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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

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

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

  • Maintain databases of experiment characteristics or results.

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

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

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

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

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

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

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

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

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

  • Analyze new medical procedures to forecast likely outcomes.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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