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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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles