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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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles