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Automation Risk Analysis

Will “Bicycle Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bicycle 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%

“Bicycle 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

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

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

  • 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.

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

  • 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.

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles