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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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles