Takeover Tracker
33%medium risk
Geography Teachers, Postsecondary
vs

40 shared · 27 different

core competencies

34%medium risk
Historians

Side-by-Side Comparison

MetricGeography Teachers, PostsecondaryHistorians
Risk Score32.9%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile56th62th
Tasks at Risk (>50%)7 / 157 / 15
Median Salary$86,730$74,050
Employment3K3K

Skill Comparison

|

Sorted by largest difference

Geography
Training and Teaching Others
History and Archeology
Education and Training
MathematicsAI-Vulnerable
Analyzing Data or Information
Coaching and Developing Others
InstructingAI-Resistant
Performing for or Working Directly with the Public
Interacting With Computers
Speech Clarity
English Language

Protective Factors

Higher values indicate stronger protection against AI displacement

Geography Teachers, Postsecondary

29%

total discount

Historians

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Geography Teachers, Postsecondary

7 of 15 at risk
87%Maintain student attendance records, grades, and other required records.
72%Compile, administer, and grade examinations, or assign this work to others.
66%Evaluate and grade students' class work, assignments, and papers.
54%Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.
52%Plan, evaluate, and revise curricula, course content, course materials, and methods of instruction.

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 -$12,680(-15%) vs Geography Teachers, Postsecondary
Geography Teachers, PostsecondaryHistorians
10th
$49,990$38,630
25th
$66,400$55,190
Median
$86,730$74,050
75th
$120,220$96,330
90th
$164,350$128,500

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Geography Teachers, Postsecondary2028–2035
Historians2028–2035
20242030203520402045

Geography Teachers, Postsecondary has a longer runway before significant displacement, projected 0 years later than Historians.

Risk-Adjusted Salary

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

Geography Teachers, Postsecondary

$58,213

from $86,730

Historians

$48,962

from $74,050

After adjusting for AI risk, Geography Teachers, Postsecondary offers $9,251 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Geography

0

Unique to Historians

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Creativity
Decision Complexity
Geography Teachers, PostsecondaryHistorians
Find transitions from Geography Teachers, PostsecondaryFind transitions from Historians