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Automation Risk Analysis

Will “Yield Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #120 of 702. Estimated risk: 3.7%

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AI Exposure Risk

61%

“Yield 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%

“Yield 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

  • 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 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.

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

  • Analyze new medical procedures to forecast likely outcomes.

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

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

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

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

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

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

  • Maintain databases of experiment characteristics or results.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

Technologies & Software

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