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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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

  • 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.

  • 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.

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

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

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

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

Alternative Job Titles