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Automation Risk Analysis

Will “Fretted Instrument 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 Instrument 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 Instrument 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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles