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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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles