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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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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  • Data entry software
  • Microsoft Office software
  • Microsoft Visio
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  • Selenium
  • Apache Hive
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  • Claude (Anthropic)
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  • Verisurf Metrology
  • Data analysis software
  • SAP software
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  • Design of experiments DOE software
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  • R
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  • FileMaker Pro
  • The MathWorks MATLAB
  • Apache Pig
  • Continuity testers
  • Environmental chambers
  • Verisurf CMM Master
  • Optical comparators
  • Multimeters
  • Signal generators
  • Capacitive acceleration instruments
  • Eddy current probes
  • Depth gauges
  • Coordinate measuring machines CMM
  • Return loss calibrator RLC passive component testers
  • Resistivity meters
  • Logic test systems
  • Beta gauges
  • Metallurgical microscopes
  • Mass flow leak testers
  • Shear testers
  • Shock testers
  • Digital resistance meters
  • Bit error rate testers BERT
  • Industrial bench scales
  • Digital voltmeters DVM
  • Forklifts
  • Sorting machines
  • Magnetic particle flaw detectors
  • Penetrant flaw detectors
  • Plotters
  • Magnetic induction acceleration instruments
  • Height gauges
  • Frequency counters
  • Laser thickness gauges
  • Hydraulic pumps
  • Power meters
  • Force transducers
  • Pin gauges
  • Plug gauges
  • Resonance acceleration instruments
  • Ductility testers
  • Hipot testers
  • Manufacturing defect analyzers MDA
  • Moisture meters
  • Micrometers
  • Optical gauges
  • Impact toughness testers
  • Impact hammers
  • Utrasonic flaw detectors
  • Null-balance acceleration instruments
  • Measuring microscopes
  • Digital resistance thermometers
  • Bubble leak testers
  • Pi tapes
  • Compression testers
  • Strain gauges
  • Ammeters
  • Calipers
  • Sampling oscilloscopes
  • Holographic interferometers
  • Hydraulic lifts
  • Accelerometers
  • Piezoelectric acceleration instruments
  • Resistance meters
  • Pulse generators
  • Conductivity meters
  • Linear or mixed signal equipment
  • Verisurf Master3DGage
  • Backplane testers
  • Overhead cranes
  • Gloss meters
  • Printed circuit board PCB testers
  • Vibration and shaker systems
  • Personal computers
  • In-circuit testers
  • Function generators
  • Hardness testers
  • Frequency meters
  • Eddy current flaw detectors
  • Digital multimeters
  • Calorimetric leak testers
  • Verisurf 3Dgage
  • Creep and stress relaxation testers
  • Thread gauges
  • Direct current DC power testers
  • Fatigue testers
  • Viscometers
  • Color spectrometers
  • Laser shearography flaw detectors
  • Tensile testers
  • Radiographic flaw detectors

Alternative Job Titles