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Automation Risk Analysis

Will “Chair Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Chair 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%

“Chair 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

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

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

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles