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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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

Technologies & Software

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

Alternative Job Titles