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Automation Risk Analysis

Will “Heat Reader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Heat Reader” 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%

“Heat Reader” 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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles