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Automation Risk Analysis

Will “Paint Spray Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Paint Spray Inspector” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Paint Spray Inspector” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Mark items with details, such as grade or acceptance-rejection status.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Recommend necessary corrective actions, based on inspection results.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Position products, components, or parts for testing.

  • Compute defect percentages or averages, using formulas and calculators.

  • Compute usable amounts of items in shipments.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Collect or select samples for testing or for use as models.

  • Notify supervisors or other personnel of production problems.

  • Analyze test data, making computations as necessary, to determine test results.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

Technologies & Software

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  • Microsoft SharePoint
  • Data entry software
  • ABB AI Robotics
  • Microsoft Office software
  • Apache Pig
  • Cognex Vision AI
  • Wilcox Associates PC-DMIS Inspection Planner
  • Mastercam computer-aided design and manufacturing software
  • Data analysis software
  • DeepSeek
  • IBM Lotus Notes
  • Extensible markup language XML
  • Mastercam Design
  • IBM Notes
  • Cybermetrics GAGETrak
  • Microsoft Excel
  • Atlassian JIRA
  • Selenium
  • Qwen (Alibaba)
  • The MathWorks MATLAB
  • Kimi (Moonshot AI)
  • Design of experiments DOE software
  • Microsoft Outlook
  • Apache Hive
  • Structured query language SQL
  • Grok (xAI)
  • Computer assisted design software
  • Claude (Anthropic)
  • Skype
  • Microsoft Word
  • Microsoft PowerPoint
  • Siemens Industrial AI
  • Inspection marking systems
  • Database software
  • FileMaker Pro
  • Minitab
  • SAP software
  • Nova (Amazon)
  • Microsoft Visio
  • Dassault Systemes CATIA
  • Dassault Systemes SolidWorks
  • Autodesk AutoCAD
  • Gemini (Google)
  • Computer-aided inspection software
  • Microsoft Access
  • Medical condition coding software
  • R
  • Coordinate measuring machine software
  • Label inspection systems
  • Statistical process control SPC data collection devices
  • Tolerance analysis software
  • Rockwell Automation AI
  • Verisurf Metrology
  • Sight Machine AI
  • Printed circuit board PCB testers
  • Gloss meters
  • Logic test systems
  • Forklifts
  • Coordinate measuring machines CMM
  • Digital voltmeters DVM
  • Holographic interferometers
  • Optical comparators
  • Verisurf CMM Master
  • Direct current DC power testers
  • Beta gauges
  • Sampling oscilloscopes
  • Mass flow leak testers
  • Vibration and shaker systems
  • Resistivity meters
  • Impact toughness testers
  • Pi tapes
  • Hydraulic lifts
  • Shear testers
  • Height gauges
  • Strain gauges
  • Magnetic particle flaw detectors
  • Laser shearography flaw detectors
  • Frequency meters
  • Null-balance acceleration instruments
  • Digital multimeters
  • Signal generators
  • Power meters
  • Hydraulic pumps
  • Fatigue testers
  • Manufacturing defect analyzers MDA
  • Viscometers
  • Conductivity meters
  • Industrial bench scales
  • Pulse generators
  • Radiographic flaw detectors
  • Ammeters
  • Verisurf Master3DGage
  • Piezoelectric acceleration instruments
  • Optical gauges
  • Laser thickness gauges
  • Capacitive acceleration instruments
  • Multimeters
  • Bubble leak testers
  • Calorimetric leak testers
  • Plotters
  • Continuity testers
  • Penetrant flaw detectors
  • Magnetic induction acceleration instruments
  • Frequency counters
  • Moisture meters
  • Measuring microscopes
  • Function generators
  • Pin gauges
  • Digital resistance meters
  • Creep and stress relaxation testers
  • Resistance meters
  • Plug gauges
  • Eddy current flaw detectors
  • Resonance acceleration instruments
  • Linear or mixed signal equipment
  • Force transducers
  • Calipers
  • Digital resistance thermometers
  • Tensile testers
  • Personal computers
  • Eddy current probes
  • Micrometers
  • Hipot testers
  • Impact hammers
  • Metallurgical microscopes
  • Environmental chambers
  • Sorting machines
  • Ductility testers
  • Compression testers
  • Utrasonic flaw detectors
  • Thread gauges
  • Hardness testers
  • Return loss calibrator RLC passive component testers
  • Depth gauges
  • Bit error rate testers BERT
  • In-circuit testers
  • Verisurf 3Dgage
  • Accelerometers
  • Overhead cranes
  • Color spectrometers
  • Shock testers
  • Backplane testers

Alternative Job Titles