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Automation Risk Analysis

Will “Engine 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%

“Engine 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%

“Engine 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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles