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Automation Risk Analysis

Will “Pickle Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Pickle Sorter” 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%

“Pickle Sorter” 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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles