Structural pressure
34%
High RiskLikely range
14–54%
Operations Analyst
Optimizes business processes through data analysis and operational research
Operations Analyst scores an estimated 34% displacement risk — at the 83rd percentile. Blended from 3 official occupations, it combines 82% AI task overlap with 47% human bottleneck protection, creating offsetting displacement and augmentation forces.
Risk depends on your actual work split
Limited buffers available against the structural pressure.
Built from 3 official occupations in Singapore
Why This Score
82% of tasks overlap with current AI
47% human advantage from judgment & presence
51% demand buffer from the local labour market
AI usage 13pp below theoretical exposure
These factors interact with each other — the final score is not a simple sum of these bars.
Blended across 3 occupations using the same score logic as an occupation page. 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
Role profile
Heuristic workflow context blended from related occupations. This profile helps interpret the score; it is not a direct role-level measurement and is not part of the core net-risk formula.
Workflow dimensions (0 = low, 1 = high)
Singapore Now
There is some hiring in closely related work, but not enough to treat it as a strong standalone market signal.
Observed hiring
4
30-day postings · moderate
Employer pressure
moderate
10 recent signals
Top Industries
How this changes by career stage
What You Can Do
This estimated role shows some offset potential, but it depends on demand and transition pathways holding up across the blended occupation set.
Published transition support
Component occupation pathways
Explore each occupation for seniority and labour-market detailCompare with similar roles or occupations
Compare with... →Built From
Augmentation
Very Low (20%)
Dispersion
16.2pp spread · 14%–54% range
Raw Scores
Exp 0.820 · Bot 0.468 · Mkt 0.515
Percentile Rank
Higher risk than 83% of occupations
Common tools in similar work
Blended from O*NET matches across 2 component occupations.
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.
- Employer-side pressure is still elevated in nearby functions.
Worker profile
Gender mix
55% male / 45% femalePublished Singapore worker composition for blended detailed occupation-family anchors.
Employment structure
Employee-heavy91% employees, 9% employers or self-employed workers.
Work arrangement
Mostly full-time3% part-time and 97% full-time in 2025.
Age profile
Mid-career heavy11% aged 15 to 29, 61% aged 30 to 49, and 28% aged 50 or older.
Qualification mix
Degree-heavyDegree 78%; Diploma / professional qualification 15%.
Where this work is concentrated
Top planning areas
Bedok, Sengkang, Tampines20% of the blended underlying occupation families live across these three planning areas.
Residential concentration
Broadly distributed30% live across the top five planning areas in the weighted occupation blend.
Commute pattern
Mid-range commutesWeighted average commute 35.9 minutes. 29% take 46 minutes or more.
Market detail
Industry vacancy overlays use the latest published detailed cross-tab, which can lag the main labour monitor.
- 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 4 visible postings in the last 30 days, led by Leadership, Scheduling, Cost Control.
- Employer pressure is moderate, based on 10 recent Singapore-relevant company signals.
Frequently asked questions
Will AI replace Operations Analyst?
Operations Analyst scores an estimated 34% displacement risk — at the 83rd percentile. Blended from 3 official occupations, it combines 82% AI task overlap with 47% human bottleneck protection, creating offsetting displacement and augmentation forces. Estimated displacement risk: 34% (High).
What is the AI risk score for Operations Analyst?
Operations Analyst has an estimated AI displacement risk of 34%, rated High. AI task overlap: 82%. Human advantage: 47%. This is a synthetic estimate blending 3 official occupations in Singapore.
What occupations make up the Operations Analyst estimate?
Operations Analyst is estimated from 3 official occupations in Singapore: Operations research analyst (40%), Business consultant (30%), Administration manager (30%).