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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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles