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Automation Risk Analysis

Will “Line Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Line 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%

“Line 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

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

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

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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles