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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

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles