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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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles