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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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

  • 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.

Technologies & Software

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

Alternative Job Titles