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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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

Technologies & Software

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

Alternative Job Titles