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Automation Risk Analysis

Will “Nib Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Nib 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%

“Nib 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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles