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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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles