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Automation Risk Analysis

Will “Meter Calibrator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Meter Calibrator” 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%

“Meter Calibrator” 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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles