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Automation Risk Analysis

Will “Refrigerator Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Refrigerator 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%

“Refrigerator 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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles