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Automation Risk Analysis

Will “Line-Up Examiner” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Line-Up 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%

“Line-Up 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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

  • 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.

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles