58%
Very High RiskDatabase architect
Professionals · SGD 11,153/mo (148% above median)
Significant AI displacement pressure. high exposure with few human bottlenecks to slow adoption.
Score Breakdown
86% of tasks overlap with current AI
11% human advantage from judgment & presence
70% demand buffer from SG labour market
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
Under Pressure
Augmentation Upside
At Risk
Demand Outlook
Resilient
Wage Pressure
Watch
Rule-based directional forecast. Not a prediction — illustrative only.
Current trajectory continues
Displacement Pressure
Under Pressure
Augmentation Upside
At Risk
Demand Outlook
Resilient
Wage Pressure
Watch
Database architect faces growing pressure under this scenario. AI capabilities overlap significantly with core tasks, and market buffers are limited.
Scenarios are illustrative, not predictive. They show how the outlook would shift under different assumptions.
Career Paths
Easier Switch
Cloud specialist 70%Database administrator 68%ICT business process consultant/Business analyst 67%Marine superintendent
easy transition · 75% match
Energy engineer
easy transition · 73% match
Commercial airline pilot
easy transition · 72% match
Clinical research professional
easy transition · 72% match
Automation engineer (including robotics engineer)
easy transition · 70% match
Chief engineer/Second engineer (ship)
easy transition · 70% match
Marine superintendent (engineer)
easy transition · 70% match
Cloud specialist
moderate transition · 70% match
Evidence
Crosswalk: direct · SSOC 25212
Raw Scores
AIOE 1.285 · θ 0.603 · C-AIOE 1.085
Stability
stable · Optimistic 50% (Very High) · Pessimistic 66% (Very High)
Confidence
80% · Crosswalk 1.00 · Market 0.65 · Fresh 0.75
Wage (SGD/mo)
25th 7,410 · Median 11,153 · 75th 14,942