Librarian
AI displacement risk
16%
Range 11.44–19.90%
Librarian has 79% AI task overlap but 74% human bottleneck protection — lower risk than 46% of occupations in the live market. AI is more likely to enhance this role than replace it.
Professionals·SGD 6,659/mo (5,352–8,470)·~1.9K workers in SG·Updated 2026-06-11
Structural pressure, not a prediction of job loss. Displacement tends to arrive through slower hiring, wage compression and role redesign before layoffs.
Why This Score
79% of tasks overlap with current AI
74% human advantage from judgment & presence
41% demand buffer from the local labour market
AI usage 16pp above theoretical exposure
These factors interact with each other — the final score is not a simple sum of these bars.
How much AI overlaps with this job's tasks, offset by human advantages and local demand. Score stability: watch. How this works
Tasks AI can handle
With 79% AI task overlap (based on Felten AIOE, Anthropic Economic Index, Eloundou GPT exposure, and ILO occupational exposure), the Librarian tasks most exposed include: first-draft writing, summarizing documents, headline variations, background research, and social media copy generation.
- • Analyze patrons' requests to determine needed information and assist in furnishing or locating that information.
- • Locate unusual or unique information in response to specific requests.
- • Respond to customer complaints, taking action as necessary.
O*NET tasks for this occupation with the most observed AI usage (Anthropic task data).
What AI can't do here
At 74% human bottleneck protection, the tasks that remain hardest to automate for Librarian include: source development, investigative interviewing, editorial judgment, fact-checking in ambiguous situations, and ethical/legal calls on publication.
Main insulation channels: Deep preparation + Relational work — the work-context dimensions behind this occupation's human bottleneck.
Skills to focus on
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.
Sources: Felten AIOE (2021), Anthropic Economic Index (2026), Eloundou GPT Exposure (Science, 2024), ILO GenAI (2025), Pizzinelli et al. bottleneck model. Full methodology.
Singapore Now
Current labour market conditions and how they affect this role.
Cooling, but not collapsing. Vacancies and re-entry are softer, yet retrenchment remains low and hiring still exceeds resignations.
Vacancy
3.1%
↓ 3.1% YoY
Hiring
1.5%
vs 0.9% resign
Retrenchment
1.5
per 1,000 · low
Re-entry
67.7%
find work in 12mo· -5.3pp
Professionals, Managers, Executives & Technicians · 2025 Q4
Top Industries
Industry vacancy overlays use the latest published detailed cross-tab, which can lag the main labour monitor.
What You Can Do
Librarian has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.
Published transition support
Related roles you could transition to
Similarity-basedCompare within Professionals
See how this compares to similar occupations
Compare with... →Classification
Higher risk than 54% of occupations · V7 structural score
Raw scores
AIOE 0.874 · θ 0.710 · C-AIOE 0.678
Stability
watch · Optimistic 12% · Pessimistic 21%
Score range (best/worst case)
Exposure 71–85% · Net risk 11.44–19.90%
Scoring basis
V7 structural score. Uses task-concentration-weighted exposure, human bottleneck, and demand resilience. V6 baseline fields are retained for release-to-release comparison.-0.9pp versus retained V6 baseline.
Wage range (SGD/mo)
25th 5,352 · Median 6,659 · 75th 8,470
Evidence & sources
Data matching
submajor_fallback · SSOC 26221
Real-world AI usage: +16% vs estimated
Data quality
70% · Matching 0.60 · Market data 0.70 · Freshness 0.84
Capped at high · Final rating: medium · capped for fallback mapping
100% weighted task match · 19% effective coverage
AI overlap by data source
Weights: aioe 24% · anthropic 26% · eloundou 25% · ilo 26%
Conflicting data signals
Tools & offset factors
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.
Worker profile & local context
- 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.
- Employer pressure is low, based on 2 recent Singapore-relevant company signals.
Worker profile
Gender mix
38% male / 62% femalePublished Singapore worker composition for the detailed occupation family 26 Legal, Social, Religious & Cultural Professionals.
Employment structure
Employee-heavy96% employees, 4% employers or self-employed workers.
Work arrangement
Mostly full-time4% part-time and 96% full-time in 2025.
Age profile
Mid-career heavy14% aged 15 to 29, 62% aged 30 to 49, and 24% aged 50 or older.
Qualification mix
Degree-heavyDegree 81%; Diploma / professional qualification 15%.
Gross wage by sex
Near parityPublished June 2024 gross wage medians: male $6,716, female $6,545.
Where this work is concentrated
Top planning areas
Sengkang, Bedok, Tampines19% of workers in this occupation group live in these three planning areas.
Residential concentration
Broadly distributed30% live across the top five planning areas in the 2020 Census.
Commute pattern
Mid-range commutesEstimated average commute 37.5 minutes. 33% take 46 minutes or more.
Role profile
How this role's work breaks down across key dimensions. This is a general profile, not an individual measurement.
Workflow dimensions (0 = low, 1 = high)
How this changes by career stage
Senior workers benefit from institutional knowledge and judgment that AI cannot replicate. Entry-level roles have higher task overlap with AI.
Frequently asked questions
Will AI replace Librarian?
Librarian has 79% AI task overlap but 74% human bottleneck protection — lower risk than 46% of occupations in the live market. AI is more likely to enhance this role than replace it. Net displacement risk: 16% (Moderate). Median wage: SGD 6,659/month.
What is the AI risk score for Librarian?
Librarian has an AI displacement risk of 16%, rated Moderate. AI task overlap: 79%. Human advantage: 74%. Local demand buffer: 41%.
What career transitions are available for Librarian?
Librarian has modeled transition pathways to related occupations. The strongest adjacent pathway is Minister of religion, based on skill and wage similarity (model-estimated). Transition scoring accounts for wage preservation, training ease, and destination quality.
How does Librarian salary compare in the live market?
Librarian earns a median gross wage of SGD 6,659/month in the live market (25th-75th percentile: SGD 5,352-8,470). This is 48% above median across all 562 scored occupations, and near group median within Professionals occupations.