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Automation Risk Analysis

Will “Glucose and Syrup Weigher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Glucose and Syrup 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%

“Glucose and Syrup 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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

  • 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.

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

  • Position products, components, or parts for testing.

  • 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.

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

Technologies & Software

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

Alternative Job Titles