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Automation Risk Analysis

Will “Shaker Plate Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Shaker Plate Operator” 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%

“Shaker Plate Operator” 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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles