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Automation Risk Analysis

Will “Production Weigher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Production 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%

“Production 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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles