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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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • Communicate with bioregulatory authorities regarding licensing or compliance responsibilities.

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

  • Maintain databases of experiment characteristics or results.

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

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

  • Analyze new medical procedures to forecast likely outcomes.

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

Technologies & Software

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