Takeover Tracker
vs

58 shared · 27 different

core competencies

31%medium risk
Librarians

Side-by-Side Comparison

MetricCareer/Technical Education Teachers, Secondary SchoolLibrarians
Risk Score27.4%30.9%
Risk TierMedium RiskMedium Risk
Risk Percentile26th44th
Tasks at Risk (>50%)5 / 155 / 15
Median Salary$63,910N/A
Employment104KN/A

Skill Comparison

|

Sorted by largest difference

Coaching and Developing Others
Guiding, Directing, and Motivating Subordinates
Education and Training
Resolving Conflicts and Negotiating with Others
Assisting and Caring for Others
Coordinating the Work and Activities of Others
Scheduling Work and Activities
Psychology
Developing and Building Teams
Making Decisions and Solving Problems
Training and Teaching Others
Evaluating Information to Determine Compliance with Standards

Protective Factors

Higher values indicate stronger protection against AI displacement

Career/Technical Education Teachers, Secondary School

36%

total discount

Librarians

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Career/Technical Education Teachers, Secondary School

5 of 15 at risk
85%Maintain accurate and complete student records as required by law, district policy, and administrative regulations.
70%Use computers, audio-visual aids, and other equipment and materials to supplement presentations.
69%Assign and grade class work and homework.
67%Prepare, administer, and grade tests and assignments to evaluate students' progress.
53%Prepare objectives and outlines for courses of study, following curriculum guidelines or requirements of states and schools.

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.

Wage Comparison

Career/Technical Education Teachers, Secondary SchoolLibrarians
10th
$48,840N/A
25th
$58,840N/A
Median
$63,910N/A
75th
$78,650N/A
90th
$98,720N/A

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Career/Technical Education Teachers, Secondary School20282035
Librarians20282035
20242030203520402045

Career/Technical Education Teachers, Secondary School 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 Career/Technical

0

Unique to Librarians

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Creativity
Regulatory Barriers
Career/Technical Education Teachers, Secondary SchoolLibrarians