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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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles