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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

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

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles