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Automation Risk Analysis

Will “Temperature Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Temperature 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%

“Temperature 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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

  • 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.

  • 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.

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

  • 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.

  • 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.

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

Technologies & Software

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

Alternative Job Titles