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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

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

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

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

  • 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.

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles