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Automation Risk Analysis

Will “Semiconductor Packages 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 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 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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles