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Automation Risk Analysis

Will “Pharmaceutical Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #120 of 702. Estimated risk: 3.7%

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AI Exposure Risk

61%

“Pharmaceutical Scientist” 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%

“Pharmaceutical Scientist” 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.

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

  • Analyze new medical procedures to forecast likely outcomes.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Maintain databases of experiment characteristics or results.

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

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

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

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

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

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

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

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

Technologies & Software

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