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Automation Risk Analysis

Will “Heat Treat Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Heat Treat Inspector” 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 Treat Inspector” 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

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

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

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

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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles