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Automation Risk Analysis

Will “Bioinformatics Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #120 of 702. Estimated risk: 3.7%

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AI Exposure Risk

61%

“Bioinformatics 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%

“Bioinformatics 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

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

  • Analyze new medical procedures to forecast likely outcomes.

  • 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.

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

  • 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.

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

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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