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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

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

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

  • 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.

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Analyze new medical procedures to forecast likely outcomes.

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

  • Maintain databases of experiment characteristics or results.

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

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

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

Technologies & Software

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