Takeover Tracker
45%medium risk

Coating, Painting, and Spraying Machine Setters, Operators, and Tenders

Set up, operate, or tend machines to coat or paint any of a wide variety of products, including glassware, cloth, ceramics, metal, plastic, paper, or wood, with lacquer, silver, copper, rubber, varnish, glaze, enamel, oil, or rust-proofing materials.

Higher risk than 92% of occupations
Checking for existing plan...

How AI Impacts Each Task

24 tasks analyzed

Select appropriate coatings, paints, or sprays, or prepare them by mixing substances according to formulas, using automated paint mixing equipment.

Risk: 84.0%AI: 87EstimatedTime: 5%

Hold or position spray guns to direct spray onto articles.

Risk: 63.0%AI: 75EstimatedTime: 12%

Fill hoppers, reservoirs, troughs, or pans with material used to coat, paint, or spray, using conveyors or pails.

Risk: 49.0%AI: 40EstimatedTime: 5%

Thread or feed items or products through or around machine rollers and dryers.

Risk: 47.0%AI: 35EstimatedTime: 3%

Weigh or measure chemicals, coatings, or paints before adding them to machines.

Risk: 84.0%AI: 87EstimatedTime: 3%

Start and stop operation of machines, using levers or buttons.

Risk: 61.0%AI: 70EstimatedTime: 3%

Set up and operate machines to paint or coat products with such materials as silver and copper solution, rubber, paint, glaze, oil, or rustproofing materials.

Risk: 51.0%AI: 45EstimatedTime: 10%

Remove materials, parts, or workpieces from painting or coating machines, using hand tools.

Risk: 49.0%AI: 40EstimatedTime: 3%

Operate auxiliary machines or equipment used in coating or painting processes.

Risk: 55.0%AI: 55EstimatedTime: 3%

Determine paint flow, viscosity, and coating quality by performing visual inspections, or by using viscometers.

Risk: 86.0%AI: 92EstimatedTime: 4%

Attach hoses or nozzles to machines, using wrenches and pliers, and make adjustments to obtain the proper dispersion of spray.

Risk: 47.0%AI: 35EstimatedTime: 4%

Turn dials, handwheels, valves, or switches to regulate conveyor speeds, machine temperature, air pressure and circulation, and the flow or spray of coatings or paints.

Risk: 57.0%AI: 60EstimatedTime: 6%

Record operational data on specified forms.

Risk: 58.9%AI: 24.28ObservedTime: 3%

Observe machine gauges and equipment operation to detect defects or deviations from standards, and make adjustments as necessary.

Risk: 86.0%AI: 92EstimatedTime: 5%

Prepare and apply stencils, computer-generated decals, or other decorative items to finished products.

Risk: 49.0%AI: 40EstimatedTime: 2%

Perform test runs to ensure that equipment is set up properly.

Risk: 53.0%AI: 50EstimatedTime: 4%

Transfer completed items or products from machines to drying or storage areas, using handcarts, handtrucks, or cranes.

Risk: 61.0%AI: 70EstimatedTime: 3%

Clean machines, related equipment, and work areas, using water, solvents and other cleaning aids.

Risk: 47.0%AI: 35EstimatedTime: 5%

Examine, measure, weigh, or test sample products to ensure conformance to specifications.

Risk: 84.0%AI: 87EstimatedTime: 4%

Spray coated products with salt solutions to determine how they will resist corrosion.

Risk: 57.0%AI: 60EstimatedTime: 2%

Start pumps to mix solutions and fill tanks.

Risk: 63.0%AI: 75EstimatedTime: 3%

Place items or products on feedracks, spindles, or reel strands to coat, paint, or spray them, using hands, hoists, or truck lifts.

Risk: 55.0%AI: 55EstimatedTime: 3%

Attach and align machine parts such as rollers, guides, brushes, and blades, using hand tools.

Risk: 47.0%AI: 35EstimatedTime: 3%

Paint small items and perform touch-up painting, using paint brushes.

Risk: 15.0%AI: 15EstimatedTime: 2%

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.

Mathematics10%

Mathematics 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.

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.

Manual Dexterity80%

Manual Dexterity 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.

Leadership88%

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

Equipment Maintenance78%

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

Coordination70%

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

Social Perceptiveness90%

Social Perceptiveness 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 Coating, Painting, and Spraying Machine Setters, 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

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

-4.8pt risk

Strengthen Your Edge

Double down on skills AI can't replicate

Coursera

Inspired Leadership Through Emotional Intelligence

by Case Western Reserve University

32 hours$49/mo4.8Certificate
Strengthens resilience: Adaptability/Flexibility

Estimated Impact

-3.7pt risk

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.

Score History

Risk score over 2 scoring runs

+4.4

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School37%
High School Diploma57%
Some College2%
Post-Secondary Certificate4%

Prior Experience Needed

Work experience required to enter this job

None49%
Up to 1 month26%
1-3 months3%
1-2 years18%
2-4 years4%

Training Provided After Hiring

How long it typically takes to learn on the job

None1%
Up to 1 month56%
1-3 months24%
3-6 months14%
6 months - 1 year2%
1-2 years4%

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