Takeover Tracker
31%medium risk
Librarians
vs

49 shared · 20 different

core competencies

Side-by-Side Comparison

MetricLibrariansAdult Basic and Secondary Education and Literacy Teachers and Instructors
Risk Score30.9%27.5%
Risk TierMedium RiskMedium Risk
Risk Percentile44th26th
Tasks at Risk (>50%)5 / 156 / 15
Median SalaryN/A$59,950
EmploymentN/A36K

Skill Comparison

|

Sorted by largest difference

Computers and Electronics
Communicating with Persons Outside Organization
Customer and Personal Service
Clerical
Getting Information
Processing Information
Updating and Using Relevant Knowledge
Category Flexibility
Communications and Media
Interacting With Computers
Information OrderingAI-Vulnerable
InstructingAI-Resistant

Protective Factors

Higher values indicate stronger protection against AI displacement

Librarians

31%

total discount

Adult Basic and Secondary Education and Literacy Teachers and Instructors

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Librarians

5 of 15 at risk
86%Keep up-to-date records of circulation and materials, maintain inventory, and correct cataloging errors.
67%Code, classify, and catalog books, publications, films, audio-visual aids, and other library materials based on subject matter or standard library classification systems.
61%Check books in and out of the library.
56%Review and evaluate materials, using book reviews, catalogs, faculty recommendations, and current holdings to select and order print, audio-visual, and electronic resources.
55%Develop and maintain databases that provide information for library users.

Adult Basic and Secondary Education and Literacy Teachers and Instructors

6 of 15 at risk
84%Maintain accurate and complete student records as required by laws or administrative policies.
69%Assign and grade class work and homework.
63%Prepare and administer written, oral, and performance tests and issue grades in accordance with performance.
56%Prepare materials and classrooms for class activities.
55%Adapt teaching methods and instructional materials to meet students' varying needs, abilities, and interests.

Wage Comparison

LibrariansAdult Basic and Secondary Education and Literacy Teachers and Instructors
10th
N/A$39,750
25th
N/A$47,950
Median
N/A$59,950
75th
N/A$76,580
90th
N/A$95,750

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Librarians20282035
Adult Basic and Secondary Education and Literacy Teachers and Instructors20282035
20242030203520402045

Adult Basic and Secondary Education and Literacy Teachers and Instructors has a longer runway before significant displacement, projected 0 years later than Librarians.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Librarians

0

Unique to Adult

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Fine Manipulation
Regulatory Barriers
Creativity
Decision Complexity
LibrariansAdult Basic and Secondary Education and Literacy Teachers and Instructors