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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.

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles