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Automation Risk Analysis

Will “Raw Juice Weigher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Raw Juice Weigher” 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%

“Raw Juice Weigher” 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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles