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Automation Risk Analysis

Will “Transmission Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Transmission 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%

“Transmission 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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles