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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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles