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Automation Risk Analysis

Will “Ingredient Scaler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Ingredient Scaler” 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%

“Ingredient Scaler” 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.

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

Technologies & Software

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

Alternative Job Titles