medium risk
Special Education Teachers, Secondary Schoolvs
51 shared · 28 different
core competencies
medium risk
LibrariansSide-by-Side Comparison
Special Education Teachers, Secondary School leads 4–0| Metric | Special Education Teachers, Secondary School | Librarians |
|---|---|---|
| Risk Score | 25.8% | 30.9% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 22th | 44th |
| Tasks at Risk (>50%) | 4 / 15 | 5 / 15 |
| Median Salary | N/A | N/A |
| Employment | N/A | N/A |
Skill Comparison
|
Sorted by largest difference
Evaluating Information to Determine Compliance with Standards
Psychology
Learning Strategies
Coaching and Developing Others
MathematicsAI-Vulnerable
Assisting and Caring for Others
Monitoring and Controlling Resources
Monitor Processes, Materials, or Surroundings
Organizing, Planning, and Prioritizing Work
Guiding, Directing, and Motivating Subordinates
Customer and Personal Service
Training and Teaching Others
Protective Factors
Higher values indicate stronger protection against AI displacement
Special Education Teachers, Secondary School
34%
total discount
Librarians
31%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Special Education Teachers, Secondary School
4 of 15 at risk86%Maintain accurate and complete student records, and prepare reports on children and activities, as required by laws, district policies, and administrative regulations.
76%Coordinate placement of students with special needs into mainstream classes.
56%Prepare materials and classrooms for class activities.
53%Modify the general education curriculum for special-needs students, based upon a variety of instructional techniques and technologies.
47%Observe and evaluate students' performance, behavior, social development, and physical health.
Librarians
5 of 15 at risk86%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.
Premium Head-to-Head Analysis
Displacement Timeline Comparison
Special Education Teachers, Secondary School2028–2035
Librarians2028–2035
20242030203520402045
Special 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 Special
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
Special Education Teachers, Secondary SchoolLibrarians