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Automation Risk Analysis

Will “Cell Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Cell 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%

“Cell 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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • 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.

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

  • 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.

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles