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Automation Risk Analysis

Will “Field Engineer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #120 of 702. Estimated risk: 3.7%

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AI Exposure Risk

61%

“Field 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%

“Field 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Maintain databases of experiment characteristics or results.

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Analyze new medical procedures to forecast likely outcomes.

Technologies & Software

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