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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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles