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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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

Technologies & Software

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

Alternative Job Titles