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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

Alternative Job Titles