Takeover Tracker
46%medium risk

Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders

Operate or tend machines to wash or clean products, such as barrels or kegs, glass items, tin plate, food, pulp, coal, plastic, or rubber, to remove impurities.

Higher risk than 93% of occupations
Checking for existing plan...

How AI Impacts Each Task

11 tasks analyzed

Add specified amounts of chemicals to equipment at required times to maintain solution levels and concentrations.

Risk: 49.0%AI: 40EstimatedTime: 8%

Observe machine operations, gauges, or thermometers, and adjust controls to maintain specified conditions.

Risk: 85.2%AI: 90EstimatedTime: 15%

Set controls to regulate temperature and length of cycles, and start conveyors, pumps, agitators, and machines.

Risk: 85.2%AI: 90EstimatedTime: 10%

Draw samples for laboratory analysis, or test solutions for conformance to specifications, such as acidity or specific gravity.

Risk: 74.0%AI: 62EstimatedTime: 5%

Adjust, clean, and lubricate mechanical parts of machines, using hand tools and grease guns.

Risk: 45.0%AI: 30EstimatedTime: 5%

Drain, clean, and refill machines or tanks at designated intervals, using cleaning solutions or water.

Risk: 51.0%AI: 45EstimatedTime: 10%

Operate or tend machines to wash and remove impurities from items such as barrels or kegs, glass products, tin plate surfaces, dried fruit, pulp, animal stock, coal, manufactured articles, plastic, or rubber.

Risk: 49.0%AI: 40EstimatedTime: 20%

Record gauge readings, materials used, processing times, or test results in production logs.

Risk: 88.0%AI: 97EstimatedTime: 5%

Examine and inspect machines to detect malfunctions.

Risk: 53.0%AI: 50EstimatedTime: 5%

Load machines with objects to be processed and unload them after cleaning, placing them on conveyors or racks.

Risk: 49.0%AI: 40EstimatedTime: 12%

Measure, weigh, or mix cleaning solutions, using measuring tanks, calibrated rods or suction tubes.

Risk: 49.0%AI: 40EstimatedTime: 5%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Manual Dexterity80%

Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Equipment Maintenance78%

Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Recommended Courses

Courses matched to Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-6.8pt risk+$2K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-4.7pt risk+$2K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.5pt risk+$2K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

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Score History

Risk score over 2 scoring runs

-0.5

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School32%
High School Diploma60%
Some College1%
Post-Secondary Certificate4%
Associate's Degree4%

Prior Experience Needed

Work experience required to enter this job

None53%
Up to 1 month2%
1-3 months1%
3-6 months14%
1-2 years22%
2-4 years4%
4-6 years4%

Training Provided After Hiring

How long it typically takes to learn on the job

None28%
Up to 1 month5%
1-3 months24%
3-6 months14%
6 months - 1 year29%

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis