Laborers and Freight, Stock, and Material Movers, Hand vs Helpers--Production Workers AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Laborers and Freight, Stock, and Material Movers, Hand

31 shared · 5 different

core competencies

medium risk

Helpers--Production Workers

Side-by-Side Comparison

Helpers--Production Workers leads 4–1

Metric	Laborers and Freight, Stock, and Material Movers, Hand	Helpers--Production Workers
Risk Score	45.3%	39.5%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	92th	79th
Tasks at Risk (>50%)	12 / 15	11 / 15
Median Salary	$38,940	$38,220
Employment	3M	167K

Skill Comparison

Sorted by largest difference

Processing Information

Static Strength

Repairing and Maintaining Mechanical Equipment

Controlling Machines and Processes

Performing General Physical Activities

Protective Factors

Higher values indicate stronger protection against AI displacement

Laborers and Freight, Stock, and Material Movers, Hand

23%

total discount

Helpers--Production Workers

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Laborers and Freight, Stock, and Material Movers, Hand

12 of 15 at risk

88%Record numbers of units handled or moved, using daily production sheets or work tickets.

86%Read work orders or receive oral instructions to determine work assignments or material or equipment needs.

85%Check freight, stock, or other materials for damage.

84%Take inventory of freight, stock, or other materials used on site.

61%Move freight, stock, or other materials to and from storage or production areas, loading docks, delivery vehicles, ships, or containers, by hand or using trucks, tractors, or other equipment.

Helpers--Production Workers

11 of 15 at risk

86%Count finished products to determine if product orders are complete.

86%Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.

86%Mark or tag identification on parts.

86%Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.

67%Examine products to verify conformance to quality standards.

Wage Comparison

Helpers--Production Workers earns -$720(-2%) vs Laborers and Freight, Stock, and Material Movers, Hand

Laborers and Freight, Stock, and Material Movers, HandHelpers--Production Workers

10th

$30,810$30,060

25th

$35,410$34,390

Median

$38,940$38,220

75th

$46,370$44,980

90th

$53,180$52,120

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Laborers and Freight, Stock, and Material Movers, Hand2028–2035

Helpers--Production Workers2028–2035

20242030203520402045

Helpers--Production Workers has a longer runway before significant displacement, projected 0 years later than Laborers and Freight, Stock, and Material Movers, Hand.

Risk-Adjusted Salary

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

Laborers and Freight, Stock, and Material Movers, Hand

$21,304

from $38,940

Helpers--Production Workers

$23,119

from $38,220

After adjusting for AI risk, Helpers--Production Workers offers $1,815 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Laborers

Unique to Helpers--Production

Combined Protection Strategy

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

Regulatory Barriers

Social Intelligence

Creativity

Fine Manipulation

Laborers and Freight, Stock, and Material Movers, HandHelpers--Production Workers

Find transitions from Laborers and Freight, Stock, and Material Movers, Hand Find transitions from Helpers--Production Workers