Structural pressure
36%
High RiskLikely range
31–43%
Systems designer/analyst
Professionals · SGD 6,966/mo (55% above median)
Systems designer/analyst shows mixed AI signals: high exposure, but also strong human dependencies and organizational friction.
Why This Score
81% of tasks overlap with current AI
44% human advantage from judgment & presence
54% demand buffer from SG labour market
These factors combine multiplicatively — larger bars do not mean proportionally larger contributions to the final score.
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
Common tools in similar work
Derived from matched O*NET technology-skill profiles.
Singapore Reality
Current Singapore signal
Labour now, industry footprint, and a directional 12-month read.
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%). 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
Financial & Insurance Services
97.0K
↓ cooling
Professional Services
80.1K
→ stable
Top 4 vacancy sector
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
What To Do Next
Systems designer/analyst has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.
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.
Easier Switch
ICT business process consultant/Business analyst 74%Enterprise/Solution architect 66%Database architect 65%Lower Risk
Commercial airline pilot 68%Marine superintendent 72%Marine superintendent (engineer) 70%ICT business process consultant/Business analyst
easy transition · 74% match
Marine superintendent
easy transition · 72% match
Marine superintendent (engineer)
moderate transition · 70% match
Chief engineer/Second engineer (ship)
moderate transition · 69% match
Clinical research professional
moderate transition · 69% match
Commercial airline pilot
moderate transition · 68% match
Automation engineer (including robotics engineer)
moderate transition · 68% match
Pharmacologist
moderate transition · 68% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 25111
Raw Scores
AIOE 1.198 · θ 0.668 · C-AIOE 0.934
Stability
stable · Optimistic 31% (High) · Pessimistic 43% (High)
Confidence
80% · Crosswalk 1.00 · Market 0.65 · Fresh 0.75
Wage (SGD/mo)
25th 5,772 · Median 6,966 · 75th 9,500