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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

Technologies & Software

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

Alternative Job Titles