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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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles