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Automation Risk Analysis

Will “Research Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #120 of 702. Estimated risk: 3.7%

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AI Exposure Risk

61%

“Research Engineer” 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 61% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

39%

“Research Engineer” 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 39% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Bioengineers and Biomedical Engineers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Apply knowledge of engineering, biology, chemistry, computer science, and biomechanical principles to the design, development, and evaluation of biological, agricultural, and health systems and products, such as artificial organs, prostheses, instrumentation, medical information systems, and health management and care delivery systems.

Avg. Annual Salary $115,020
Avg. Hourly Wage $55.30
Available Jobs (US) 21,860
Job Title & Hierarchy Code (SOC) Bioengineers and Biomedical Engineers #17-2031
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Bioengineers and Biomedical Engineers”

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Core Skills & Abilities

  • Develop statistical models or simulations, using statistical or modeling software.

  • Develop models or computer simulations of human biobehavioral systems to obtain data for measuring or controlling life processes.

  • Collaborate with manufacturing or quality assurance staff to prepare product specification or safety sheets, standard operating procedures, user manuals, or qualification and validation reports.

  • Write documents describing protocols, policies, standards for use, maintenance, and repair of medical equipment.

  • Manage teams of engineers by creating schedules, tracking inventory, creating or using budgets, or overseeing contract obligations or deadlines.

  • Design and deliver technology, such as prosthetic devices, to assist people with disabilities.

  • Evaluate the safety, efficiency, and effectiveness of biomedical equipment.

  • Research new materials to be used for products, such as implanted artificial organs.

  • Lead studies to examine or recommend changes in process sequences or operation protocols.

  • Adapt or design computer hardware or software for medical science uses.

  • Confer with research and biomanufacturing personnel to ensure the compatibility of design and production.

  • Develop bioremediation processes to reduce pollution, protect the environment, or treat waste products.

  • Conduct training or in-services to educate clinicians and other personnel on proper use of equipment.

  • Prepare project plans for equipment or facility improvements, including time lines, budgetary estimates, or capital spending requests.

  • Design or conduct follow-up experimentation, based on generated data, to meet established process objectives.

  • Develop methodologies for transferring procedures or biological processes from laboratories to commercial-scale manufacturing production.

  • Prepare technical reports, data summary documents, or research articles for scientific publication, regulatory submissions, or patent applications.

  • Maintain databases of experiment characteristics or results.

  • Advise manufacturing staff regarding problems with fermentation, filtration, or other bioproduction processes.

  • Conduct research, along with life scientists, chemists, and medical scientists, on the engineering aspects of the biological systems of humans and animals.

  • Advise hospital administrators on the planning, acquisition, and use of medical equipment.

  • Design or develop medical diagnostic or clinical instrumentation, equipment, or procedures, using the principles of engineering and biobehavioral sciences.

  • Communicate with suppliers regarding the design or specifications of bioproduction equipment, instrumentation, or materials.

  • Review existing manufacturing processes to identify opportunities for yield improvement or reduced process variation.

  • Read current scientific or trade literature to stay abreast of scientific, industrial, or technological advances.

  • Design or direct bench or pilot production experiments to determine the scale of production methods that optimize product yield and minimize production costs.

  • Analyze new medical procedures to forecast likely outcomes.

  • Consult with chemists or biologists to develop or evaluate novel technologies.

  • Recommend process formulas, instrumentation, or equipment specifications, based on results of bench or pilot experimentation.

