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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

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

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

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

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

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

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

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

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

  • Maintain databases of experiment characteristics or results.

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

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

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

  • Analyze new medical procedures to forecast likely outcomes.

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

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

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

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

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

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

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

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

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

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

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

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

Technologies & Software

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