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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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles