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Automation Risk Analysis

Will “Casing Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Casing Grader” 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 Grader” 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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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 usable amounts of items in shipments.

  • 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.

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles