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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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles