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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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

  • Analyze new medical procedures to forecast likely outcomes.

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

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

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

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

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

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

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

  • Maintain databases of experiment characteristics or results.

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

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

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

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

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

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

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

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

Technologies & Software

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