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Automation Risk Analysis

Will “Moisture Meter Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Moisture Meter Operator” 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%

“Moisture Meter Operator” 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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles