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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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles