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Automation Risk Analysis

Will “Radiator Core Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Radiator Core 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%

“Radiator Core 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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles