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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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles