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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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles