Helpers--Production Workers vs Sawing Machine Setters, Operators, and Tenders, Wood AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Helpers--Production Workers

44 shared · 3 different

core competencies

medium risk

Sawing Machine Setters, Operators, and Tenders, Wood

Side-by-Side Comparison

Sawing Machine Setters, Operators, and Tenders, Wood leads 5–0

Metric	Helpers--Production Workers	Sawing Machine Setters, Operators, and Tenders, Wood
Risk Score	39.5%	34.3%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	79th	63th
Tasks at Risk (>50%)	11 / 15	2 / 15
Median Salary	$38,220	$39,950
Employment	167K	43K

Skill Comparison

Sorted by largest difference

Performing General Physical Activities

Processing Information

Evaluating Information to Determine Compliance with Standards

Protective Factors

Higher values indicate stronger protection against AI displacement

Helpers--Production Workers

23%

total discount

Sawing Machine Setters, Operators, and Tenders, Wood

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.

Sawing Machine Setters, Operators, and Tenders, Wood

2 of 15 at risk

85%Inspect stock for imperfections or to estimate grades or qualities of stock or workpieces.

59%Examine logs or lumber to plan the best cuts.

45%Count, sort, or stack finished workpieces.

41%Set up, operate, or tend saws or machines that cut or trim wood to specified dimensions, such as circular saws, band saws, multiple-blade sawing machines, scroll saws, ripsaws, or crozer machines.

41%Trim lumber to straighten rough edges or remove defects, using circular saws.

Wage Comparison

Sawing Machine Setters, Operators, and Tenders, Wood earns +$1,730(+5%) vs Helpers--Production Workers

Helpers--Production WorkersSawing Machine Setters, Operators, and Tenders, Wood

10th

$30,060$29,670

25th

$34,390$35,550

Median

$38,220$39,950

75th

$44,980$47,770

90th

$52,120$56,560

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Helpers--Production Workers2028–2035

Sawing Machine Setters, Operators, and Tenders, Wood2028–2035

20242030203520402045

Sawing Machine Setters, Operators, and Tenders, Wood has a longer runway before significant displacement, projected 0 years later than Helpers--Production Workers.

Risk-Adjusted Salary

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

Helpers--Production Workers

$23,119

from $38,220

Sawing Machine Setters, Operators, and Tenders, Wood

$26,267

from $39,950

After adjusting for AI risk, Sawing Machine Setters, Operators, and Tenders, Wood offers $3,148 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Helpers--Production

Unique to Sawing

Combined Protection Strategy

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

Creativity

Regulatory Barriers

Social Intelligence

Decision Complexity

Helpers--Production WorkersSawing Machine Setters, Operators, and Tenders, Wood

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