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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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles