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Automation Risk Analysis

Will “Dynamometer Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Dynamometer 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%

“Dynamometer 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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles