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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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

Technologies & Software

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

Alternative Job Titles