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Automation Risk Analysis

Will “Level Vial Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Level Vial Inspector” 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%

“Level Vial Inspector” 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Alternative Job Titles