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Automation Risk Analysis

Will “Alloy Weigher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Alloy Weigher” 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%

“Alloy Weigher” 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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles