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Automation Risk Analysis

Will “Shank Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Shank 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%

“Shank 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

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

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

  • 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.

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles