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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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Collect or compile nanotechnology research or engineering data.

Technologies & Software

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