21%
Moderate RiskFood and drink technologist
Professionals · SGD 4,261/mo (5% below median)
AI is likely to enhance this role, not replace it. high exposure, but strong human bottlenecks mean AI augments rather than substitutes.
Score Breakdown
70% of tasks overlap with current AI
60% human advantage from judgment & presence
68% demand buffer from SG labour market
AI usage 27pp below theoretical exposure
Listed on SOL — active government demand recognition
Exposure × (1 − Bottleneck) × Market Modifier. How this works
What AI Changes
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.
This role balances rapid tool adoption, ambiguous problem-solving. AI can augment the more structured tasks, while the overall task structure anchors the human contribution.
Skills to focus on
Problem Framing
Defining what question the data should answer before touching a single query
Statistical Reasoning
Knowing when a result is meaningful vs. a statistical artifact or coincidence
Storytelling with Data
Turning numbers into narratives that drive decisions at the executive level
Domain Contextualization
Connecting data patterns to industry realities, regulations, and operational constraints
Market Context
Labour Market
StrongProfessionals, Managers, Executives & Technicians
Vacancy rate · 2025 Q3
Hiring
Recruitment exceeds resignation
1.8% recruit · 1.2% resign
Retrenchment
2.6 per 1,000 employees
Moderate
Re-employment
73% within 12 months
54.3% within 6 months
Cluster-level data, not occupation-specific · Source: Labour Market Report Q3 2025, MRSD, MOM
Outlook
12-Month Direction (Base Case)
Worsening
Displacement Pressure
Watch
Augmentation Upside
At Risk
Demand Outlook
Resilient
Wage Pressure
Watch
Rule-based directional forecast. Not a prediction — illustrative only.
Current trajectory continues
Displacement Pressure
Watch
Augmentation Upside
At Risk
Demand Outlook
Resilient
Wage Pressure
Watch
Food and drink technologist should be monitored. While not facing immediate pressure, shifts in AI capability or employer strategy could change the picture.
Scenarios are illustrative, not predictive. They show how the outlook would shift under different assumptions.
Career Paths
Easier Switch
Marine superintendent 73%Automation engineer (including robotics engineer) 73%Energy engineer 72%Lower Risk
Commercial airline pilot 69%Marine superintendent 73%Marine superintendent (engineer) 71%Marine superintendent
easy transition · 73% match
Automation engineer (including robotics engineer)
easy transition · 73% match
Energy engineer
easy transition · 72% match
Production engineer
easy transition · 71% match
Manufacturing engineer
easy transition · 71% match
Marine superintendent (engineer)
easy transition · 71% match
Environmental engineer
easy transition · 71% match
Process engineer
easy transition · 70% match
Evidence
Crosswalk: direct · SSOC 21454
SOL 2026: exact match
Anthropic: -27pp vs theory
Raw Scores
AIOE 1.127 · θ 0.687 · C-AIOE 0.857
Stability
stable · Optimistic 17% (Moderate) · Pessimistic 26% (Moderate)
Confidence
90% · Crosswalk 1.00 · Market 0.85 · Fresh 0.85
Wage (SGD/mo)
25th 3,187 · Median 4,261 · 75th 6,520