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Automation Risk Analysis

Will “Assemblies and Installations Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Assemblies and Installations 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%

“Assemblies and Installations 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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles