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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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles