Takeover Tracker
34%medium risk
Geodetic Surveyors
vs

66 shared · 27 different

core competencies

31%medium risk
Logistics Engineers

Side-by-Side Comparison

MetricGeodetic SurveyorsLogistics Engineers
Risk Score33.8%31.3%
Risk TierMedium RiskMedium Risk
Risk Percentile61th47th
Tasks at Risk (>50%)9 / 157 / 15
Median Salary$72,740$80,880
Employment53K236K

Skill Comparison

|

Sorted by largest difference

Geography
Mechanical
MathematicsAI-Vulnerable
Estimating the Quantifiable Characteristics of Products, Events, or Information
Flexibility of Closure
Transportation
Evaluating Information to Determine Compliance with Standards
Public Safety and Security
Processing Information
Systems AnalysisAI-Augmented
Systems Evaluation
Inspecting Equipment, Structures, or Material

Protective Factors

Higher values indicate stronger protection against AI displacement

Geodetic Surveyors

31%

total discount

Logistics Engineers

32%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Geodetic Surveyors

9 of 15 at risk
87%Verify the mathematical correctness of newly collected survey data.
87%Distribute compiled geodetic data to government agencies or the general public.
85%Maintain databases of geodetic and related information, including coordinate, descriptive, or quality assurance data.
69%Prepare progress or technical reports.
59%Calculate the exact horizontal and vertical position of points on the Earth's surface.

Logistics Engineers

7 of 15 at risk
62%Prepare or validate documentation on automated logistics or maintenance-data reporting or management information systems.
56%Evaluate the use of technologies, such as global positioning systems (GPS), radio-frequency identification (RFID), route navigation software, or satellite linkup systems, to improve transportation efficiency.
52%Develop logistic metrics, internal analysis tools, or key performance indicators for business units.
51%Develop or maintain cost estimates, forecasts, or cost models.
51%Review contractual commitments, customer specifications, or related information to determine logistics or support requirements.

Wage Comparison

Logistics Engineers earns +$8,140(+11%) vs Geodetic Surveyors
Geodetic SurveyorsLogistics Engineers
10th
$43,680$49,260
25th
$53,590$62,920
Median
$72,740$80,880
75th
$94,550$104,330
90th
$116,330$132,110

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Geodetic Surveyors2028–2035
Logistics Engineers2028–2035
20242030203520402045

Logistics Engineers has a longer runway before significant displacement, projected 0 years later than Geodetic Surveyors.

Risk-Adjusted Salary

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

Geodetic Surveyors

$48,168

from $72,740

Logistics Engineers

$55,540

from $80,880

After adjusting for AI risk, Logistics Engineers offers $7,372 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Geodetic

0

Unique to Logistics

Combined Protection Strategy

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

Fine Manipulation
Creativity
Social Intelligence
Regulatory Barriers
Geodetic SurveyorsLogistics Engineers
Find transitions from Geodetic SurveyorsFind transitions from Logistics Engineers