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Automation Risk Analysis

Will “Test 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 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 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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles