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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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles