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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

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

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

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

  • 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.

  • 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.

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

  • 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.

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

  • 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.

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

  • 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.

Technologies & Software

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