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Automation Risk Analysis

Will “Liner Checker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Liner Checker” 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%

“Liner Checker” 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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles