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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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles