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Automation Risk Analysis

Will “Carpenter Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Carpenter 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%

“Carpenter 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

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles