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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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles