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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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles