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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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles