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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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles