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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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles