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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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles