Takeover Tracker
31%medium risk
Solar Sales Representatives and Assessors
vs

43 shared · 19 different

core competencies

39%medium risk
Retail Salespersons

Side-by-Side Comparison

MetricSolar Sales Representatives and AssessorsRetail Salespersons
Risk Score30.7%39.5%
Risk TierMedium RiskMedium Risk
Risk Percentile43th79th
Tasks at Risk (>50%)7 / 1310 / 15
Median Salary$100,070$34,580
Employment294K3.8M

Skill Comparison

|

Sorted by largest difference

Communicating with Persons Outside Organization
Performing for or Working Directly with the Public
Organizing, Planning, and Prioritizing Work
Economics and Accounting
Customer and Personal Service
Handling and Moving Objects
Provide Consultation and Advice to Others
Updating and Using Relevant Knowledge
MathematicsAI-Vulnerable
Evaluating Information to Determine Compliance with Standards
Making Decisions and Solving Problems
Training and Teaching Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Solar Sales Representatives and Assessors

30%

total discount

Retail Salespersons

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Solar Sales Representatives and Assessors

7 of 13 at risk
86%Calculate potential solar resources or solar array production for a particular site considering issues such as climate, shading, and roof orientation.
85%Prepare or review detailed design drawings, specifications, or lists related to solar installations.
72%Prepare proposals, quotes, contracts, or presentations for potential solar customers.
64%Take quote requests or orders from dealers or customers.
56%Develop marketing or strategic plans for sales territories.

Retail Salespersons

10 of 15 at risk
87%Maintain records related to sales.
86%Prepare sales slips or sales contracts.
85%Compute sales prices, total purchases, and receive and process cash or credit payment.
85%Inventory stock and requisition new stock.
77%Estimate and quote trade-in allowances.

Wage Comparison

Retail Salespersons earns -$65,490(-65%) vs Solar Sales Representatives and Assessors
Solar Sales Representatives and AssessorsRetail Salespersons
10th
$48,840$25,600
25th
$65,640$29,140
Median
$100,070$34,580
75th
$146,150$37,850
90th
$194,890$47,930

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Solar Sales Representatives and Assessors2028–2035
Retail Salespersons2028–2035
20242030203520402045

Solar Sales Representatives and Assessors has a longer runway before significant displacement, projected 0 years later than Retail Salespersons.

Risk-Adjusted Salary

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

Solar Sales Representatives and Assessors

$69,369

from $100,070

Retail Salespersons

$20,928

from $34,580

After adjusting for AI risk, Solar Sales Representatives and Assessors offers $48,441 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Solar

0

Unique to Retail

Combined Protection Strategy

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

Creativity
Fine Manipulation
Social Intelligence
Decision Complexity
Solar Sales Representatives and AssessorsRetail Salespersons
Find transitions from Solar Sales Representatives and AssessorsFind transitions from Retail Salespersons