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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

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

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

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

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

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

  • 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.

  • Analyze new medical procedures to forecast likely outcomes.

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

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

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

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

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

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

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

  • 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.

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

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

  • 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.

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

  • 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.

  • 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.

Technologies & Software

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