These careers appear especially likely to benefit from AI tools that increase productivity
without fully replacing the highest-value work.
AI Leverage: 7.4/10
Human Value: 9.2/10
Automation Risk: 5.4/10
Why this ranking?
More likely automated:
Research facts and supporting context
Write recurring columns on deadline
Still requires human judgment:
Develop opinion and analysis topics
Research facts and supporting context
AI Leverage: 7.2/10
Human Value: 8.2/10
Automation Risk: 4.4/10
Why this ranking?
More likely automated:
Oversee Operational Logistics
Report Program Outcomes
Still requires human judgment:
Manage Arts Programs
Develop Funding and Sponsorship Plans
AI Leverage: 7.2/10
Human Value: 8.4/10
Automation Risk: 4.2/10
Why this ranking?
More likely automated:
Research Market Comparables
Prepare Written Appraisals
Still requires human judgment:
Inspect Artwork
Advise Clients on Collection Value
AI Leverage: 7.0/10
Human Value: 8.78/10
Automation Risk: 5.56/10
Why this ranking?
More likely automated:
Create visual concepts and layouts
Prepare production ready files
Still requires human judgment:
Present design rationale to teams
Create visual concepts and layouts
AI Leverage: 7.0/10
Human Value: 8.6/10
Automation Risk: 5.2/10
Why this ranking?
More likely automated:
Source furniture and materials
Produce plans and finish schedules
Still requires human judgment:
Present revisions to clients
Develop space concepts
AI Leverage: 7.0/10
Human Value: 5.71/10
Automation Risk: 5.29/10
Why this ranking?
More likely automated:
Preparing Detailed Project Cost Estimates
Generating Photorealistic Design Visualizations
Still requires human judgment:
Conducting Initial Client Needs Assessment
Supervising and Coordinating Installation Teams
AI Leverage: 7.0/10
Human Value: 9.3/10
Automation Risk: 4.7/10
Why this ranking?
More likely automated:
Prepare export and delivery settings
Mix formulas and test adjustments
Still requires human judgment:
Create final visual grades
Collaborate with editors and directors
AI Leverage: 6.8/10
Human Value: 9.0/10
Automation Risk: 4.4/10
Why this ranking?
More likely automated:
Create Design Drafts
Source Materials and Props
Still requires human judgment:
Interpret Scripts and Concepts
Create Design Drafts
AI Leverage: 6.6/10
Human Value: 9.4/10
Automation Risk: 4.6/10
Why this ranking?
More likely automated:
Prepare presentation boards and turnarounds
Research references and visual inspiration
Still requires human judgment:
Create visual concepts for characters or environments
Iterate designs from feedback
AI Leverage: 6.6/10
Human Value: 9.2/10
Automation Risk: 3.6/10
Why this ranking?
More likely automated:
Document Restoration Methods
Examine Artwork Condition
Still requires human judgment:
Clean and Stabilize Pieces
Repair Visual and Structural Damage
AI Leverage: 6.4/10
Human Value: 9.0/10
Automation Risk: 4.2/10
Why this ranking?
More likely automated:
Prepare for Assignments
Document Assignment Details
Still requires human judgment:
Interpret Spoken Conversations
Clarify Cultural Nuance
AI Leverage: 6.3/10
Human Value: 9.2/10
Automation Risk: 4.2/10
Why this ranking?
More likely automated:
Edit and submit audition recordings
Promote services and maintain client relationships
Still requires human judgment:
Record voice tracks for scripts
Interpret scripts and direction
AI Leverage: 6.3/10
Human Value: 9.5/10
Automation Risk: 4.2/10
Why this ranking?
More likely automated:
Track submissions and market trends
Review contracts and deal terms
Still requires human judgment:
Sign and represent clients
Pitch clients for opportunities
AI Leverage: 6.27/10
Human Value: 9.4/10
Automation Risk: 3.73/10
Why this ranking?
More likely automated:
Review footage quality on set
Manage lighting and exposure on set
Still requires human judgment:
Plan visual approach for scenes
Collaborate on shot lists and blocking
AI Leverage: 6.2/10
Human Value: 8.4/10
Automation Risk: 5.2/10
Why this ranking?
More likely automated:
Edit and retouch images
Archive and deliver final assets
Still requires human judgment:
Plan and shoot photo sessions
Manage client briefs and shot lists
AI Leverage: 6.2/10
Human Value: 9.2/10
Automation Risk: 4.4/10
Why this ranking?
More likely automated:
Manage commissions rights and delivery schedules
Prepare scores demos and notation
Still requires human judgment:
Write original music for projects
Revise compositions to fit direction
AI Leverage: 6.14/10
Human Value: 8.0/10
Automation Risk: 3.86/10
Why this ranking?
More likely automated:
Coordinate logistical and administrative concert planning
Analyze ensemble recordings for performance improvement
Still requires human judgment:
Interpret and analyze musical scores deeply
Lead live ensemble rehearsals and sessions
AI Leverage: 6.14/10
Human Value: 7.71/10
Automation Risk: 4.29/10
Why this ranking?
More likely automated:
Creating 3D CAD models for jewelry
Analyzing current jewelry market trends
Still requires human judgment:
Consulting clients on custom commissions
Selecting gemstones for specific pieces
AI Leverage: 6.11/10
Human Value: 9.22/10
Automation Risk: 4.78/10
Why this ranking?
More likely automated:
Prepare tools and sanitation workflow
Promote services and portfolio
Still requires human judgment:
Apply makeup for events or productions
Consult with clients on desired style
AI Leverage: 6.1/10
Human Value: 9.0/10
Automation Risk: 4.1/10
Why this ranking?
More likely automated:
Promote work and maintain portfolio
Memorize scripts and character notes
Still requires human judgment:
Perform scenes on set or stage
Collaborate with directors and cast
AI Leverage: 6.0/10
Human Value: 9.1/10
Automation Risk: 4.1/10
Why this ranking?
More likely automated:
Promote services and manage commissions
Prepare drafts and final proofs
Still requires human judgment:
Create hand lettered designs and pieces
Consult with clients on style and materials
AI Leverage: 6.0/10
Human Value: 8.8/10
Automation Risk: 5.2/10
Why this ranking?
More likely automated:
Track rights and client pipelines
Review manuscript submissions
Still requires human judgment:
Advise authors on revisions
Pitch books to publishers
AI Leverage: 5.71/10
Human Value: 7.29/10
Automation Risk: 4.86/10
Why this ranking?
More likely automated:
CAD modeling for jewelry production
Gemstone grading and quality evaluation
Still requires human judgment:
Custom jewelry design and client consultation
Jewelry repair and stone resetting
AI Leverage: 5.6/10
Human Value: 9.0/10
Automation Risk: 4.6/10
Why this ranking?
More likely automated:
Create original illustrations
Revise artwork from feedback
Still requires human judgment:
Create original illustrations
Revise artwork from feedback
AI Leverage: 5.4/10
Human Value: 9.6/10
Automation Risk: 3.4/10
Why this ranking?
More likely automated:
Promote Bookings and Shows
Rehearse Repertoire
Still requires human judgment:
Rehearse Repertoire
Perform Live or in Studio