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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.

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles