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Automation Risk Analysis

Will “Semiconductor Packages Leak 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 Packages Leak 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 Packages Leak 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.

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles