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Automation Risk Analysis

Will “Rough Rib Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Rough Rib 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%

“Rough Rib 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

  • 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.

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

  • 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.

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

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

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

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

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

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

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

Alternative Job Titles