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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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles