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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

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

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

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

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

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

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

  • Maintain databases of experiment characteristics or results.

  • Analyze new medical procedures to forecast likely outcomes.

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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