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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.

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

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

  • Notify supervisors or other personnel of production problems.

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles