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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

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

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

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

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

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

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles