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Automation Risk Analysis

Will “Printed Circuit Board Assembly Touch-Up Screener” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Printed Circuit Board Assembly Touch-Up Screener” 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%

“Printed Circuit Board Assembly Touch-Up Screener” 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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

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

  • 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.

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles