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Automation Risk Analysis

Will “Semiconductor Wafers Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Semiconductor Wafers 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%

“Semiconductor Wafers 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.

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

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

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

  • 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.

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles