4% employers or self-employed workers.
Work arrangement
Mostly full-time4% part-time and 96% full-time in 2025.
Age profile
Mid-career heavy14% aged 15 to 29, 62% aged 30 to 49, and 24% aged 50 or older.
Qualification mix
Degree-heavyDegree 81%; Diploma / professional qualification 15%.
Gross wage by sex
Female median 20% lowerPublished June 2024 gross wage medians: male $5,302, female $4,254.
Where this work is concentrated
Top planning areas
Sengkang, Bedok, Tampines19% of workers in this occupation group live in these three planning areas.
Residential concentration
Broadly distributed30% live across the top five planning areas in the 2020 Census.
Commute pattern
Mid-range commutesEstimated average commute 37.5 minutes. 33% take 46 minutes or more.
Role profile
How this role's work breaks down across key dimensions. This is a general profile, not an individual measurement.
General role profile on a 0–100 scale. These are modelling inputs, not measurements of an individual job or worker.
How this changes by career stage
Career stage can change the task mix and human context. These directional profiles are illustrative, not occupation-level forecasts of hiring or displacement.
Frequently asked questions
Will AI replace Network, servers and computer systems administrator?
Network, servers and computer systems administrator has an AI Exposure Rank of 80/100, meaning its work is more exposed to current AI capabilities than approximately 80% of Singapore occupations. The evidence currently points to demand buffered redesign; this is a relative rank, not a probability of job loss. AI Exposure Rank: 80/100 (Very High). Median wage: SGD 4,765/month.
What is the AI exposure rank for Network, servers and computer systems administrator?
Network, servers and computer systems administrator has an AI Exposure Rank of 80/100, rated Very High. It ranks higher than approximately 80% of Singapore occupations for exposure to current AI capabilities; it is not a job-loss probability.
What career transitions are available for Network, servers and computer systems administrator?
Network, servers and computer systems administrator has modeled transition pathways to related occupations. The strongest adjacent pathway is Cloud specialist, based on skill and wage similarity (model-estimated). Transition scoring accounts for wage preservation, training ease, and destination quality.
How does Network, servers and computer systems administrator salary compare in the live market?
Network, servers and computer systems administrator earns a median gross wage of SGD 4,765/month in the live market (25th-75th percentile: SGD 3,688-6,920). This is 6% above median across all 562 scored occupations, and 27% below group median within Professionals occupations.