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.
AI Impact Summary
Coating, Painting, and Spraying Machine Setters, Operators, and Tenders faces moderate AI displacement risk with a score of 45/100. This occupation has higher AI displacement risk than 92% of all analyzed occupations. Of 24 analyzed tasks, 5 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
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/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Coating, Painting, and Spraying Machine Setters, Operators, and Tenders skill gaps, ranked by relevance to your displacement risk profile.
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Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
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.
Hold or position spray guns to direct spray onto articles.
Fill hoppers, reservoirs, troughs, or pans with material used to coat, paint, or spray, using conveyors or pails.
Thread or feed items or products through or around machine rollers and dryers.
Weigh or measure chemicals, coatings, or paints before adding them to machines.
Start and stop operation of machines, using levers or buttons.
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.
Remove materials, parts, or workpieces from painting or coating machines, using hand tools.
Operate auxiliary machines or equipment used in coating or painting processes.
Determine paint flow, viscosity, and coating quality by performing visual inspections, or by using viscometers.
Attach hoses or nozzles to machines, using wrenches and pliers, and make adjustments to obtain the proper dispersion of spray.
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.
Record operational data on specified forms.
Observe machine gauges and equipment operation to detect defects or deviations from standards, and make adjustments as necessary.
Prepare and apply stencils, computer-generated decals, or other decorative items to finished products.
Perform test runs to ensure that equipment is set up properly.
Transfer completed items or products from machines to drying or storage areas, using handcarts, handtrucks, or cranes.
Clean machines, related equipment, and work areas, using water, solvents and other cleaning aids.
Examine, measure, weigh, or test sample products to ensure conformance to specifications.
Spray coated products with salt solutions to determine how they will resist corrosion.
Start pumps to mix solutions and fill tanks.
Place items or products on feedracks, spindles, or reel strands to coat, paint, or spray them, using hands, hoists, or truck lifts.
Attach and align machine parts such as rollers, guides, brushes, and blades, using hand tools.
Paint small items and perform touch-up painting, using paint brushes.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Select appropriate coatings, paints, or sprays, or prepare them by mixing substances according to formulas, using automated paint mixing equipment. | 87Estimated | 84.0% | 5% | |
| Hold or position spray guns to direct spray onto articles. | 75Estimated | 63.0% | 12% | |
| Fill hoppers, reservoirs, troughs, or pans with material used to coat, paint, or spray, using conveyors or pails. | 40Estimated | 49.0% | 5% | |
| Thread or feed items or products through or around machine rollers and dryers. | 35Estimated | 47.0% | 3% | |
| Weigh or measure chemicals, coatings, or paints before adding them to machines. | 87Estimated | 84.0% | 3% | |
| Start and stop operation of machines, using levers or buttons. | 70Estimated | 61.0% | 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. | 45Estimated | 51.0% | 10% | |
| Remove materials, parts, or workpieces from painting or coating machines, using hand tools. | 40Estimated | 49.0% | 3% | |
| Operate auxiliary machines or equipment used in coating or painting processes. | 55Estimated | 55.0% | 3% | |
| Determine paint flow, viscosity, and coating quality by performing visual inspections, or by using viscometers. | 92Estimated | 86.0% | 4% | |
| Attach hoses or nozzles to machines, using wrenches and pliers, and make adjustments to obtain the proper dispersion of spray. | 35Estimated | 47.0% | 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. | 60Estimated | 57.0% | 6% | |
| Record operational data on specified forms. | 24.28Observed | 58.9% | 3% | |
| Observe machine gauges and equipment operation to detect defects or deviations from standards, and make adjustments as necessary. | 92Estimated | 86.0% | 5% | |
| Prepare and apply stencils, computer-generated decals, or other decorative items to finished products. | 40Estimated | 49.0% | 2% | |
| Perform test runs to ensure that equipment is set up properly. | 50Estimated | 53.0% | 4% | |
| Transfer completed items or products from machines to drying or storage areas, using handcarts, handtrucks, or cranes. | 70Estimated | 61.0% | 3% | |
| Clean machines, related equipment, and work areas, using water, solvents and other cleaning aids. | 35Estimated | 47.0% | 5% | |
| Examine, measure, weigh, or test sample products to ensure conformance to specifications. | 87Estimated | 84.0% | 4% | |
| Spray coated products with salt solutions to determine how they will resist corrosion. | 60Estimated | 57.0% | 2% | |
| Start pumps to mix solutions and fill tanks. | 75Estimated | 63.0% | 3% | |
| Place items or products on feedracks, spindles, or reel strands to coat, paint, or spray them, using hands, hoists, or truck lifts. | 55Estimated | 55.0% | 3% | |
| Attach and align machine parts such as rollers, guides, brushes, and blades, using hand tools. | 35Estimated | 47.0% | 3% | |
| Paint small items and perform touch-up painting, using paint brushes. | 15Estimated | 15.0% | 2% |
Protective Factors
Total protective discount: 24.5%
Essential Soft Skills
Traits that are hard for AI to replicate
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Alternate Career Paths
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Higher risk than 63% of other occupations
Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic
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Molding and Casting Workers
37%Median salary: $45,690
Higher risk than 72% of other occupations
Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers
39%Median salary: $44,980
Higher risk than 79% of other occupations
Cutting and Slicing Machine Setters, Operators, and Tenders
40%Median salary: $45,700
Higher risk than 81% of other occupations
Rolling Machine Setters, Operators, and Tenders, Metal and Plastic
42%Median salary: $48,630
Higher risk than 86% of other occupations
Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders
43%Median salary: $45,130
Higher risk than 87% of other occupations
Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic
45%Median salary: $47,450
Higher risk than 91% of other occupations
Adhesive Bonding Machine Operators and Tenders
46%Median salary: $45,210
Higher risk than 93% of other occupations
Packaging and Filling Machine Operators and Tenders
47%Median salary: $40,900
Higher risk than 95% of other occupations
Recommendations
Skills to Develop
These skills are at risk from AI automation. Coating, Painting, and Spraying Machine Setters, Operators, and Tenders professionals should diversify beyond them.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Reading Comprehension
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Memorization
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Manual Dexterity
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Equipment Maintenance
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 2 scoring runs
overall change