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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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection 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.

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

  • 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.

Technologies & Software

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

Alternative Job Titles