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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles