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Automation Risk Analysis

Will “Warp Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Warp Tester” 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%

“Warp Tester” 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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles