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Automation Risk Analysis

Will “Imaging Service Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #120 of 702. Estimated risk: 3.7%

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AI Exposure Risk

61%

“Imaging Service 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%

“Imaging Service 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.

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

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

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

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

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

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

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

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

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

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

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

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

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

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

  • Analyze new medical procedures to forecast likely outcomes.

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

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

  • Maintain databases of experiment characteristics or results.

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

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

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

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

  • 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.

Technologies & Software

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