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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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles