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Automation Risk Analysis

Will “Applied Mathematician” be Automated?

Historical Context: Oxford Study (2013)

Ranked #135 of 702. Estimated risk: 4.7%

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AI Exposure Risk

60%

“Applied Mathematician” 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

20%

“Applied Mathematician” 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 20% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Mathematicians, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct research in fundamental mathematics or in application of mathematical techniques to science, management, and other fields. Solve problems in various fields using mathematical methods.

Avg. Annual Salary $122,520
Avg. Hourly Wage $58.91
Available Jobs (US) 2,220
Job Title & Hierarchy Code (SOC) Mathematicians #15-2021
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Mathematicians”

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Core Skills & Abilities

  • Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code.

  • Disseminate research by writing reports, publishing papers, or presenting at professional conferences.

  • Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry.

  • Address the relationships of quantities, magnitudes, and forms through the use of numbers and symbols.

  • Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.

  • Mentor others on mathematical techniques.

  • Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.

  • Develop new principles and new relationships between existing mathematical principles to advance mathematical science.

  • Assemble sets of assumptions, and explore the consequences of each set.

  • Perform computations and apply methods of numerical analysis to data.

  • Apply mathematical theories and techniques to the solution of practical problems in business, engineering, the sciences, or other fields.

  • Maintain knowledge in the field by reading professional journals, talking with other mathematicians, and attending professional conferences.

Technologies & Software

  • Apple Shazam
  • Claude (Anthropic)
  • Graphics Programming Environment GRAPE
  • Provalis Research Simstat
  • Perforce software
  • Lovable.dev
  • Linux
  • Microsoft Outlook
  • KANT
  • PHP
  • Web server software
  • Aztec
  • Multipath Corporation Fast Matrix Solver FMS
  • Microsoft Visual Studio
  • Bolt.new
  • Qwen (Alibaba)
  • Perplexity AI
  • R
  • Amazon CodeWhisperer
  • Vormetric Application Encryption
  • Systat Software SigmaPlot
  • Minitab
  • Codeium
  • AMPL
  • DataDescription DataDesk
  • DeepSeek
  • SAS
  • Data visualization software
  • Extensible markup language XML
  • Chatbot software
  • PARI/GP
  • Symmetrica
  • Devin (Cognition AI)
  • Mathsoft Mathcad
  • Analysis and Visualization of Time Sequences AVTS
  • Microsoft Excel
  • Version control software
  • Sage Accounting Software
  • Maplesoft Maple
  • MacKichan Software Scientific WorkPlace
  • GitHub Copilot
  • Oracle Java
  • IBM SPSS Amos
  • The MathWizards MathViews
  • Salesforce software
  • GNU Octave
  • DSP Development DADiSP
  • Microsoft Visual Basic
  • Google Antigravity
  • Structured query language SQL
  • Adobe Photoshop
  • The MathWorks MATLAB
  • Formula translation/translator FORTRAN
  • Grok (xAI)
  • Apple macOS
  • Wolfram Research Mathematica
  • UNISTAT Statistical Package
  • Gemini (Google)
  • Analyse-it
  • SuperANOVA
  • Llama (Meta)
  • IBM SPSS Statistics
  • MicroPress VTeX
  • Interactive Mathematical Proof System IMPS
  • Microsoft Windows
  • Tabnine
  • Nova (Amazon)
  • Mistral (Mistral AI)
  • C++
  • UNIX
  • Microsoft Word
  • Python
  • STATISTICA
  • Apfloat
  • DifEqu
  • Insightful S-PLUS
  • Perl
  • Cursor AI
  • GraphPad Software GraphPad Prism
  • Object oriented development environment software
  • Mistral AI (chat/models)
  • Polymath Software POLYMATH
  • Algae
  • JACAL
  • MySQL
  • ChatGPT (OpenAI)
  • Atlassian JIRA
  • Aptech Systems GAUSS
  • Gemini Code Assist
  • Computer Algebra System for Algebraic Geometry CASA
  • ModelKinetix ModelMaker
  • Tableau
  • Numeritek NUMERICA
  • Microsoft Office software
  • Bash
  • LINDO Systems LINDO API
  • C
  • Microsoft Access
  • C#
  • Web browser software
  • EleSoft Research
  • Maxima Software
  • v0 by Vercel
  • Discrete Dynamics Lab DDLab
  • User interface design software
  • StataCorp Stata
  • JavaScript
  • KSEG
  • Kimi (Moonshot AI)
  • Hypertext markup language HTML
  • Maximal Software MPL Modeling System
  • Microsoft PowerPoint
  • Magma Design Automation software
  • ARfit
  • Cascading style sheets CSS
  • Geomview
  • Optical disk drives
  • Universal serial bus USB flash drives
  • Personal computers
  • Supercomputers
  • Laptop computers
  • Desktop computers
  • Graphing calculators