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Automation Risk Analysis

Will “Briar Wood Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Briar Wood Sorter” 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%

“Briar Wood Sorter” 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

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles