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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

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

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

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

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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles