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Automation Risk Analysis

Will “Cake Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Cake Tester” 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%

“Cake Tester” 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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles