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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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

  • 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.

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles