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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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles