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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

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

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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  • Computer assisted design software
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  • Autodesk AutoCAD
  • ChatGPT (OpenAI)
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  • Coordinate measuring machine software
  • Computer-aided inspection software
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  • Dassault Systemes CATIA
  • Tolerance analysis software
  • Verisurf Metrology
  • Design of experiments DOE software
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  • Microsoft Excel
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  • R
  • Data entry software
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  • Atlassian JIRA
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  • DeepSeek
  • FileMaker Pro
  • Microsoft Office software
  • Structured query language SQL
  • SAP software
  • Database software
  • Data analysis software
  • Frequency counters
  • Penetrant flaw detectors
  • Resistance meters
  • Magnetic induction acceleration instruments
  • Pi tapes
  • Gloss meters
  • Radiographic flaw detectors
  • Plotters
  • Compression testers
  • Micrometers
  • Digital voltmeters DVM
  • Impact hammers
  • Digital resistance thermometers
  • Resistivity meters
  • Hydraulic lifts
  • Eddy current flaw detectors
  • Accelerometers
  • Depth gauges
  • Viscometers
  • Printed circuit board PCB testers
  • Vibration and shaker systems
  • Mass flow leak testers
  • Laser shearography flaw detectors
  • Strain gauges
  • Ammeters
  • Moisture meters
  • Environmental chambers
  • Utrasonic flaw detectors
  • Linear or mixed signal equipment
  • Calorimetric leak testers
  • Digital resistance meters
  • Resonance acceleration instruments
  • Calipers
  • Holographic interferometers
  • Function generators
  • Magnetic particle flaw detectors
  • Frequency meters
  • Null-balance acceleration instruments
  • Force transducers
  • Pin gauges
  • Forklifts
  • Continuity testers
  • Laser thickness gauges
  • Optical gauges
  • Thread gauges
  • Industrial bench scales
  • Bubble leak testers
  • Impact toughness testers
  • Hydraulic pumps
  • Height gauges
  • Multimeters
  • Verisurf 3Dgage
  • Signal generators
  • Power meters
  • Capacitive acceleration instruments
  • Piezoelectric acceleration instruments
  • Metallurgical microscopes
  • Measuring microscopes
  • Direct current DC power testers
  • Manufacturing defect analyzers MDA
  • Fatigue testers
  • Eddy current probes
  • Return loss calibrator RLC passive component testers
  • Conductivity meters
  • Pulse generators
  • Logic test systems
  • Verisurf CMM Master
  • Personal computers
  • Sorting machines
  • Plug gauges
  • Shear testers
  • Hipot testers
  • Coordinate measuring machines CMM
  • Hardness testers
  • Ductility testers
  • Sampling oscilloscopes
  • Beta gauges
  • Optical comparators
  • Color spectrometers
  • Bit error rate testers BERT
  • Digital multimeters
  • Tensile testers
  • In-circuit testers
  • Creep and stress relaxation testers
  • Verisurf Master3DGage
  • Shock testers
  • Overhead cranes
  • Backplane testers

Alternative Job Titles