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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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles