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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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

  • 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 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.

  • Analyze new medical procedures to forecast likely outcomes.

  • Maintain databases of experiment characteristics or results.

  • 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.

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

  • 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.

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

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

Technologies & Software

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