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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Analyze new medical procedures to forecast likely outcomes.

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

  • 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.

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

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

  • Maintain databases of experiment characteristics or results.

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

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

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

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

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

Technologies & Software

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