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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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles