AI Work Index

Structural pressure

16%

Moderate Risk

Likely range

12–20%

Online sales channel manager

Managers · SGD 7,614/mo (69% above median)

This model suggests AI is more likely to enhance Online sales channel manager than replace it. high exposure, but strong human bottlenecks mean AI augments rather than substitutes.

Compare
Augmented High Confidence
University Degree Higher risk than 57% of occupations
Pressure 16%
Market 54%
Confidence 85%
Human Moat High
Evidence
4/4 sources Sources aligned

Why This Score

AI Capability Overlap Increases risk

77% of tasks overlap with current AI

Human Coordination Reduces risk

75% human advantage from judgment & presence

Local Hiring Demand Reduces risk

54% demand buffer from SG labour market

Observed AI Adoption Reduces risk

AI usage 5pp below theoretical exposure

These factors combine multiplicatively — larger bars do not mean proportionally larger contributions to the final score.

Net Displacement Risk 16%

Exposure × (1 − Bottleneck) × Market Modifier. Band stability: watch. How this works

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.

Skills to focus on

Relationship BuildingConsultative SellingNegotiationMarket Sensing

Common tools in similar work

Adobe Creative Cloud softwareBentley MicroStationEclipse IDEFacebook

Derived from matched O*NET technology-skill profiles.

Singapore Reality

Current Singapore signal

Labour now, industry footprint, and a directional 12-month read.

Weak market

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%). live job ads are limited, with 1 visible postings in the last 30 days. 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

Wholesale & Retail Trade

83.7K

↓ cooling

Top 5 vacancy sector

21%

Financial & Insurance Services

62.3K

↓ cooling

15%

Professional Services

43.0K

→ stable

Top 4 vacancy sector

11%

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

Stable
Displacement Resilient
Augmentation Under Pressure
Demand Watch
Wage Pressure Watch

Methodology

What To Do Next

Offset potential: Medium Separate from the core score. This estimates how much demand, redesign room, and transition support could cushion pressure.

Online sales channel manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.

Demand support: Low Transition support: Medium Reallocation room: High Switching friction: High

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.

See how this compares to similar occupations

Compare with... →

Structural AI exposure scores, not employment predictions. Methodology

V4.1 structural score · 2024 wages · Q4 2025 full live monitor · 562 occupations · 88 roles

Latest official labour release: MOM Labour Market Report Q4 2025 (2026-03-20)

Made by Kirill So · Built with Claude & GPT
MIT Licensed · Open Source · Structural release V4.1 · Updated 2026-03-20