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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles