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Automation Risk Analysis

Will “Test Carrier” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Test Carrier” 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 Carrier” 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 dials or meters to verify that equipment is functioning at specified levels.

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles