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Automation Risk Analysis

Will “Lamp Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Lamp 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%

“Lamp 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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles