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Automation Risk Analysis

Will “Bulb Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bulb 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%

“Bulb 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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles