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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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

Technologies & Software

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

Alternative Job Titles