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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

Technologies & Software

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

Alternative Job Titles