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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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles