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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

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles