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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

  • 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.

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

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

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

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

  • 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.

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

  • Maintain databases of experiment characteristics or results.

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

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

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

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

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

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

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

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

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

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

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

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

  • Analyze new medical procedures to forecast likely outcomes.

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

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

Technologies & Software

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