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Automation Risk Analysis

Will “Woodwork Salvage Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Woodwork Salvage 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%

“Woodwork Salvage 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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles