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Automation Risk Analysis

Will “Yield Loss Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Yield Loss 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%

“Yield Loss 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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles