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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

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

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

  • Analyze new medical procedures to forecast likely outcomes.

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

  • Maintain databases of experiment characteristics or results.

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

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

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

Technologies & Software

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