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Automation Risk Analysis

Will “Woodworking Grader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Woodworking Grader” 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%

“Woodworking Grader” 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.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

  • 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.

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles