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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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles