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Automation Risk Analysis

Will “Wafer Substrate Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Wafer Substrate 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%

“Wafer Substrate 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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles