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Automation Risk Analysis

Will “Meter Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Meter 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%

“Meter 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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles