Takeover Tracker
vs

52 shared · 32 different

core competencies

Side-by-Side Comparison

MetricTransportation PlannersCity and Regional Planning Aides
Risk Score32.9%42.2%
Risk TierMedium RiskMedium Risk
Risk Percentile56th86th
Tasks at Risk (>50%)9 / 156 / 12
Median Salary$100,340$58,040
Employment37K33K

Skill Comparison

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Sorted by largest difference

Transportation
Engineering and Technology
Provide Consultation and Advice to Others
Guiding, Directing, and Motivating Subordinates
Coaching and Developing Others
Making Decisions and Solving Problems
Estimating the Quantifiable Characteristics of Products, Events, or Information
Fluency of Ideas
Systems Evaluation
MathematicsAI-Vulnerable
Geography
Visualization

Protective Factors

Higher values indicate stronger protection against AI displacement

Transportation Planners

31%

total discount

City and Regional Planning Aides

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Transportation Planners

9 of 15 at risk
72%Prepare necessary documents to obtain planned project approvals or permits.
64%Analyze information from traffic counting programs.
54%Design transportation surveys to identify areas of public concern.
53%Interpret data from traffic modeling software, geographic information systems, or associated databases.
53%Define regional or local transportation planning problems or priorities.

City and Regional Planning Aides

6 of 12 at risk
86%Prepare, maintain and update files and records, including land use data and statistics.
85%Prepare reports, using statistics, charts, and graphs, to illustrate planning studies in areas such as population, land use, or zoning.
84%Prepare, develop and maintain maps and databases.
83%Provide and process zoning and project permits and applications.
74%Perform code enforcement tasks.

Wage Comparison

City and Regional Planning Aides earns -$42,300(-42%) vs Transportation Planners
Transportation PlannersCity and Regional Planning Aides
10th
$62,570$36,410
25th
$79,210$46,190
Median
$100,340$58,040
75th
$127,880$73,060
90th
$160,810$100,620

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Head-to-head task automation timeline
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Risk-adjusted salary comparison
Combined protective factor strategy
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