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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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles