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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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

  • 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.

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles