Takeover Tracker
vs

56 shared · 24 different

core competencies

Side-by-Side Comparison

MetricHighway Maintenance WorkersOperating Engineers and Other Construction Equipment Operators
Risk Score22.3%23.0%
Risk TierLow RiskLow Risk
Risk Percentile12th14th
Tasks at Risk (>50%)3 / 156 / 15
Median Salary$49,070$58,710
Employment152K469K

Skill Comparison

|

Sorted by largest difference

Assisting and Caring for Others
Selling or Influencing Others
Establishing and Maintaining Interpersonal Relationships
Performing for or Working Directly with the Public
Handling and Moving Objects
Communicating with Supervisors, Peers, or Subordinates
Developing and Building Teams
Organizing, Planning, and Prioritizing Work
Public Safety and Security
Communicating with Persons Outside Organization
Performing Administrative Activities
Depth Perception

Protective Factors

Higher values indicate stronger protection against AI displacement

Highway Maintenance Workers

27%

total discount

Operating Engineers and Other Construction Equipment Operators

25%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Highway Maintenance Workers

3 of 15 at risk
61%Measure and mark locations for installation of markers, using tape, string, or chalk.
61%Paint traffic control lines and place pavement traffic messages, by hand or using machines.
51%Drive trucks to transport crews and equipment to work sites.
49%Flag motorists to warn them of obstacles or repair work ahead.
47%Apply poisons along roadsides and in animal burrows to eliminate unwanted roadside vegetation and rodents.

Operating Engineers and Other Construction Equipment Operators

6 of 15 at risk
87%Keep records of material or equipment usage or problems encountered.
86%Test atmosphere for adequate oxygen or explosive conditions when working in confined spaces.
85%Monitor operations to ensure that health and safety standards are met.
84%Learn and follow safety regulations.
84%Locate underground services, such as pipes or wires, prior to beginning work.

Wage Comparison

Operating Engineers and Other Construction Equipment Operators earns +$9,640(+20%) vs Highway Maintenance Workers
Highway Maintenance WorkersOperating Engineers and Other Construction Equipment Operators
10th
$35,030$40,080
25th
$41,540$47,780
Median
$49,070$58,710
75th
$59,600$75,750
90th
$69,210$100,690

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Highway Maintenance Workers20282035
Operating Engineers and Other Construction Equipment Operators20282035
20242030203520402045

Highway Maintenance Workers has a longer runway before significant displacement, projected 0 years later than Operating Engineers and Other Construction Equipment Operators.

Risk-Adjusted Salary

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

Highway Maintenance Workers

$38,118

from $49,070

Operating Engineers and Other Construction Equipment Operators

$45,195

from $58,710

After adjusting for AI risk, Operating Engineers and Other Construction Equipment Operators offers $7,077 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Highway

0

Unique to Operating

Combined Protection Strategy

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

Social Intelligence
Regulatory Barriers
Fine Manipulation
Creativity
Highway Maintenance WorkersOperating Engineers and Other Construction Equipment Operators