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Automation Risk Analysis

Will “Coffee Weigher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Coffee 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%

“Coffee 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

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

  • 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.

  • 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.

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

  • 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.

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

Technologies & Software

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

Alternative Job Titles