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Automation Risk Analysis

Will “Spoilage Worker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Spoilage Worker” 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%

“Spoilage Worker” 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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

Technologies & Software

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

Alternative Job Titles