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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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles