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Automation Risk Analysis

Will “Print Line Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Print Line Inspector” 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%

“Print Line Inspector” 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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

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

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

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles