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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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles