Takeover Tracker
vs

33 shared · 10 different

core competencies

Side-by-Side Comparison

MetricCleaning, Washing, and Metal Pickling Equipment Operators and TendersHelpers--Production Workers
Risk Score46.0%39.5%
Risk TierMedium RiskMedium Risk
Risk Percentile93th79th
Tasks at Risk (>50%)6 / 1111 / 15
Median Salary$41,460$38,220
Employment14K167K

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

Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders

25%

total discount

Helpers--Production Workers

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders20282035
Helpers--Production Workers20282035
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%)

Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders

$22,376

from $41,460

Helpers--Production Workers

$23,119

from $38,220

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 Cleaning,

0

Unique to Helpers--Production

Combined Protection Strategy

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

Decision Complexity
Social Intelligence
Regulatory Barriers
Fine Manipulation
Cleaning, Washing, and Metal Pickling Equipment Operators and TendersHelpers--Production Workers