Takeover Tracker
36%medium risk
Radio Frequency Identification Device Specialists
vs

56 shared · 20 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricRadio Frequency Identification Device SpecialistsSolar Energy Systems Engineers
Risk Score36.4%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile70th62th
Tasks at Risk (>50%)6 / 155 / 13
Median Salary$127,590$117,750
Employment94K151K

Skill Comparison

|

Sorted by largest difference

Computers and Electronics
Building and Construction
Interacting With Computers
Thinking Creatively
Making Decisions and Solving Problems
Developing Objectives and Strategies
Monitor Processes, Materials, or Surroundings
Telecommunications
Mechanical
Processing Information
Customer and Personal Service
Establishing and Maintaining Interpersonal Relationships

Protective Factors

Higher values indicate stronger protection against AI displacement

Radio Frequency Identification Device Specialists

31%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Radio Frequency Identification Device Specialists

6 of 15 at risk
86%Verify compliance of developed applications with architectural standards and established practices.
84%Test radio frequency identification device (RFID) software to ensure proper functioning.
76%Perform acceptance testing on newly installed or updated systems.
74%Collect data about existing client hardware, software, networking, or key business processes to inform implementation of radio frequency identification device (RFID) technology.
51%Perform systems analysis or programming of radio frequency identification device (RFID) technology.

Solar Energy Systems Engineers

5 of 13 at risk
86%Create checklists for review or inspection of completed solar installation projects.
84%Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software.
51%Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings.
51%Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.
51%Develop standard operation procedures and quality or safety standards for solar installation work.

Wage Comparison

Solar Energy Systems Engineers earns -$9,840(-8%) vs Radio Frequency Identification Device Specialists
Radio Frequency Identification Device SpecialistsSolar Energy Systems Engineers
10th
$79,390$62,840
25th
$98,920$85,750
Median
$127,590$117,750
75th
$164,000$152,670
90th
$199,060$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Radio Frequency Identification Device Specialists2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

Solar Energy Systems Engineers has a longer runway before significant displacement, projected 0 years later than Radio Frequency Identification Device Specialists.

Risk-Adjusted Salary

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

Radio Frequency Identification Device Specialists

$81,122

from $127,590

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Radio Frequency Identification Device Specialists offers $3,336 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Radio

0

Unique to Solar

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Regulatory Barriers
Creativity
Radio Frequency Identification Device SpecialistsSolar Energy Systems Engineers
Find transitions from Radio Frequency Identification Device SpecialistsFind transitions from Solar Energy Systems Engineers