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Automation Risk Analysis

Will “Biological Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Biological 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%

“Biological 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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles