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Automation Risk Analysis

Will “Food Taster” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Food Taster” 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%

“Food Taster” 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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles