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Automation Risk Analysis

Will “Drum Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Drum 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%

“Drum 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

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles