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Automation Risk Analysis

Will “Rivet Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Rivet Sorter” 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%

“Rivet Sorter” 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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • 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.

  • 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.

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles