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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

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

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

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

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

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

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

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

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

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

  • Maintain databases of experiment characteristics or results.

  • 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.

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

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

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

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

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

  • Analyze new medical procedures to forecast likely outcomes.

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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