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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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles