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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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

  • 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.

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

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

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

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

Technologies & Software

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

Alternative Job Titles