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Automation Risk Analysis

Will “Pre-Assembly Printed Circuit Board Inspector” 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 Inspector” 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 Inspector” 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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles