medium risk
Log Graders and Scalersvs
65 shared · 15 different
core competencies
Side-by-Side Comparison
Pesticide Handlers, Sprayers, and Applicators, Vegetation leads 4–1| Metric | Log Graders and Scalers | Pesticide Handlers, Sprayers, and Applicators, Vegetation |
|---|---|---|
| Risk Score | 46.2% | 28.0% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 93th | 30th |
| Tasks at Risk (>50%) | 9 / 14 | 3 / 12 |
| Median Salary | $46,710 | $45,200 |
| Employment | 3K | 25K |
Skill Comparison
|
Sorted by largest difference
Performing for or Working Directly with the Public
Interacting With Computers
Performing General Physical Activities
Estimating the Quantifiable Characteristics of Products, Events, or Information
Judging the Qualities of Things, Services, or People
Selling or Influencing Others
Transportation
Updating and Using Relevant Knowledge
Monitoring and Controlling Resources
Handling and Moving Objects
Customer and Personal Service
Repairing and Maintaining Mechanical Equipment
Protective Factors
Higher values indicate stronger protection against AI displacement
Log Graders and Scalers
27%
total discount
Pesticide Handlers, Sprayers, and Applicators, Vegetation
28%
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.
Pesticide Handlers, Sprayers, and Applicators, Vegetation
3 of 12 at risk87%Record information about pesticide applications, such as the type used and amount applied.
86%Establish driving routes for pesticide applications.
59%Identify lawn or plant diseases to determine the appropriate course of treatment.
49%Mix pesticides, herbicides, or fungicides for application to trees, shrubs, lawns, or botanical crops.
49%Fill sprayer tanks with water and chemicals, according to formulas.
Wage Comparison
Pesticide Handlers, Sprayers, and Applicators, Vegetation earns -$1,510(-3%) vs Log Graders and Scalers
Log Graders and ScalersPesticide Handlers, Sprayers, and Applicators, Vegetation
10th
$35,050$34,590
25th
$38,390$38,040
Median
$46,710$45,200
75th
$56,200$50,960
90th
$63,370$58,910
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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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