Takeover Tracker
31%medium risk
Curators
vs

56 shared · 22 different

core competencies

34%medium risk
Historians

Side-by-Side Comparison

MetricCuratorsHistorians
Risk Score31.1%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile44th62th
Tasks at Risk (>50%)6 / 157 / 15
Median Salary$61,770$74,050
Employment12K3K

Skill Comparison

|

Sorted by largest difference

Handling and Moving Objects
Fine Arts
Guiding, Directing, and Motivating Subordinates
Systems Evaluation
Far Vision
Systems AnalysisAI-Augmented
Judging the Qualities of Things, Services, or People
English Language
Inspecting Equipment, Structures, or Material
Organizing, Planning, and Prioritizing Work
Training and Teaching Others
Monitor Processes, Materials, or Surroundings

Protective Factors

Higher values indicate stronger protection against AI displacement

Curators

32%

total discount

Historians

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Curators

6 of 15 at risk
84%Schedule events and organize details, including refreshment, entertainment, decorations, and the collection of any fees.
80%Arrange insurance coverage for objects on loan or for special exhibits and recommend changes in coverage for the entire collection.
72%Develop and maintain an institution's registration, cataloging, and basic record-keeping systems, using computer databases.
53%Plan and conduct special research projects in area of interest or expertise.
51%Plan and organize the acquisition, storage, and exhibition of collections and related materials, including the selection of exhibition themes and designs, and develop or install exhibit materials.

Historians

7 of 15 at risk
86%Edit historical society publications.
55%Recommend actions related to historical art, such as which items to add to a collection or which items to display in an exhibit.
53%Present historical accounts in terms of individuals or social, ethnic, political, economic, or geographic groupings.
53%Trace historical development in a particular field, such as social, cultural, political, or diplomatic history.
52%Conduct historical research, and publish or present findings and theories.

Wage Comparison

Historians earns +$12,280(+20%) vs Curators
CuratorsHistorians
10th
$37,110$38,630
25th
$47,270$55,190
Median
$61,770$74,050
75th
$81,350$96,330
90th
$105,520$128,500

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Curators20282035
Historians20282035
20242030203520402045

Curators has a longer runway before significant displacement, projected 0 years later than Historians.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Curators

$42,572

from $61,770

Historians

$48,962

from $74,050

After adjusting for AI risk, Historians offers $6,390 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Curators

0

Unique to Historians

Combined Protection Strategy

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

Fine Manipulation
Creativity
Social Intelligence
Regulatory Barriers
CuratorsHistorians