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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

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

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

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

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles