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Automation Risk Analysis

Will “Barrel Endshaker Adjuster” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Barrel Endshaker Adjuster” 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%

“Barrel Endshaker Adjuster” 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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles