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Automation Risk Analysis

Will “Transistor Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Transistor 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%

“Transistor 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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles