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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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

  • Maintain databases of experiment characteristics or results.

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

  • 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.

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

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

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

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

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

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

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

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

  • Analyze new medical procedures to forecast likely outcomes.

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

  • 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.

Technologies & Software

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