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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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles