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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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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

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

Alternative Job Titles