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Automation Risk Analysis

Will “Genetic Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #120 of 702. Estimated risk: 3.7%

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AI Exposure Risk

61%

“Genetic 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%

“Genetic 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

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

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

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

  • Analyze new medical procedures to forecast likely outcomes.

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

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

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

  • 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.

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

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

  • 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.

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

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

  • Maintain databases of experiment characteristics or results.

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

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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