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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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

Alternative Job Titles