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Automation Risk Analysis

Will “Casing Material Weigher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Casing Material Weigher” 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%

“Casing Material Weigher” 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

  • 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.

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

  • 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.

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles