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Automation Risk Analysis

Will “Timber Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Timber Inspector” 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%

“Timber Inspector” 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.

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles