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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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles