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Automation Risk Analysis

Will “Pre-Assembly Printed Circuit Board Component Tester” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Pre-Assembly Printed Circuit Board Component 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%

“Pre-Assembly Printed Circuit Board Component 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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles