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Automation Risk Analysis

Will “Sausage Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Sausage 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%

“Sausage 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles