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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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • 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.

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • 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.

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles