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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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles