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Automation Risk Analysis

Will “Coatings Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Coatings 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%

“Coatings 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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles