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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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles