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Automation Risk Analysis

Will “Button Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Button 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%

“Button 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

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

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

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles