Takeover Tracker
34%medium risk
Geographers
vs

47 shared · 24 different

core competencies

34%medium risk
Historians

Side-by-Side Comparison

MetricGeographersHistorians
Risk Score34.2%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile63th62th
Tasks at Risk (>50%)6 / 127 / 15
Median Salary$97,200$74,050
Employment1K3K

Skill Comparison

|

Sorted by largest difference

Geography
Estimating the Quantifiable Characteristics of Products, Events, or Information
Performing for or Working Directly with the Public
Analyzing Data or Information
Training and Teaching Others
Education and Training
MathematicsAI-Vulnerable
Sociology and Anthropology
History and Archeology
Systems AnalysisAI-Augmented
Science
Customer and Personal Service

Protective Factors

Higher values indicate stronger protection against AI displacement

Geographers

28%

total discount

Historians

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Geographers

6 of 12 at risk
85%Provide geographical information systems support to the private and public sectors.
68%Gather and compile geographic data from sources including censuses, field observations, satellite imagery, aerial photographs, and existing maps.
67%Locate and obtain existing geographic information databases.
52%Write and present reports of research findings.
51%Create and modify maps, graphs, or diagrams, using geographical information software and related equipment, and principles of cartography, such as coordinate systems, longitude, latitude, elevation, topography, and map scales.

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 -$23,150(-24%) vs Geographers
GeographersHistorians
10th
$62,390$38,630
25th
$75,590$55,190
Median
$97,200$74,050
75th
$117,190$96,330
90th
$133,680$128,500

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Geographers20282035
Historians20282035
20242030203520402045

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

Risk-Adjusted Salary

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

Geographers

$63,938

from $97,200

Historians

$48,962

from $74,050

After adjusting for AI risk, Geographers offers $14,976 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Geographers

0

Unique to Historians

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Creativity
Social Intelligence
GeographersHistorians