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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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles