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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

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

  • 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.

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles