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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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles