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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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles