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Automation Risk Analysis

Will “Propeller Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Propeller 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%

“Propeller 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

  • Position products, components, or parts for testing.

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

Alternative Job Titles