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Automation Risk Analysis

Will “Dowel Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Dowel 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%

“Dowel 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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles