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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.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

Technologies & Software

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

Alternative Job Titles