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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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles