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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

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles