ICT quality assurance specialist
AI Exposure Rank
86/100
Range 85–87/100 across source-weight sensitivity checks
ICT quality assurance specialist has an AI Exposure Rank of 86/100, meaning its work is more exposed to current AI capabilities than approximately 86% of Singapore occupations. The evidence currently points to workflow redesign; this is a relative rank, not a probability of job loss.
Professionals·SGD 7,666/mo (4,797–14,424)·~4.5K workers in SG·Updated 2026-06-11
Relative AI exposure, not a prediction of job loss. Hiring, wages and role design depend on many forces this rank does not forecast.
Why This Score
83% of tasks overlap with current AI
27% human advantage from judgment & presence
63% demand buffer from the local labour market
These factors interact with each other — the final score is not a simple sum of these bars.
The evidence behind this occupation's AI exposure, with human-work and demand context shown separately. How this works
Tasks AI can handle
With 83% AI task overlap (based on Felten AIOE), the ICT quality assurance specialist tasks most exposed include: financial modeling, data extraction from filings, ratio analysis, report generation, transaction categorization, and regulatory document summarization.
- • Monitor bug resolution efforts and track successes.
- • Investigate customer problems referred by technical support.
- • Test system modifications to prepare for implementation.
O*NET tasks for this occupation with the most observed AI usage (Anthropic task data).
What AI can't do here
At 27% human bottleneck protection, the tasks that remain hardest to automate for ICT quality assurance specialist include: judgment on risk vs. return, client advisory relationships, regulatory interpretation in edge cases, fraud detection in novel scenarios, and strategic capital allocation.
Skills to focus on
Sources: Felten AIOE (2021), Pizzinelli et al. bottleneck model. Full methodology.
Singapore Now
Current labour market conditions and how they affect this role.
Cooling, but not collapsing. Vacancies and re-entry are softer, yet retrenchment remains low and hiring still exceeds resignations.
Vacancy
3.1%
↓ 3.1% YoY
Hiring
1.5%
vs 0.9% resign
Retrenchment
1.5
per 1,000 · low
Re-entry
67.7%
find work in 12mo· -5.3pp
Professionals, Managers, Executives & Technicians · 2025 Q4
Top Industries
Industry vacancy overlays use the latest published detailed cross-tab, which can lag the main labour monitor.
What You Can Do
ICT quality assurance specialist 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-reducingThis occupation has higher relative AI exposure, and its best adjacent move ranks in the weakest quarter of exposure-reducing options. Mobility outcomes also depend on demand, wages, skills and access to credible transitions. See all occupations in this quadrant.
Compare within Professionals
Modern roles using this occupation
See how this compares to similar occupations
Compare with... →Classification
More exposed than approximately 86% of occupations · V8 AI Exposure Rank· University Degree
Raw scores
AIOE 1.241 · θ 0.648 · C-AIOE 1.039
Stability
stable · Optimistic 38% · Pessimistic 49%
Score range (best/worst case)
Exposure sensitivity 83–83% · Rank sensitivity 85–87/100 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 4,797 · Median 7,666 · 75th 14,424
Evidence & sources
Data matching
direct · SSOC 25151
Data quality
low evidence · 1 exposure sources · direct mapping
100% weighted task match · 35% effective coverage
AI overlap by data source
Weights: aioe 100%
Conflicting data signals
Tools & offset factors
What could slow it down
- Current demand support is thin, so offsets may take longer to show up.
Worker profile & local context
- Vacancy rate is 3.1% and was essentially flat versus last quarter.
- Hiring read: recruitment is running above resignation (1.5% vs 0.9%).
- Retrenchment was low at 1.5 per 1,000 employees.
- 67.7% of retrenched workers re-entered employment within 12 months.
- Employer pressure is low, based on 2 recent Singapore-relevant company signals.
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 53% lowerPublished June 2024 gross wage medians: male $12,902, female $6,015.
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.
Workflow dimensions (0 = low, 1 = high)
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 ICT quality assurance specialist?
ICT quality assurance specialist has an AI Exposure Rank of 86/100, meaning its work is more exposed to current AI capabilities than approximately 86% of Singapore occupations. The evidence currently points to workflow redesign; this is a relative rank, not a probability of job loss. AI Exposure Rank: 86/100 (Very High). Median wage: SGD 7,666/month.
What is the AI exposure rank for ICT quality assurance specialist?
ICT quality assurance specialist has an AI Exposure Rank of 86/100, rated Very High. It ranks higher than approximately 86% of Singapore occupations for exposure to current AI capabilities; it is not a job-loss probability.
What career transitions are available for ICT quality assurance specialist?
ICT quality assurance specialist has modeled transition pathways to related occupations. The strongest adjacent pathway is ICT auditor, based on skill and wage similarity (model-estimated). Transition scoring accounts for wage preservation, training ease, and destination quality.
How does ICT quality assurance specialist salary compare in the live market?
ICT quality assurance specialist earns a median gross wage of SGD 7,666/month in the live market (25th-75th percentile: SGD 4,797-14,424). This is 70% above median across all 562 scored occupations, and 18% above group median within Professionals occupations.