Takeover Tracker
vs

31 shared · 5 different

core competencies

Side-by-Side Comparison

MetricHelpers--Production WorkersLaborers and Freight, Stock, and Material Movers, Hand
Risk Score39.5%45.3%
Risk TierMedium RiskMedium Risk
Risk Percentile79th92th
Tasks at Risk (>50%)11 / 1512 / 15
Median Salary$38,220$38,940
Employment167K3M

Skill Comparison

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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

Helpers--Production Workers

23%

total discount

Laborers and Freight, Stock, and Material Movers, Hand

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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.

Wage Comparison

Laborers and Freight, Stock, and Material Movers, Hand earns +$720(+2%) vs Helpers--Production Workers
Helpers--Production WorkersLaborers and Freight, Stock, and Material Movers, Hand
10th
$30,060$30,810
25th
$34,390$35,410
Median
$38,220$38,940
75th
$44,980$46,370
90th
$52,120$53,180

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Helpers--Production Workers20282035
Laborers and Freight, Stock, and Material Movers, Hand20282035
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%)

Helpers--Production Workers

$23,119

from $38,220

Laborers and Freight, Stock, and Material Movers, Hand

$21,304

from $38,940

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

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Helpers--Production

0

Unique to Laborers

Combined Protection Strategy

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

Regulatory Barriers
Social Intelligence
Creativity
Fine Manipulation
Helpers--Production WorkersLaborers and Freight, Stock, and Material Movers, Hand