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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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles