medium risk
Log Graders and Scalersvs
52 shared · 18 different
core competencies
medium risk
Cooks, Short OrderSide-by-Side Comparison
Cooks, Short Order leads 4–1| Metric | Log Graders and Scalers | Cooks, Short Order |
|---|---|---|
| Risk Score | 46.2% | 33.8% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 93th | 61th |
| Tasks at Risk (>50%) | 9 / 14 | 5 / 11 |
| Median Salary | $46,710 | $35,620 |
| Employment | 3K | 150K |
Skill Comparison
|
Sorted by largest difference
Documenting/Recording Information
Estimating the Quantifiable Characteristics of Products, Events, or Information
Judging the Qualities of Things, Services, or People
Operating Vehicles, Mechanized Devices, or Equipment
Communicating with Supervisors, Peers, or Subordinates
Making Decisions and Solving Problems
Inspecting Equipment, Structures, or Material
Interacting With Computers
Performing Administrative Activities
Establishing and Maintaining Interpersonal Relationships
Performing General Physical Activities
Communicating with Persons Outside Organization
Protective Factors
Higher values indicate stronger protection against AI displacement
Log Graders and Scalers
27%
total discount
Cooks, Short Order
27%
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.
Cooks, Short Order
5 of 11 at risk88%Accept payments, and make change or write charge slips as necessary.
75%Order supplies and stock them on shelves.
74%Plan work on orders so that items served together are finished at the same time.
53%Complete orders from steam tables, placing food on plates and serving customers at tables or counters.
51%Perform food preparation tasks, such as making sandwiches, carving meats, making soups or salads, baking breads or desserts, and brewing coffee or tea.
Wage Comparison
Cooks, Short Order earns -$11,090(-24%) vs Log Graders and Scalers
Log Graders and ScalersCooks, Short Order
10th
$35,050$23,770
25th
$38,390$30,160
Median
$46,710$35,620
75th
$56,200$39,990
90th
$63,370$46,010
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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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