medium risk
Log Graders and Scalersvs
64 shared · 15 different
core competencies
low risk
Pest Control WorkersSide-by-Side Comparison
Pest Control Workers leads 4–1| Metric | Log Graders and Scalers | Pest Control Workers |
|---|---|---|
| Risk Score | 46.2% | 23.5% |
| Risk Tier | Medium Risk | Low Risk |
| Risk Percentile | 93th | 15th |
| Tasks at Risk (>50%) | 9 / 14 | 4 / 15 |
| Median Salary | $46,710 | $44,730 |
| Employment | 3K | 96K |
Skill Comparison
|
Sorted by largest difference
Production and Processing
Judging the Qualities of Things, Services, or People
Estimating the Quantifiable Characteristics of Products, Events, or Information
Interacting With Computers
Customer and Personal Service
Monitoring and Controlling Resources
Selling or Influencing Others
Establishing and Maintaining Interpersonal Relationships
Performing for or Working Directly with the Public
Communicating with Persons Outside Organization
MathematicsAI-Vulnerable
Processing Information
Protective Factors
Higher values indicate stronger protection against AI displacement
Log Graders and Scalers
27%
total discount
Pest Control Workers
31%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Log Graders and Scalers
9 of 14 at risk88%Weigh log trucks before and after unloading, and record load weights and supplier identities.
86%Record data about individual trees or load volumes into tally books or hand-held collection terminals.
86%Measure felled logs or loads of pulpwood to calculate volume, weight, dimensions, and marketable value, using measuring devices and conversion tables.
84%Evaluate log characteristics and determine grades, using established criteria.
84%Identify logs of substandard or special grade so that they can be returned to shippers, regraded, recut, or transferred for other processing.
Pest Control Workers
4 of 15 at risk84%Measure area dimensions requiring treatment, calculate fumigant requirements, and estimate cost for service.
68%Record work activities performed.
57%Dig up and burn, or spray weeds with herbicides.
55%Study preliminary reports or diagrams of infested area and determine treatment type required to eliminate and prevent recurrence of infestation.
49%Post warning signs and lock building doors to secure area to be fumigated.
Wage Comparison
Pest Control Workers earns -$1,980(-4%) vs Log Graders and Scalers
Log Graders and ScalersPest Control Workers
10th
$35,050$32,460
25th
$38,390$37,060
Median
$46,710$44,730
75th
$56,200$49,300
90th
$63,370$61,410
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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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