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Automation Risk Analysis

Will “Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #120 of 702. Estimated risk: 3.7%

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AI Exposure Risk

61%

“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%

“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

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

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

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

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

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

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

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

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

  • Maintain databases of experiment characteristics or results.

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

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

  • 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.

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

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

  • Analyze new medical procedures to forecast likely outcomes.

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

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

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

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

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

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

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

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

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

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

Technologies & Software

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