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Automation Risk Analysis

Will “Research Scientist” be Automated?

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AI Exposure Risk

52%

“Research Scientist” 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 52% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

49%

“Research Scientist” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 49% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Nanotechnology Engineering Technologists and Technicians, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Implement production processes and operate commercial-scale production equipment to produce, test, or modify materials, devices, or systems of unique molecular or macromolecular composition. Operate advanced microscopy equipment to manipulate nanoscale objects. Work under the supervision of nanoengineering staff.

Job Title & Hierarchy Code (SOC) Nanotechnology Engineering Technologists and Technicians #17-3026.01
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Data is based on the reference occupation: “Nanotechnology Engineering Technologists and Technicians”

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Core Skills & Abilities

  • Measure or mix chemicals or compounds in accordance with detailed instructions or formulas.

  • Calibrate nanotechnology equipment, such as weighing, testing, or production equipment.

  • Repair nanotechnology processing or testing equipment or submit work orders for equipment repair.

  • Collaborate with scientists or engineers to design or conduct experiments for the development of nanotechnology materials, components, devices, or systems.

  • Produce images or measurements, using tools or techniques such as atomic force microscopy, scanning electron microscopy, optical microscopy, particle size analysis, or zeta potential analysis.

  • Develop or modify wet chemical or industrial laboratory experimental techniques for nanoscale use.

  • Contribute written material or data for grant or patent applications.

  • Assist nanoscientists or engineers in processing or characterizing materials according to physical or chemical properties.

  • Implement new or enhanced methods or processes for the processing, testing, or manufacture of nanotechnology materials or products.

  • Analyze the life cycle of nanomaterials or nano-enabled products to determine environmental impact.

  • Maintain work area according to cleanroom or other processing standards.

  • Assist nanoscientists or engineers in writing process specifications or documentation.

  • Monitor equipment during operation to ensure adherence to specifications for characteristics such as pressure, temperature, or flow.

  • Perform functional tests of nano-enhanced assemblies, components, or systems, using equipment such as torque gauges or conductivity meters.

  • Maintain accurate record or batch-record documentation of nanoproduction.

  • Inspect or measure thin films of carbon nanotubes, polymers, or inorganic coatings, using a variety of techniques or analytical tools.

  • Prepare capability data, training materials, or other documentation for transfer of processes to production.

  • Assemble components, using techniques such as interference fitting, solvent bonding, adhesive bonding, heat sealing, or ultrasonic welding.

  • Operate nanotechnology compounding, testing, processing, or production equipment in accordance with appropriate standard operating procedures, good manufacturing practices, hazardous material restrictions, or health and safety requirements.

  • Prepare detailed verbal or written presentations for scientists, engineers, project managers, or upper management.

  • Compare the performance or environmental impact of nanomaterials by nanoparticle size, shape, or organization.

  • Monitor hazardous waste cleanup procedures to ensure proper application of nanocomposites or accomplishment of objectives.

  • Process nanoparticles or nanostructures, using technologies such as ultraviolet radiation, microwave energy, or catalysis.

  • Collect or compile nanotechnology research or engineering data.

  • Measure emission of nanodust or nanoparticles during nanocomposite or other nano-scale production processes, using systems such as aerosol detection systems.

Technologies & Software

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  • Autodesk AI
  • SPMLab
  • Simulation software
  • GitHub Copilot
  • Gemini (Google)
  • Perplexity AI
  • Llama (Meta)
  • Kimi (Moonshot AI)
  • DeepSeek
  • Microsoft Word
  • Microsoft Windows
  • Optical imaging systems
  • Claude (Anthropic)
  • Image analysis software
  • Computer aided design CAD software
  • Microsoft Excel
  • Microsoft Access
  • Mistral (Mistral AI)
  • Grok (xAI)
  • Microsoft PowerPoint
  • Microsoft Office software
  • Gemini Code Assist
  • AutoCAD AI
  • ANSYS AI Simulation
  • ChatGPT (OpenAI)
  • Electron beam writers
  • Atomic force microscopes AFM
  • Spin dryers
  • Chemical mechanical polishing CMP systems
  • Spectrophotometers
  • Molecular vapor deposition MVD systems
  • Hotplates
  • Scanning electron microscopes SEM
  • Sputter coaters
  • X ray diffractometers
  • Dielectric deposition tools
  • Optical tweezers
  • Protective gowns
  • Interferometers
  • Scanning acoustic microscopes
  • Molecular beam epitaxy MBE systems
  • Ionization gauges
  • Rapid thermal annealers RTA
  • Parallel plate reactive ion etchers RIE
  • Extreme ultraviolet EUV systems
  • Mask writers
  • Optical thin film measurement systems
  • Zeta potential analyzers
  • Particle size analyzers
  • Plasma enhanced chemical vapor deposition PECVD systems
  • Capacitance manometers
  • Profilometers
  • Nanoimprint lithography NIL systems
  • Residual gas analyzers
  • Pirani gauges
  • Focused ion beam FIB etching tools
  • Vacuum hotplates
  • Mask aligners
  • Optical profilers
  • Inductively coupled plasma reactive ion etchers ICP-RIE
  • Focused ion beam scanning electron microscopes FIB-SEM
  • Contact printers
  • Pipettes
  • Bourdon tube gauges
  • Eyewash stations
  • Face shields
  • Low pressure chemical vapor deposition LPCVD systems
  • Auger electron microscopes
  • Photoresist dispensing systems
  • Metal-organic chemical vapor deposition MOCVD systems
  • Energy dispersive x-ray EDX spectroscopes
  • Oxidation furnaces
  • Photoresist spin coaters
  • Contact aligners
  • Fire extinguishers
  • Wafer substrate bonders
  • Respirators
  • Desktop computers
  • Cryogenic gloves
  • Wire bonders
  • Ultraviolet ozone cleaners
  • Ultrasonic cleaners
  • Scanning tunneling microscopes STM
  • Chemical baths
  • Bake ovens
  • Atomic layer deposition ALD systems
  • Vacuum ovens
  • Capacitively coupled plasma CCP reactors
  • Helium leak detectors
  • Ultrasonic welding equipment
  • Deionization water systems
  • Turbo pumps
  • Ion implanters
  • Ion mills
  • Electron beam evaporators
  • Vacuum contact printers
  • Transmission electron microscopes TEM
  • Photoelectron spectroscopes
  • Scanning probe microscopes SPM
  • Optical compound microscopes
  • Chemical aprons
  • Spectroscopic ellipsometers
  • Gowning gloves
  • Isolation glove boxes
  • Thermal evaporators
  • Four-point probes
  • Field emission scanning electron microscopes FESEM
  • Particle counters
  • Ellipsometers
  • Digital pattern generators
  • Safety showers
  • Plasma etchers
  • Secondary ion mass spectrometers SIMS
  • Linewidth measurement systems
  • Spin processors
  • Self-contained breathing apparatus
  • Magnetron plasma sputter reactors
  • Ion gauges
  • Infrared spectroscopes
  • Chemical protective aprons
  • Fluorescence optical microscopes
  • Parametric analyzers
  • Safety goggles