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Automation Risk Analysis

Will “Assembly 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%

“Assembly 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%

“Assembly 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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles