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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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles