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Automation Risk Analysis

Will “Test Car Driver” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Test Car Driver” 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%

“Test Car Driver” 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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles