Takeover Tracker
31%medium risk
Curators
vs

58 shared · 23 different

core competencies

30%medium risk
Producers

Side-by-Side Comparison

MetricCuratorsProducers
Risk Score31.1%29.6%
Risk TierMedium RiskMedium Risk
Risk Percentile44th36th
Tasks at Risk (>50%)6 / 155 / 15
Median Salary$61,770$83,480
Employment12K145K

Skill Comparison

|

Sorted by largest difference

History and Archeology
Communications and Media
Fine Arts
Documenting/Recording Information
Analyzing Data or Information
Interpreting the Meaning of Information for Others
CoordinationAI-Resistant
Training and Teaching Others
Category Flexibility
Identifying Objects, Actions, and Events
Provide Consultation and Advice to Others
Visual Color Discrimination

Protective Factors

Higher values indicate stronger protection against AI displacement

Curators

32%

total discount

Producers

33%

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.

Producers

5 of 15 at risk
86%Monitor time during live broadcasts.
84%Schedule guests to appear on shows.
53%Select news content that is relevant and important to viewers.
52%Select plays, scripts, books, or ideas to be produced.
51%Review film, recordings, or rehearsals to ensure conformance to production and broadcast standards.

Wage Comparison

Producers earns +$21,710(+35%) vs Curators
CuratorsProducers
10th
$37,110$43,060
25th
$47,270$59,810
Median
$61,770$83,480
75th
$81,350$131,160
90th
$105,520$198,530

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Curators20282035
Producers20282035
20242030203520402045

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

Risk-Adjusted Salary

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

Curators

$42,572

from $61,770

Producers

$58,812

from $83,480

After adjusting for AI risk, Producers offers $16,240 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Curators

0

Unique to Producers

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Social Intelligence
Decision Complexity
CuratorsProducers