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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles