41%
High RiskTranslator
Professionals · SGD 6,456/mo (43% above median)
Mixed signals — high exposure but also strong human dependencies. Outcome depends on adoption patterns.
Score Breakdown
83% of tasks overlap with current AI
39% human advantage from judgment & presence
56% demand buffer from SG labour market
AI usage 18pp above theoretical exposure
Exposure × (1 − Bottleneck) × Market Modifier. How this works
What AI Changes
Tasks AI can handle
First-draft writing, summarizing documents, headline variations, background research, and social media copy generation.
Where humans stay essential
Source development, investigative interviewing, editorial judgment, fact-checking in ambiguous situations, and ethical/legal calls on publication.
This role balances creative output, 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
Investigative Verification
Confirming facts through primary sources and cross-referencing conflicting accounts
Source-Building
Cultivating trusted contacts and developing long-term relationships for exclusive insights
Editorial Judgment
Deciding what to publish, when, and how to frame stories for clarity and fairness
Beat Expertise
Deep domain knowledge that allows spotting newsworthy patterns others miss
Noy & Zhang (2023) found writing professionals using AI completed tasks 37% faster with no quality loss — but the gap between experienced and novice writers narrowed significantly.
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
Watch
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
Watch
Wage Pressure
Watch
Translator 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
Editor (news and periodicals) 76%Minister of religion 74%Director (stage, film, television, game, commercial, video and radio) 73%Editor (news and periodicals)
easy transition · 76% match
Minister of religion
easy transition · 74% match
Director (stage, film, television, game, commercial, video and radio)
easy transition · 73% match
Industrial and organisational psychologist
easy transition · 73% match
Editor (radio, television and video)
easy transition · 72% match
Producer (stage, film, television, game, commercial, video and radio)
easy transition · 72% match
Social science researcher
easy transition · 71% match
Journalist
easy transition · 71% match
Evidence
Crosswalk: direct · SSOC 26431
Anthropic: +18pp vs theory
Raw Scores
AIOE 1.111 · θ 0.662 · C-AIOE 0.873
Stability
stable · Optimistic 34% (High) · Pessimistic 48% (High)
Confidence
83% · Crosswalk 1.00 · Market 0.65 · Fresh 0.85
Wage (SGD/mo)
25th 4,776 · Median 6,456 · 75th 8,924