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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

  • 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.

  • 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.

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles