Quality control/assurance manager
AI displacement risk
6%
Range 3.39–8.02%
Quality control/assurance manager has 59% AI task overlap but 86% human bottleneck protection — lower risk than 73% of occupations in the live market. AI is more likely to enhance this role than replace it.
Managers·SGD 9,100/mo (6,174–14,094)·~5.2K workers in SG·Updated 2026-06-11
Structural pressure, not a prediction of job loss. Displacement tends to arrive through slower hiring, wage compression and role redesign before layoffs.
Why This Score
59% of tasks overlap with current AI
86% human advantage from judgment & presence
59% demand buffer from the local labour market
AI usage 16pp below theoretical exposure
These factors interact with each other — the final score is not a simple sum of these bars.
How much AI overlaps with this job's tasks, offset by human advantages and local demand. Score stability: watch. How this works
Tasks AI can handle
With 59% AI task overlap (based on Felten AIOE, Anthropic Economic Index, and Eloundou GPT exposure), the Quality control/assurance manager tasks most exposed include: financial modeling, data extraction from filings, ratio analysis, report generation, transaction categorization, and regulatory document summarization.
- • Confer with marketing and sales departments to define client requirements and expectations.
- • Evaluate power production or demand trends to identify opportunities for improved operations.
- • Compile and record operational data on forms or in log books.
O*NET tasks for this occupation with the most observed AI usage (Anthropic task data).
What AI can't do here
At 86% human bottleneck protection, the tasks that remain hardest to automate for Quality control/assurance manager include: judgment on risk vs. return, client advisory relationships, regulatory interpretation in edge cases, fraud detection in novel scenarios, and strategic capital allocation.
Main insulation channels: Non-routine work + Deep preparation — the work-context dimensions behind this occupation's human bottleneck.
Skills to focus on
Sources: Felten AIOE (2021), Anthropic Economic Index (2026), Eloundou GPT Exposure (Science, 2024), 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
Quality control/assurance manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.
Published transition support
Related roles you could transition to
Similarity-basedCompare within Managers
See how this compares to similar occupations
Compare with... →Classification
Higher risk than 27% of occupations · V7 structural score
Raw scores
AIOE 0.901 · θ 0.736 · C-AIOE 0.675
Stability
watch · Optimistic 4% · Pessimistic 9%
Score range (best/worst case)
Exposure 54–65% · Net risk 3.39–8.02%
Scoring basis
V7 structural score. Uses task-concentration-weighted exposure, human bottleneck, and demand resilience. V6 baseline fields are retained for release-to-release comparison.-0.5pp versus retained V6 baseline.
Wage range (SGD/mo)
25th 6,174 · Median 9,100 · 75th 14,094
Evidence & sources
Data matching
direct · SSOC 13292
Real-world AI usage: -16% vs estimated
Data quality
79% · Matching 0.85 · Market data 0.70 · Freshness 0.80
100% weighted task match · 2% effective coverage
AI overlap by data source
Weights: aioe 32% · anthropic 35% · eloundou 33%
Tools & offset factors
What helps
- A meaningful share of the work can likely be reorganized around AI rather than removed outright.
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.
- Live job ads show 0 visible postings in the last 30 days, led by Information Technology, Billing Process, Security Surveillance Management.
- 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 13 Production & Specialised Services Managers.
Employment structure
More self-employed79% employees, 21% employers or self-employed workers.
Work arrangement
Mostly full-time3% part-time and 97% full-time in 2025.
Age profile
Mid-career heavy2% aged 15 to 29, 58% aged 30 to 49, and 40% aged 50 or older.
Qualification mix
Degree-heavyDegree 73%; Diploma / professional qualification 14%.
Gross wage by sex
Female median 11% lowerPublished June 2024 gross wage medians: male $9,500, female $8,479.
Where this work is concentrated
Top planning areas
Bedok, Sengkang, Hougang20% 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
Shorter commutesEstimated average commute 32.0 minutes. 21% 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
Senior workers benefit from institutional knowledge and judgment that AI cannot replicate. Entry-level roles have higher task overlap with AI.
Frequently asked questions
Will AI replace Quality control/assurance manager?
Quality control/assurance manager has 59% AI task overlap but 86% human bottleneck protection — lower risk than 73% of occupations in the live market. AI is more likely to enhance this role than replace it. Net displacement risk: 6% (Low). Median wage: SGD 9,100/month.
What is the AI risk score for Quality control/assurance manager?
Quality control/assurance manager has an AI displacement risk of 6%, rated Low. AI task overlap: 59%. Human advantage: 86%. Local demand buffer: 59%.
What career transitions are available for Quality control/assurance manager?
Quality control/assurance manager has modeled transition pathways to related occupations. The strongest adjacent pathway is Financial risk manager, based on skill and wage similarity (model-estimated). Transition scoring accounts for wage preservation, training ease, and destination quality.
How does Quality control/assurance manager salary compare in the live market?
Quality control/assurance manager earns a median gross wage of SGD 9,100/month in the live market (25th-75th percentile: SGD 6,174-14,094). This is 102% above median across all 562 scored occupations, and 11% above group median within Managers occupations.