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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

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

  • 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.

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

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

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

  • Maintain databases of experiment characteristics or results.

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

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

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

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

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

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

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

  • 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.

  • Analyze new medical procedures to forecast likely outcomes.

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

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

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

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

  • 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.

  • 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.

Technologies & Software

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