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Automation Risk Analysis

Will “Stack 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%

“Stack 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%

“Stack 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

  • 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.

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

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

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

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

  • Analyze new medical procedures to forecast likely outcomes.

  • 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.

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

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

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

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

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

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

  • Maintain databases of experiment characteristics or results.

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

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

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

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

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

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

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

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

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

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

Technologies & Software

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