These careers combine strong human value with relatively lower automation risk.
Human Value: 9.8/10
Automation Risk: 3.9/10
AI Leverage: 6.3/10
Why this ranking?
More likely automated:
Plan budgets and resource allocation
Oversee camp operations and programming
Still requires human judgment:
Oversee camp operations and programming
Supervise counselors and support staff
Human Value: 9.7/10
Automation Risk: 3.7/10
AI Leverage: 5.8/10
Why this ranking?
More likely automated:
Coordinate events and logistics
Coordinate schedules games or events
Still requires human judgment:
Plan training sessions
Observe performance and give feedback
Human Value: 9.7/10
Automation Risk: 4.0/10
AI Leverage: 6.2/10
Why this ranking?
More likely automated:
Assess student learning
Plan lessons and instructional materials
Still requires human judgment:
Plan lessons and instructional materials
Deliver classroom instruction
Human Value: 9.6/10
Automation Risk: 4.1/10
AI Leverage: 6.4/10
Why this ranking?
More likely automated:
Document progress for project leadership
Oversee daily construction site work
Still requires human judgment:
Oversee daily construction site work
Monitor safety and quality on site
Human Value: 9.44/10
Automation Risk: 3.67/10
AI Leverage: 5.44/10
Why this ranking?
More likely automated:
Maintain student records and plans
Coordinate college and career readiness activities
Still requires human judgment:
Advise students on academic planning
Provide social and emotional support
Human Value: 9.4/10
Automation Risk: 3.2/10
AI Leverage: 5.8/10
Why this ranking?
More likely automated:
Oversee Budgets and Schedules
Ensure Compliance and Safety
Still requires human judgment:
Lead School Staff
Observe Classroom Instruction
Human Value: 9.4/10
Automation Risk: 4.0/10
AI Leverage: 5.6/10
Why this ranking?
More likely automated:
Review language assessment data
Ensure program compliance
Still requires human judgment:
Oversee ESL program delivery
Support teachers with resources
Human Value: 9.3/10
Automation Risk: 4.4/10
AI Leverage: 6.7/10
Why this ranking?
More likely automated:
Assess academic gaps and progress
Develop lesson plans and study materials
Still requires human judgment:
Teach students in one on one or small groups
Coach study habits and confidence
Human Value: 9.2/10
Automation Risk: 4.0/10
AI Leverage: 6.2/10
Why this ranking?
More likely automated:
Coordinate Facilities and Scheduling
Lead Athletic Programs
Still requires human judgment:
Lead Athletic Programs
Build Community and Donor Support
Human Value: 9.2/10
Automation Risk: 4.4/10
AI Leverage: 5.8/10
Why this ranking?
More likely automated:
Review performance metrics
Manage school budgets
Still requires human judgment:
Oversee academic operations
Respond to parent concerns
Human Value: 8.89/10
Automation Risk: 5.56/10
AI Leverage: 7.11/10
Why this ranking?
More likely automated:
Maintain circulation and access policies
Manage cataloging standards
Still requires human judgment:
Provide research assistance
Plan educational programs
Human Value: 8.8/10
Automation Risk: 4.2/10
AI Leverage: 6.6/10
Why this ranking?
More likely automated:
Document Advising Notes
Review Degree Requirements
Still requires human judgment:
Meet With Students
Refer Students to Campus Resources
Human Value: 8.8/10
Automation Risk: 4.6/10
AI Leverage: 5.8/10
Why this ranking?
More likely automated:
Develop syllabi and learning materials
Conduct scholarly research
Still requires human judgment:
Teach undergraduate or graduate courses
Advise students on academic progress
Human Value: 8.6/10
Automation Risk: 4.6/10
AI Leverage: 6.4/10
Why this ranking?
More likely automated:
Write exhibit labels and catalogs
Research collection objects
Still requires human judgment:
Develop exhibition concepts
Research collection objects
Human Value: 8.6/10
Automation Risk: 5.4/10
AI Leverage: 6.8/10
Why this ranking?
More likely automated:
Translate written materials
Review translations for consistency
Still requires human judgment:
Interpret live conversations
Maintain confidentiality standards
Human Value: 8.6/10
Automation Risk: 5.4/10
AI Leverage: 6.6/10
Why this ranking?
More likely automated:
Translate and annotate source materials
Compare linguistic forms across sources
Still requires human judgment:
Analyze historical texts and language changes
Translate and annotate source materials
Human Value: 8.0/10
Automation Risk: 6.4/10
AI Leverage: 7.8/10
Why this ranking?
More likely automated:
Write instructional materials
Design course outlines
Still requires human judgment:
Pilot lessons with instructors
Design course outlines
Human Value: 7.8/10
Automation Risk: 6.0/10
AI Leverage: 7.0/10
Why this ranking?
More likely automated:
Maintain student or official records
Process registration and schedule changes
Still requires human judgment:
Coordinate with faculty and departments
Verify policy compliance for records requests
Human Value: 7.8/10
Automation Risk: 6.0/10
AI Leverage: 7.8/10
Why this ranking?
More likely automated:
Build e learning content
Analyze learner completion data
Still requires human judgment:
Coordinate with subject matter experts
Design course outlines and modules
Human Value: 0.0/10
Automation Risk: 0.0/10
AI Leverage: 0.0/10
Why this ranking?
More likely automated:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Still requires human judgment:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Human Value: 0.0/10
Automation Risk: 0.0/10
AI Leverage: 0.0/10
Why this ranking?
More likely automated:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Still requires human judgment:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Human Value: 0.0/10
Automation Risk: 0.0/10
AI Leverage: 0.0/10
Why this ranking?
More likely automated:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Still requires human judgment:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Human Value: 0.0/10
Automation Risk: 0.0/10
AI Leverage: 0.0/10
Why this ranking?
More likely automated:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Still requires human judgment:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Human Value: 0.0/10
Automation Risk: 0.0/10
AI Leverage: 0.0/10
Why this ranking?
More likely automated:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Still requires human judgment:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Human Value: 0.0/10
Automation Risk: 0.0/10
AI Leverage: 0.0/10
Why this ranking?
More likely automated:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.
Still requires human judgment:
Research job requirements and identify the most important tools and proof employers expect.
Create a portfolio-ready project or work sample that demonstrates practical ability.