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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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

  • 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.

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles