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Automation Risk Analysis

Will “Speedometer Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Speedometer 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%

“Speedometer 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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles