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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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles