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AI Risk Comparison

Farmworkers and Laborers, Crop, Nursery, and Greenhouse vs Log Graders and Scalers

Compare AI replacement risk, automatable work, resilient skills, and potential career pivots for both occupations.

Safer role
Log Graders and Scalers
Higher risk
Farmworkers and Laborers, Crop, Nursery, and Greenhouse
Risk gap
7 points
Agriculture & ForestryO*NET: 45-2092.00

Farmworkers and Laborers, Crop, Nursery, and Greenhouse

Manually plant, cultivate, and harvest vegetables, fruits, nuts, horticultural specialties, and field crops. Use hand tools, such as shovels, trowels, hoes, tampers, pruning hooks, shears, and knives. Duties may include tilling soil and applying fertilizers; transplanting, weeding, thinning, or pruning crops; applying pesticides; or cleaning, grading, sorting, packing, and loading harvested products. May construct trellises, repair fences and farm buildings, or participate in irrigation activities.

AI Risk Score

78/100
High

High risk: many core tasks are exposed to automation.

Automation factors

  • Record information about crops, such as pesticide use, yields, or costs.
  • Direct and monitor the work of casual and seasonal help during planting and harvesting.
  • Participate in the inspection, grading, sorting, storage, and post-harvest treatment of crops.
  • Updating and Using Relevant Knowledge
  • Evaluating Information to Determine Compliance with Standards

Top skills

Speaking3.00/5
Operations Monitoring3.00/5
Active Listening2.88/5
Reading Comprehension2.75/5
Writing2.75/5

Recommended career pivots

Agricultural Equipment Operators48/100Farmworkers, Farm, Ranch, and Aquacultural Animals78/100Graders and Sorters, Agricultural Products76/100Landscaping and Groundskeeping Workers84/100Pesticide Handlers, Sprayers, and Applicators, Vegetation86/100
Agriculture & ForestryO*NET: 45-4023.00

Log Graders and Scalers

Grade logs or estimate the marketable content or value of logs or pulpwood in sorting yards, millpond, log deck, or similar locations. Inspect logs for defects or measure logs to determine volume.

AI Risk Score

71/100
High

High risk: many core tasks are exposed to automation.

Automation factors

  • Evaluate log characteristics and determine grades, using established criteria.
  • Record data about individual trees or load volumes into tally books or hand-held collection terminals.
  • Measure felled logs or loads of pulpwood to calculate volume, weight, dimensions, and marketable value, using measuring devices and conversion tables.
  • Documenting/Recording Information
  • Estimating the Quantifiable Characteristics of Products, Events, or Information

Top skills

Active Listening3.25/5
Critical Thinking3.25/5
Speaking3.12/5
Writing3.00/5
Active Learning3.00/5

Recommended career pivots

Weighers, Measurers, Checkers, and Samplers, Recordkeeping74/100Inspectors, Testers, Sorters, Samplers, and Weighers91/100Graders and Sorters, Agricultural Products76/100Logging Equipment Operators66/100Laborers and Freight, Stock, and Material Movers, Hand83/100

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