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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

  • 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 defect percentages or averages, using formulas and calculators.

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles