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Automation Risk Analysis

Will “Atomic Spectroscopist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #175 of 702. Estimated risk: 10.0%

Directly assessed by researchers as unlikely to be automatable
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AI Exposure Risk

60%

“Atomic Spectroscopist” 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 60% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

28%

“Atomic Spectroscopist” will almost certainly not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 28% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Physicists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct research into physical phenomena, develop theories on the basis of observation and experiments, and devise methods to apply physical laws and theories.

Avg. Annual Salary $166,000
Avg. Hourly Wage $79.81
Available Jobs (US) 21,340
Job Title & Hierarchy Code (SOC) Physicists #19-2012
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Physicists”

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Related Occupations & Automation Risk

Economists

AI Risk 63%
Robot Risk 15%

Biochemists and Biophysicists

AI Risk 62%
Robot Risk 47%

Industrial Ecologists

AI Risk 61%
Robot Risk 23%

Geographers

AI Risk 61%
Robot Risk 28%

Environmental Economists

AI Risk 61%
Robot Risk 18%

Atmospheric and Space Scientists

AI Risk 61%
Robot Risk 28%

Core Skills & Abilities

  • Design computer simulations to model physical data so that it can be better understood.

  • Report experimental results by writing papers for scientific journals or by presenting information at scientific conferences.

  • Write research proposals to receive funding.

  • Teach physics to students.

  • Collaborate with other scientists in the design, development, and testing of experimental, industrial, or medical equipment, instrumentation, and procedures.

  • Perform complex calculations as part of the analysis and evaluation of data, using computers.

  • Analyze data from research conducted to detect and measure physical phenomena.

  • Describe and express observations and conclusions in mathematical terms.

  • Develop theories and laws on the basis of observation and experiments, and apply these theories and laws to problems in areas such as nuclear energy, optics, and aerospace technology.

  • Observe the structure and properties of matter, and the transformation and propagation of energy, using equipment such as masers, lasers, and telescopes, to explore and identify the basic principles governing these phenomena.

Technologies & Software

  • C
  • Dose modeling software
  • Software development tools
  • Scribus
  • RibbonSoft QCad
  • Perl
  • SciGraphica
  • National Instruments LabVIEW
  • Sun Microsystems Java
  • Qwen (Alibaba)
  • Aptech Systems GAUSS
  • COMSOL Multiphysics
  • Structured query language SQL
  • Adobe Photoshop
  • Mathsoft Mathcad
  • Ansible software
  • Gemini for Workspace
  • Elicit
  • C++
  • REDUCE
  • Radiation dose calculation software
  • Microsoft Office software
  • Ploticus
  • MySQL
  • Gemini (Google)
  • Kimi (Moonshot AI)
  • Microsoft Visual J++
  • OriginLab Origin
  • The MathWorks MATLAB
  • Microsoft Windows
  • ChatGPT (OpenAI)
  • Claude (Anthropic)
  • Spectral Dynamics STAR
  • Llama (Meta)
  • Systat Software SigmaPlot
  • Pascal
  • VMware
  • GNU Octave
  • Mistral (Mistral AI)
  • DeepSeek
  • Microsoft Word
  • Xfig
  • UNIX
  • JavaScript
  • Vector Fields OPERA-3d
  • Enterprise resource planning ERP system
  • Microsoft Visual Basic
  • Scite AI
  • xv
  • Mistral AI (chat/models)
  • Formula translation/translator FORTRAN
  • Canu
  • Git
  • Criss Software XRF11
  • CERN ROOT
  • NotebookLM (Google)
  • Grok (xAI)
  • Oracle Database
  • Lenox Softworks VideoPoint
  • Consensus
  • Maplesoft Maple
  • Adobe Audition
  • Experimental Physics and Industrial Control System EPICS
  • Semantic Scholar AI
  • Database application software
  • Nova (Amazon)
  • Oracle Java
  • OpenStack
  • Microsoft Visual Studio
  • Wolfram Research Mathematica
  • RSI interactive data language IDL software
  • Linux
  • Microsoft Azure software
  • Video analysis software
  • Python
  • GNU Image Manipulation Program GIMP
  • Synergy Software KaleidaGraph
  • SciLab
  • Gnuplot
  • CERN Physics Analysis Workstation PAW
  • Perplexity AI
  • Statistical software
  • Amazon Web Services AWS software
  • Puppet
  • Extensible markup language XML
  • Autodesk AutoCAD
  • SQLite
  • Microsoft Access
  • Microsoft PowerPoint
  • Spectroscopy software
  • Eclipse IDE
  • Microsoft Excel
  • Laser power meters
  • Visible spectrometers
  • Laboratory tube furnaces
  • Transmission electron microscopes TEM
  • Magnetic force microscopes
  • Helium lasers
  • Computed tomography CT scanners
  • High intensity UV sources
  • Two-channel fast Fourier transform FFT analyzers
  • Programmable phase modulators
  • Optical tables
  • Digital multimeters
  • Analog sound level meters
  • Nanovoltmeters
  • High-resolution semiconductor detectors
  • Optical choppers
  • Portable fast Fourier transform FFT analyzers
  • Annealing furnaces
  • Cryostats
  • Function generators
  • X ray photoemission spectrometers
  • Argon ion lasers
  • Gaussmeters
  • Mickelson interferometers
  • Photodetectors
  • Desktop computers
  • Ionization chambers
  • Prism spectrometers
  • Signal generators
  • Optical tweezers
  • Single frequency dye lasers
  • Big G torsion balances
  • Galvanostats
  • Diode lasers
  • Microwave interferometers
  • Diffusion-pumped vacuum systems
  • Personal computers
  • Atomic absorption AA spectrometers
  • Scintillation probes
  • Optical beamsplitting devices
  • Spectrum analyzers
  • Interferometers
  • Analog frequency analyzers
  • Safety goggles
  • Double monochromators
  • Digital voltmeters DVM
  • Headspace autosamplers
  • Gas chromatography equipment
  • Photon counting systems
  • Light scattering devices
  • Surface profilometers
  • Vacuum stations
  • Scanning electron microscopes SEM
  • Magnetic resonance imaging MRI systems
  • Capacitance bridges
  • Scanning tunneling microscopes STM
  • Laboratory centrifugal pumps
  • Sound intensity probes
  • Laptop computers
  • Vernier force sensors
  • Semiconductor parameter analyzers
  • Isotope ratio mass spectrometers
  • Leak detection equipment
  • Liquid helium level sensors
  • High vacuum equipment
  • Betatrons
  • Photometer
  • Scanning monochromators
  • Atomic emission detectors AED
  • Zeeman split lasers
  • Turbo-pumped vacuum systems
  • Spring scales
  • Helium refrigerators
  • Vibrating sample magnetometers
  • Linear accelerators
  • Spectrophotometers
  • Pistonphones
  • Pulsed nitrogen lasers
  • High-energy accelerators
  • Particle counters
  • Charge-coupled device CCD cameras
  • Atomic force microscopes
  • Grating monochromators
  • Power amplifiers
  • High-resolution spectrometers
  • Optical detectors
  • Multiple diode lasers
  • Monochromators
  • Digital oscilloscopes
  • Digital plotters
  • Nuclear magnetic resonance NMR spectroscopes
  • Cavity dumpers or drivers
  • Telescopes
  • Measuring microscopes
  • X ray crystallography equipment
  • Conditioning amplifiers
  • Two-channel dynamic signal analyzers
  • Mass spectrometers
  • Analytical balances
  • Pinhole filters
  • Neutron detectors
  • High-speed video cameras
  • Thermoluminescent dosimeters
  • Diffusion pumps
  • Gas chromatography GC injectors
  • Digital sound level meters
  • Fourier transform infrared FTIR spectrometers
  • Laboratory electromagnets
  • Friction-force microscopes
  • Geiger-Muller counters
  • Positive ion accelerators
  • Two-channel network analyzers
  • Radiation detecting film badges
  • Gamma ray spectrometers
  • Electron microscopes
  • Laboratory box furnaces
  • Accelerometers
  • Arbitrary function generators
  • Radiofrequency RF generators
  • Cyclotrons
  • Vibration exciters

Alternative Job Titles