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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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles