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Automation Risk Analysis

Will “Hogshead Mat Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Hogshead Mat 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%

“Hogshead Mat 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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles