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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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles