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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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles