Takeover Tracker
30%medium risk
Robotics Engineers
vs

40 shared · 59 different

core competencies

40%medium risk
Manufacturing Production Technicians

Side-by-Side Comparison

MetricRobotics EngineersManufacturing Production Technicians
Risk Score30.4%40.5%
Risk TierMedium RiskMedium Risk
Risk Percentile41th82th
Tasks at Risk (>50%)5 / 1510 / 15
Median Salary$117,750$77,390
Employment151K64K

Skill Comparison

|

Sorted by largest difference

Computers and Electronics
Mathematical Reasoning
Thinking Creatively
MathematicsAI-Vulnerable
Physics
Design
Originality
Engineering and Technology
Written Comprehension
Updating and Using Relevant Knowledge
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Analyzing Data or Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Robotics Engineers

35%

total discount

Manufacturing Production Technicians

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Robotics Engineers

5 of 15 at risk
88%Create back-ups of robot programs or parameters.
57%Design robotic systems, such as automatic vehicle control, autonomous vehicles, advanced displays, advanced sensing, robotic platforms, computer vision, or telematics systems.
55%Process or interpret signals or sensor data.
54%Design software to control robotic systems for applications, such as military defense or manufacturing.
52%Debug robotics programs.

Manufacturing Production Technicians

10 of 15 at risk
86%Plan and lay out work to meet production and schedule requirements.
82%Select cleaning materials, tools, or equipment.
78%Adhere to all applicable regulations, policies, and procedures for health, safety, and environmental compliance.
65%Inspect finished products for quality and adherence to customer specifications.
61%Test products or subassemblies for functionality or quality.

Wage Comparison

Manufacturing Production Technicians earns -$40,360(-34%) vs Robotics Engineers
Robotics EngineersManufacturing Production Technicians
10th
$62,840$47,010
25th
$85,750$59,700
Median
$117,750$77,390
75th
$152,670$97,760
90th
$183,510$114,630

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Robotics Engineers2028–2035
Manufacturing Production Technicians2028–2035
20242030203520402045

Robotics Engineers has a longer runway before significant displacement, projected 0 years later than Manufacturing Production Technicians.

Risk-Adjusted Salary

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

Robotics Engineers

$82,013

from $117,750

Manufacturing Production Technicians

$46,063

from $77,390

After adjusting for AI risk, Robotics Engineers offers $35,950 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Robotics

0

Unique to Manufacturing

Combined Protection Strategy

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

Creativity
Decision Complexity
Social Intelligence
Fine Manipulation
Robotics EngineersManufacturing Production Technicians
Find transitions from Robotics EngineersFind transitions from Manufacturing Production Technicians