What is the AI risk score for Quality control/assurance engineer?

Quality control/assurance engineer has an AI displacement risk of 10%, rated Low. AI task overlap: 58%. Human advantage: 79%. Singapore demand buffer: 62%.

Structural pressure

10%

Low Risk

Likely range

6–13%

Quality control/assurance engineer

Professionals · SGD 6,310/mo (40% above median)

This model suggests AI is more likely to enhance Quality control/assurance engineer than replace it. moderate exposure, but strong human bottlenecks mean AI augments rather than substitutes.

Compare

Augmented High Confidence In demand (SOL 2026)

University Degree Higher risk than 35% of occupations

Pressure 10%

Market 62%

Confidence 84%

Human Moat High

Evidence

4/4 sources Sources diverge

Why This Score

AI Capability Overlap Increases risk

58% of tasks overlap with current AI

Human Coordination Reduces risk

79% human advantage from judgment & presence

Local Hiring Demand Reduces risk

62% demand buffer from SG labour market

Observed AI Adoption Reduces risk

AI usage 56pp below theoretical exposure

Official Demand Signals Reduces risk

Listed on SOL — active government demand recognition

These factors combine multiplicatively — larger bars do not mean proportionally larger contributions to the final score.

Net Displacement Risk 10%

Exposure × (1 − Bottleneck) × Market Modifier. How this works

Tasks AI can handle

Running standard statistical analyses, generating charts, cleaning data, writing SQL queries, and producing summary reports from structured data.

Where humans stay essential

Framing the right question, identifying data quality issues, interpreting results in business context, communicating insights to non-technical stakeholders, and making judgment calls on methodology.

Skills to focus on

Problem FramingStatistical ReasoningStorytelling with DataDomain Contextualization

Common tools in similar work

Adobe AcrobatAdobe Creative Cloud softwareAdobe PhotoshopAJAX

Derived from matched O*NET technology-skill profiles.

Singapore Reality

Current Singapore signal

Labour now, industry footprint, and a directional 12-month read.

Weak market

The Professionals, Managers, Executives & Technicians labour market is weak. Vacancy rate is 3.1% and was essentially flat versus last quarter. recruitment is running above resignation (1.5% vs 0.9%). live job ads are limited, with 2 visible postings in the last 30 days. employer pressure is low.

Vacancy rate

3.1%

↓ 3.1% year-on-year

Hiring balance

1.5%

recruit vs 0.9% resign

Retrenchment

1.5 per 1,000

Low incidence

Professionals, Managers, Executives & Technicians data · Q4 2025 full

Top Industries

Where this work is concentrated

Public Administration & Education Services

111.0K

18%

Financial & Insurance Services

97.0K

↓ cooling

16%

Professional Services

80.1K

→ stable

Top 4 vacancy sector

13%

Industry vacancy overlays use the latest published detailed cross-tab (2025 QQ), which can lag the main labour monitor.

12-Month Outlook

Rule-based, not a prediction

Stable

Displacement Resilient

Augmentation At Risk

Demand Watch

Wage Pressure Watch

Methodology

What To Do Next

Offset potential: Medium Separate from the core score. This estimates how much demand, redesign room, and transition support could cushion pressure.

Quality control/assurance engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.

Demand support: Medium Transition support: Medium Reallocation room: High Switching friction: Low

What helps