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Automation Risk Analysis

Will “Bulb Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bulb Tester” 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 Tester” 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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles