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Automation Risk Analysis

Will “Refrigeration Service Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Refrigeration Service Inspector” 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%

“Refrigeration Service Inspector” 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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles