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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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles