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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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles