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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

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

  • 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.

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

  • 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.

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles