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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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

  • Position products, components, or parts for testing.

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

  • 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.

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

  • 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.

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

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

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles