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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

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

  • 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.

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

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

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

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

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

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

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

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

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

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

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

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

  • Maintain databases of experiment characteristics or results.

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

  • 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.

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

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

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

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

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

  • Analyze new medical procedures to forecast likely outcomes.

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

Technologies & Software

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