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

Technologies & Software

  • Oracle Java
  • Autodesk AutoCAD
  • Neural network modeling software
  • Finite element analysis FEA software
  • Reliability centered maintenance RCM software
  • SAS
  • Circuit simulation software
  • Hypertext markup language HTML
  • Rapid application development RAD software
  • Gemini Code Assist
  • Minitab
  • Medical information software
  • Three-dimensional motion capture software
  • Extensible markup language XML
  • Failure rate database software
  • SNOINO RCM Pro
  • Fourier transform infrared FTIR software
  • Python
  • Thomson Reuters EndNote
  • Molecular simulation software
  • Failure rate data in perspective FARADIP software
  • Wolfram Research Mathematica
  • Diagramming software
  • ImageJ
  • JavaScript
  • Structured query language SQL
  • Microsoft Word
  • Human modeling software
  • Computational modeling software
  • Red Hat Enterprise Linux
  • Nova (Amazon)
  • Stochastic modeling software
  • Medical imaging software
  • ANSYS AI Simulation
  • Requirements management software
  • Claude (Anthropic)
  • MathWorks Simulink
  • Linux
  • Stratasys FDM MedModeler
  • Root cause analysis software
  • Image analysis software
  • Materials testing software
  • Laboratory information management system LIMS
  • ChatGPT (OpenAI)
  • Rapid prototyping software
  • Embedded systems testing software
  • Zuken electrical design software
  • Mean time between failures MBTF software
  • Virtual instrument software
  • GitHub Copilot
  • PTC Creo Elements/Pro
  • Hardware description language HDL
  • Fault tree analysis FTA software
  • Force platform software
  • Electronic design automation EDA software
  • ANSYS simulation software
  • Computer aided design CAD software
  • AspenTech HYSYS
  • User interface design software
  • Charting software
  • Qwen (Alibaba)
  • Integrated development environment IDE software
  • Microsoft PowerPoint
  • Equipment compliance testing software
  • Polymath Software POLYMATH
  • Lucidchart
  • Microsoft Project
  • Fault modeling software
  • Calculating optimum maintenance parameters COMPARE
  • The MathWorks MATLAB
  • Intelligen SuperPro Designer
  • Microsoft Windows
  • Calibration software
  • Advanced computer simulation language ACSL
  • Preventive maintenance software
  • Functional modeling software
  • Mentor Graphics software
  • Dassault Systemes SolidWorks
  • Microsoft Azure software
  • PTC Pro/ENGINEER Wildfire
  • Common cause failure assessment software
  • Microsoft Teams
  • Llama (Meta)
  • Grok (xAI)
  • Technis BETAPLUS
  • Gemini (Google)
  • Adobe Photoshop
  • ERP software
  • Splunk Enterprise
  • Gait analysis software
  • Adobe Illustrator
  • Dyadem FMEA Pro-6
  • SAP BusinessObjects Crystal Reports
  • Hypertext preprocessor PHP
  • Electromyograph analysis software
  • Force sensitive applications FSA software
  • National Instruments LabVIEW
  • Numerical analysis software
  • Ada
  • Criticality analysis software
  • IBM Rational ClearCase
  • Cadence Allegro Design Entry Capture and Capture CIS
  • Autodesk AI
  • AutoCAD AI
  • Failure mode and effects analysis FMEA software
  • Instrument validation software
  • Finite element method FEM software
  • Motion analysis software
  • Kimi (Moonshot AI)
  • Maplesoft Maple
  • Project estimation software
  • Perplexity AI
  • SAS JMP
  • Electromechanical testing analysis software
  • SNOINO Ttree
  • Unified modeling language UML
  • IBM Rational ClearQuest
  • Hierarchical simulation program with integrated circuit emphasis HSPICE
  • Biomechanical modeling software
  • NeuroSolutions for MatLab
  • Instrument control software
  • Software development tools
  • Microsoft Visual Basic
  • ApE A Plasmid Editor
  • Test automation software
  • SAP software
  • Ab Initio
  • Word processing software
  • Simulation program with integrated circuit emphasis SPICE
  • Microsoft Access
  • Microsoft Excel
  • Schematic design entry software
  • Computer aided manufacturing CAM software
  • R
  • Microsoft Outlook
  • Defect tracking software
  • Mathsoft Mathcad
  • IBM Rational RequisitePro
  • DeepSeek
  • Bioreactor Design
  • Computational fluid dynamics CFD software
  • C++
  • Systems analysis programs for hands on integrated reliability evaluation software SAPHIRE
  • Microsoft Office software
  • ADInstruments LabChart
  • Cadence Encounter Test
  • Mistral (Mistral AI)
  • System testing software
  • Verilog
  • OrCAD Capture
  • Oracle Database
  • C
  • Microsoft Visio
  • UNIX
  • Optical coherence tomography OCT scanners
  • Polymerase chain reaction PCR equipment
  • Condensation nuclei counters CNC
  • Aerosol generators
  • Micropumps
  • Frequency shifters
  • Two-point discriminators
  • Polygraph recorders
  • Pressure transducers
  • Analytical balances
  • Pressure sensors
  • Chemiluminescence analyzers
  • Flow cytometers
  • Plant photosynthesis meters
  • High pressure liquid chromatographs HPLC
  • Ultrasound transducers
  • Quadrupole mass spectrometers
  • Digital sonomicrometers
  • Laser ablation machines
  • Low-pressure impactors
  • Ion trap mass spectrometers
  • Environmental growth chambers
  • Pulsating bubble surfactometers PBS
  • Isolators
  • Ventilator performance analyzers
  • Autosamplers
  • Microplate readers
  • Accelerometers
  • Digital luxmeters
  • Biosafety cabinets
  • Optical particle detectors
