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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

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

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

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

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

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

  • Maintain databases of experiment characteristics or results.

  • 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.

  • Analyze new medical procedures to forecast likely outcomes.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

Technologies & Software

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