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Automation Risk Analysis

Will “Lightout Examiner” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Lightout Examiner” 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%

“Lightout Examiner” 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

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

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

  • 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.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

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

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

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

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

Alternative Job Titles