  • Prosthetic limb testers
  • Ion exchange purification systems
  • Force platforms
  • Opto-electronic electrogoniometers
  • Digital cameras
  • 3T scanners
  • Capillary electrophoresis systems
  • Quantum-based switching applications Q-switch electron waveguides
  • Piezoelectric ceramic transducers
  • Grip dynamometers
  • Ultrasonic testing apparatus
  • Total organic carbon TOC analyzers
  • Incubators
  • Deflectors
  • Surface area analyzers
  • Micromanipulation microrheology microscopes
  • Automated particle counters
  • Soft materials in-vitro simulation system
  • Real-time polymerase chain reaction PCR equipment
  • Ultraviolet spectrometers
  • Impact testers
  • Liquid handling robots
  • Carbon dioxide CO2 incubators
  • Activity monitoring devices
  • Superconducting quantum interference devices SQUID
  • Ultraviolet spectrophotometers
  • Fluorospectrometers
  • Servopneumatic actuators
  • X ray lithography equipment
  • Electrosurgery testing devices
  • Personal computers
  • Immuno-sensors
  • Centrifuges
  • Non-invasive blood pressure monitor analyzers
  • Ion chromatographs
  • Strain gauges
  • Electromyographs EMG
  • Sugar analyzers
  • Bio-sensors
  • Bomb calorimeters
  • Fast protein liquid chromatographs FPLC
  • Micromolding lithography equipment
  • Extruders
  • Physical conditioning treadmill exercisers
  • Electroencephalography EEG equipment
  • Multi-axis kinematic knee simulators
  • Functional magnetic resonance imaging fMRI scanners
  • Eye tracking devices
  • Electrode bevelers
  • Microfluidic networks
  • Flame ionization detectors FID
  • Pinch gauges
  • Molecular vacuum pumps
  • Flow control devices
  • Ellipsometers
  • Dissolved oxygen polarographic measurement devices
  • Ultrasound wattmeters
  • Molecular cytosensors
  • Gas chromatographs GC
  • Scanning probe microscopes SPM
  • Electrical particle detectors
  • Microplating equipment
  • Tensionmeters
  • Plastic injection molding machines
  • Toxic gas detectors
  • Contact angle goniometers
  • Spinal disk implant wear testers
  • Laminar flow hoods
  • Biomedical device electrical safety testers
  • Bio-signal simulators
  • Environmental conditions measurement devices
  • Acoustic measurement systems
  • Polymer scaffolds
  • Microvalves
  • Automatic titrators
  • Multi-photon microscopes
  • Flash point detectors
  • X ray machines
  • Intravenous IV pump analyzers
  • Differential scanning calorimeters
  • Insole sensors
  • Footswitch sensors
  • Circuit analyzers
  • Cell culture bioreactors
  • Bio-signal amplifiers
  • Fluorescence microscopes
  • Polymer matrices
  • Deoxyribonucleic acid DNA synthesizers
  • Autoclaves
  • Refractive index detectors
  • Thermal cyclers
  • Pacemaker analyzers
  • Positron emission tomography PET scanners
  • Grass stimulators
  • Incubator performance analyzers
  • Nuclear magnetic resonance NMR spectroscopes
  • Protein gel electrophoresis
  • Enzymatic membrane reactors
  • Radiation compliance testing devices
  • Radio frequency amplifiers
  • Single photon emission computed tomography SPECT scanners
  • Camcorders
  • Load sensors
  • Endovascular stent-graft testing instruments
  • Dissolved oxygen probes
  • Milling machines
  • Sublimation printers
  • Glass micromolds
  • Spectrofluorimeters
  • Rapid toxicity testing systems
  • Patient monitoring testing devices
  • Microcontrollers
  • Acousto-optic modulators
  • Desktop computers
  • Laptop computers
  • Pulse oximeters
  • Multimeters
  • Basic stamp microcontrollers
  • Dynamometers
  • Electroblotting apparatus
  • Axial-torsional testing systems
  • Inverted light microscopes
  • Cardiovascular prosthetic device testers
  • Torsiometers
  • Spirometers
  • Microplate washers
  • Enzyme-linked immunosorbent assay ELISA plate readers
  • Arbitrary waveform generators
  • Defibrillator testing devices
  • Optical traps
  • Gel documentation systems
  • Viscometers
  • Ultra high speed magnetic resonance imaging MRI scanner machines
  • X ray diffractometers
  • Oxygen meters
  • pH meters
  • Magnetic resonance imaging MRI systems
  • Oscilloscopes
  • Ultrasound indention probes
  • Microelectrodes
  • Plasma excitation chambers
  • Particle size classifiers
  • Scanning electron microscopes SEM
  • Confocal laser scanning microscopes
  • Sterilization-in-place equipment
  • Skinfold calipers
  • Piezoelectric sensors
  • Orbital shakers
  • Spine simulators
  • Biomagnetic imaging scanners
  • Bacteria-based biosensors
  • Material tension/compression testing devices
  • Aerosol analyzers
  • Gas flow control systems
  • Posturographic measurement systems
  • Biomimetic robots
  • Optical tomographic imaging scanners
  • Rheometers
  • Servopneumatic axial test instruments
  • Cone-plate viscometers
  • Motion actuators
  • Material fatigue and dynamics characterization devices
  • Anthropometers
  • Microbial fermenters
  • Electrode pullers
  • Microplate spectrophotometers
  • Hardness testing devices
  • Electroplating apparatus
  • Freeze dryers
  • Pacemaker testing devices
  • Fourier transform infrared FTIR spectrometers
  • Maskless photolithography equipment
  • Optical particle counters
  • Medical radiation dosimeters
  • Ultrasound imaging scanners
  • Finger joint flexure testers
  • Strain gauge conditioners
  • Bioreactors
  • Pressure and temperature measurement devices
  • High-speed digital cameras