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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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

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

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

Alternative Job Titles