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Automation Risk Analysis

Will “Zyglo Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Zyglo Inspector” 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 Inspector” 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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

Alternative Job Titles