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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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles