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Automation Risk Analysis

Will “Fretted Instruments Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Fretted Instruments 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%

“Fretted Instruments 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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles