35%
High RiskShip broker (e.g. charter or sales & purchase)
Professionals · SGD 9,000/mo (100% above median)
Mixed signals — high exposure but also strong human dependencies. Outcome depends on adoption patterns.
Score Breakdown
82% of tasks overlap with current AI
42% human advantage from judgment & presence
72% demand buffer from SG labour market
AI usage 9pp above theoretical exposure
Exposure × (1 − Bottleneck) × Market Modifier. Band stability: watch. How this works
What AI Changes
Tasks AI can handle
Lead scoring, email drafting, CRM data entry, competitive intelligence gathering, proposal generation, and follow-up scheduling.
Where humans stay essential
Building trust with prospects, navigating complex deal structures, reading buyer intent, handling objections in live conversations, and closing high-stakes negotiations.
This role balances real-time coordination, strong client relationships. AI can augment the more structured tasks, while coordination and judgment and relationship depth anchors the human contribution.
Skills to focus on
Relationship Building
Developing long-term trust and rapport with clients through genuine connection
Consultative Selling
Understanding customer pain points deeply enough to propose tailored solutions
Negotiation
Finding creative deal structures that satisfy both buyer and seller under pressure
Market Sensing
Reading competitive shifts, pricing dynamics, and buyer sentiment before they show up in data
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
Ship broker (e.g. charter or sales & purchase) 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
Sales professional (institutional sales of financial products) 72%ICT sales and services professional 71%Marketing strategy/planning professional 70%Sales professional (institutional sales of financial products)
easy transition · 72% match
ICT sales and services professional
easy transition · 71% match
Marketing strategy/planning professional
moderate transition · 70% match
Medical and pharmaceutical products sales professional
moderate transition · 67% match
Trade broker
moderate transition · 66% match
Technical sales professional
moderate transition · 66% match
Business valuer
moderate transition · 63% match
Digital marketing professional (e.g. online, social media, e-commerce marketing professional)
moderate transition · 63% match
Evidence
Crosswalk: direct · SSOC 24362
Anthropic: +9pp vs theory
Raw Scores
AIOE 1.152 · θ 0.666 · C-AIOE 0.900
Stability
watch · Optimistic 30% (Moderate) · Pessimistic 42% (High)
Confidence
76% · Crosswalk 0.77 · Market 0.65 · Fresh 0.85
Wage (SGD/mo)
25th 4,180 · Median 9,000 · 75th 17,700