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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

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

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

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

  • 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.

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

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

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

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

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

  • Maintain databases of experiment characteristics or results.

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

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

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

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

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

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

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

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

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

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

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

  • Analyze new medical procedures to forecast likely outcomes.

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

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

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

Technologies & Software

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