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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

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles