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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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles