Takeover Tracker
35%medium risk
Opticians, Dispensing
vs

51 shared · 20 different

core competencies

36%medium risk
Insurance Appraisers, Auto Damage

Side-by-Side Comparison

MetricOpticians, DispensingInsurance Appraisers, Auto Damage
Risk Score34.7%36.0%
Risk TierMedium RiskMedium Risk
Risk Percentile65th69th
Tasks at Risk (>50%)9 / 156 / 10
Median Salary$46,560$76,650
Employment80K8K

Skill Comparison

|

Sorted by largest difference

MathematicsAI-Vulnerable
Selling or Influencing Others
Finger Dexterity
Coaching and Developing Others
Resolving Conflicts and Negotiating with Others
Administration and Management
Manual DexterityAI-Resistant
Coordinating the Work and Activities of Others
Arm-Hand Steadiness
Organizing, Planning, and Prioritizing Work
Guiding, Directing, and Motivating Subordinates
Mechanical

Protective Factors

Higher values indicate stronger protection against AI displacement

Opticians, Dispensing

31%

total discount

Insurance Appraisers, Auto Damage

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Opticians, Dispensing

9 of 15 at risk
88%Maintain records of customer prescriptions, work orders, and payments.
88%Prepare work orders and instructions for grinding lenses and fabricating eyeglasses.
88%Order and purchase frames and lenses.
84%Verify that finished lenses are ground to specifications.
78%Determine clients' current lens prescriptions, when necessary, using lensometers or lens analyzers and clients' eyeglasses.

Insurance Appraisers, Auto Damage

6 of 10 at risk
87%Prepare insurance forms to indicate repair cost estimates and recommendations.
84%Contact vendors to locate replacement parts for vehicles.
71%Estimate parts and labor to repair damage, using standard automotive labor and parts cost manuals and knowledge of automotive repair.
59%Determine salvage value on total-loss vehicle.
57%Evaluate practicality of repair as opposed to payment of market value of vehicle before accident.

Wage Comparison

Insurance Appraisers, Auto Damage earns +$30,090(+65%) vs Opticians, Dispensing
Opticians, DispensingInsurance Appraisers, Auto Damage
10th
$34,470$56,690
25th
$37,900$64,280
Median
$46,560$76,650
75th
$59,680$86,430
90th
$73,240$101,800

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Opticians, Dispensing2028–2035
Insurance Appraisers, Auto Damage2028–2035
20242030203520402045

Opticians, Dispensing has a longer runway before significant displacement, projected 0 years later than Insurance Appraisers, Auto Damage.

Risk-Adjusted Salary

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

Opticians, Dispensing

$30,408

from $46,560

Insurance Appraisers, Auto Damage

$49,025

from $76,650

After adjusting for AI risk, Insurance Appraisers, Auto Damage offers $18,617 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Opticians,

0

Unique to Insurance

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Decision Complexity
Creativity
Opticians, DispensingInsurance Appraisers, Auto Damage
Find transitions from Opticians, DispensingFind transitions from Insurance Appraisers, Auto Damage
Opticians, Dispensing vs Insurance Appraisers, Auto Damage AI Risk — Takeover Tracker