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Automation Risk Analysis

Will “Assembly 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 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 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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles