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Automation Risk Analysis

Will “Zyglo Technician” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Zyglo Technician” 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%

“Zyglo Technician” 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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

  • 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.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles