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Automation Risk Analysis

Will “Dialysis Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #120 of 702. Estimated risk: 3.7%

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AI Exposure Risk

61%

“Dialysis 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%

“Dialysis 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

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

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

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

  • 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.

  • 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.

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

  • 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.

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

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

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

  • Analyze new medical procedures to forecast likely outcomes.

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

  • 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.

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

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

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

  • Maintain databases of experiment characteristics or results.

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

  • 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.

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

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

  • 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.

Technologies & Software

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