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Automation Risk Analysis

Will “Yield Improvement 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 Improvement 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 Improvement 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

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

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

  • 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.

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

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

  • 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.

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

  • 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.

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

  • Maintain databases of experiment characteristics or results.

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

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

  • 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.

  • Analyze new medical procedures to forecast likely outcomes.

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

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

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

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

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

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

  • 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.

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

Technologies & Software

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