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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

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles