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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

  • Maintain databases of experiment characteristics or results.

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

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

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

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

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

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

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

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

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

  • Analyze new medical procedures to forecast likely outcomes.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

Technologies & Software

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