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Automation Risk Analysis

Will “Fermentation Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #120 of 702. Estimated risk: 3.7%

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AI Exposure Risk

61%

“Fermentation 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%

“Fermentation 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

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

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

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

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

  • 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.

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

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

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

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

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

  • Analyze new medical procedures to forecast likely outcomes.

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

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

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

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

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

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

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

  • 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.

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

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

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

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

  • Maintain databases of experiment characteristics or results.

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

Technologies & Software

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