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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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles