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Automation Risk Analysis

Will “Thermometer Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Thermometer Tester” 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%

“Thermometer Tester” 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

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

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles