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Automation Risk Analysis

Will “Steel Sampler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Steel Sampler” 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%

“Steel Sampler” 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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles