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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.

Minimal RiskImminent Risk80%HIGH

24 of 24 tasks have some AI capability

Exposure Trend

Mar79.99%Apr79.99%May79.99%Jun79.99%

This score reflects estimated AI technical capability for tasks in this occupation. It does not predict employment changes, and it does not account for company-specific constraints, regulation, or adoption barriers.

Fully Automatable (14)

AI could handle these end-to-end

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

AI: Fully automatable - Automated paint-mixing systems and formula-driven selection logic are standard in industry and can prepare coatings without manual mixing.

imp: 4.5

Hold or position spray guns to direct spray onto articles.

AI: Fully automatable - Robotic arms and articulated spray systems are widely used to hold and position spray guns precisely for consistent coverage.

imp: 4.4

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

AI: Fully automatable - Conveyors, pumps, hoppers and automated dispensing systems routinely fill reservoirs and hoppers with paint or coating materials.

imp: 4.3

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

AI: Fully automatable - Threading and feeding items through rollers and dryers is commonly handled by automated feeders, conveyors and robotic systems under AI control.

imp: 4.3

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

AI: Fully automatable - Weighing and metering chemicals and coatings into machines is a standard automated process using scales, pumps and control software that AI can fully manage.

imp: 4.2

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

AI: Fully automatable - Machine start/stop functions are trivially automated via control systems, safety interlocks, and remote supervisory controls.

imp: 4.2

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

AI: Fully automatable - AI with machine vision and digital instrument integration can read viscometers and assess paint flow and coating quality automatically.

imp: 4.1

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.

AI: Fully automatable - Turning dials, valves and switches to regulate speeds, temperature and pressures is routinely automated via actuators and control software that AI can manage.

imp: 4.0

Record operational data on specified forms.

AI: Fully automatable - Recording operational data is readily automated using sensors, MES/LIMS and AI for data capture, validation, and reporting.

imp: 4.0

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

AI: Fully automatable - AI monitoring systems can observe gauges, detect deviations via sensors and vision, and automatically adjust control parameters in modern facilities.

imp: 4.0

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

AI: Fully automatable - AI can autonomously execute test runs and analyze sensor/vision data to verify equipment setup and performance.

imp: 3.9

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

AI: Fully automatable - Automated inspection rigs, scales and test stations controlled by AI can examine, measure, weigh and test samples to ensure conformance.

imp: 3.8

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

AI: Fully automatable - Salt‑spray/corrosion testing is a standardized, instrumented process that can be fully automated and monitored by AI systems.

imp: 3.8

Start pumps to mix solutions and fill tanks.

AI: Fully automatable - Starting pumps and controlling solution mixing/fill operations are routine PLC/SCADA tasks that are already fully automatable and AI‑supervisable.

imp: 3.8

Human in the Loop (10)

AI could assist, human oversight required

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.

AI: Partial - Operating painting/coating machines can be automated, but physical setup, fixturing and complex changeovers still typically require human intervention in 2025.

imp: 4.1

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

AI: Partial - Operating auxiliary coating/painting equipment is largely routine and can be controlled by automated systems and AI, but human oversight and ad‑hoc adjustments are still often required.

imp: 4.1

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

AI: Partial - Robotic manipulators can remove parts in structured production settings, but variability in parts, fixturing and tool use means humans still handle many cases.

imp: 4.1

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

AI: Partial - Attaching hoses and nozzles with wrenches and pliers requires fine, context-sensitive manual dexterity and is only partially addressed by cobots and specialized fixtures as of 2025.

imp: 4.0

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

AI: Partial - Applying stencils and computer‑generated decals can be automated for repeatable jobs, but complex or bespoke decorative work still often needs human skill.

imp: 3.9

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

AI: Partial - Autonomous mobile robots and automated cranes can transfer finished items in many facilities, but wide variability in loads and environments limits full automation.

imp: 3.9

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

AI: Partial - Cleaning machines and work areas with solvents and varied geometries involves complex manipulation and hazardous-material handling that remains only partially automated.

imp: 3.9

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

AI: Partial - Placing items on feedracks or spindles is automatable in structured lines, but varied shapes, delicate parts and complex fixturing still require human intervention in many cases.

imp: 3.5

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

AI: Partial - Attaching and aligning machine parts requires fine manual adjustments and troubleshooting that current automation can assist with but not fully replace in all situations.

imp: 3.4

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

AI: Partial - Robots handle spraying and some brush tasks, but detailed small‑item brushwork and nuanced touch‑ups remain predominantly manual as of 2025.

imp: 3.4

Skills for this role (35)

Operation MonitoringCoreQuality Control AnalysisCoreCritical ThinkingCoreComplex Problem SolvingCoreMonitoringCoreRepairingUsefulEquipment MaintenanceUsefulTroubleshootingUsefulReading ComprehensionUsefulTime ManagementUseful
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