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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

  • Position products, components, or parts for testing.

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles