First-Line Supervisors of Agricultural Crop and Horticultural Workers vs Log Graders and Scalers AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

First-Line Supervisors of Agricultural Crop and Horticultural Workers

70 shared · 18 different

core competencies

medium risk

Log Graders and Scalers

Side-by-Side Comparison

First-Line Supervisors of Agricultural Crop and Horticultural Workers leads 5–0

Metric	First-Line Supervisors of Agricultural Crop and Horticultural Workers	Log Graders and Scalers
Risk Score	33.4%	46.2%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	59th	93th
Tasks at Risk (>50%)	7 / 15	9 / 14
Median Salary	$59,330	$46,710
Employment	30K	3K

Skill Comparison

Sorted by largest difference

Coordinating the Work and Activities of Others

Education and Training

Guiding, Directing, and Motivating Subordinates

Personnel and Human Resources

Management of Personnel Resources

Administration and Management

Controlling Machines and Processes

Mechanical

Performing for or Working Directly with the Public

Production and Processing

Documenting/Recording Information

Coaching and Developing Others

Protective Factors

Higher values indicate stronger protection against AI displacement

First-Line Supervisors of Agricultural Crop and Horticultural Workers

31%

total discount

Log Graders and Scalers

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

First-Line Supervisors of Agricultural Crop and Horticultural Workers

7 of 15 at risk

86%Read inventory records, customer orders, or shipping schedules to determine required activities.

86%Requisition or purchase supplies, such as insecticides, machine parts or lubricants, or tools.

84%Estimate labor requirements for jobs and plan work schedules accordingly.

69%Prepare and maintain time or payroll reports, as well as details of personnel actions, such as performance evaluations, hires, promotions, or disciplinary actions.

63%Drive or operate farm machinery, such as trucks, tractors, or self-propelled harvesters, to transport workers or supplies or to cultivate or harvest fields.

Log Graders and Scalers

9 of 14 at risk

88%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.

Wage Comparison

Log Graders and Scalers earns -$12,620(-21%) vs First-Line Supervisors of Agricultural Crop and Horticultural Workers

First-Line Supervisors of Agricultural Crop and Horticultural WorkersLog Graders and Scalers

10th

$39,610$35,050

25th

$47,660$38,390

Median

$59,330$46,710

75th

$76,640$56,200

90th

$90,840$63,370

Premium Head-to-Head Analysis

Displacement Timeline Comparison

First-Line Supervisors of Agricultural Crop and Horticultural Workers2028–2035

Log Graders and Scalers2028–2035

20242030203520402045

First-Line Supervisors of Agricultural Crop and Horticultural Workers has a longer runway before significant displacement, projected 0 years later than Log Graders and Scalers.

Risk-Adjusted Salary

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

First-Line Supervisors of Agricultural Crop and Horticultural Workers

$39,508

from $59,330

Log Graders and Scalers

$25,139

from $46,710

After adjusting for AI risk, First-Line Supervisors of Agricultural Crop and Horticultural Workers offers $14,369 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to First-Line

Unique to Log

Combined Protection Strategy

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

Social Intelligence

Decision Complexity

Regulatory Barriers

Creativity

First-Line Supervisors of Agricultural Crop and Horticultural WorkersLog Graders and Scalers

Find transitions from First-Line Supervisors of Agricultural Crop and Horticultural Workers Find transitions from Log Graders and Scalers