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Automation Risk Analysis

Will “Hop Weigher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Hop 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%

“Hop 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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles