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Automation Risk Analysis

Will “Seconds Handler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Seconds Handler” 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%

“Seconds Handler” 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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

  • 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.

  • 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.

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

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

Alternative Job Titles