Takeover Tracker
40%medium risk
Helpers--Production Workers
vs

33 shared · 10 different

core competencies

46%medium risk
Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders

Side-by-Side Comparison

MetricHelpers--Production WorkersCleaning, Washing, and Metal Pickling Equipment Operators and Tenders
Risk Score39.5%46.0%
Risk TierMedium RiskMedium Risk
Risk Percentile79th93th
Tasks at Risk (>50%)11 / 156 / 11
Median Salary$38,220$41,460
Employment167K14K

Skill Comparison

|

Sorted by largest difference

Documenting/Recording Information
Making Decisions and Solving Problems
Monitor Processes, Materials, or Surroundings
Inspecting Equipment, Structures, or Material
Establishing and Maintaining Interpersonal Relationships
Production and Processing
Processing Information
Evaluating Information to Determine Compliance with Standards
Resolving Conflicts and Negotiating with Others
Getting Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Helpers--Production Workers

23%

total discount

Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders

25%

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.

Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders

6 of 11 at risk
88%Record gauge readings, materials used, processing times, or test results in production logs.
85%Observe machine operations, gauges, or thermometers, and adjust controls to maintain specified conditions.
85%Set controls to regulate temperature and length of cycles, and start conveyors, pumps, agitators, and machines.
74%Draw samples for laboratory analysis, or test solutions for conformance to specifications, such as acidity or specific gravity.
53%Examine and inspect machines to detect malfunctions.

Wage Comparison

Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders earns +$3,240(+8%) vs Helpers--Production Workers
Helpers--Production WorkersCleaning, Washing, and Metal Pickling Equipment Operators and Tenders
10th
$30,060$32,770
25th
$34,390$37,140
Median
$38,220$41,460
75th
$44,980$48,280
90th
$52,120$56,590

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Helpers--Production Workers2028–2035
Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders2028–2035
20242030203520402045

Helpers--Production Workers has a longer runway before significant displacement, projected 0 years later than Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders.

Risk-Adjusted Salary

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

Helpers--Production Workers

$23,119

from $38,220

Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders

$22,376

from $41,460

After adjusting for AI risk, Helpers--Production Workers offers $743 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 Cleaning,

Combined Protection Strategy

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

Decision Complexity
Social Intelligence
Regulatory Barriers
Fine Manipulation
Helpers--Production WorkersCleaning, Washing, and Metal Pickling Equipment Operators and Tenders
Find transitions from Helpers--Production WorkersFind transitions from Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders