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Automation Risk Analysis

Will “Canoe Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Canoe 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%

“Canoe 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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

Technologies & Software

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

Alternative Job Titles