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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles