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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

  • 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.

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

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

  • 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.

  • Position products, components, or parts for testing.

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

  • 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.

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles