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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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles