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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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles