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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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles