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Automation Risk Analysis

Will “Hogshead 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 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 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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

  • 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.

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles