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Automation Risk Analysis

Will “Moisture Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Moisture Tester” 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 Tester” 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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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

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

Alternative Job Titles