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Automation Risk Analysis

Will “Biomathematician” be Automated?

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AI Exposure Risk

55%

“Biomathematician” 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 55% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

22%

“Biomathematician” 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 22% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Biostatisticians, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Develop and apply biostatistical theory and methods to the study of life sciences.

Job Title & Hierarchy Code (SOC) Biostatisticians #15-2041.01
ℹ️

Data is based on the reference occupation: “Biostatisticians”

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Core Skills & Abilities

  • Prepare tables and graphs to present clinical data or results.

  • Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients.

  • Develop or use mathematical models to track changes in biological phenomena, such as the spread of infectious diseases.

  • Teach graduate or continuing education courses or seminars in biostatistics.

  • Assign work to biostatistical assistants or programmers.

  • Plan or direct research studies related to life sciences.

  • Write research proposals or grant applications for submission to external bodies.

  • Read current literature, attend meetings or conferences, and talk with colleagues to keep abreast of methodological or conceptual developments in fields such as biostatistics, pharmacology, life sciences, and social sciences.

  • Write detailed analysis plans and descriptions of analyses and findings for research protocols or reports.

  • Calculate sample size requirements for clinical studies.

  • Prepare articles for publication or presentation at professional conferences.

  • Provide biostatistical consultation to clients or colleagues.

  • Design or maintain databases of biological data.

  • Apply research or simulation results to extend biological theory or recommend new research projects.

  • Collect data through surveys or experimentation.

  • Design surveys to assess health issues.

  • Monitor clinical trials or experiments to ensure adherence to established procedures or to verify the quality of data collected.

  • Review clinical or other medical research protocols and recommend appropriate statistical analyses.

  • Draw conclusions or make predictions, based on data summaries or statistical analyses.

  • Write program code to analyze data with statistical analysis software.

  • Develop or implement data analysis algorithms.

  • Determine project plans, timelines, or technical objectives for statistical aspects of biological research studies.

  • Design research studies in collaboration with physicians, life scientists, or other professionals.

  • Analyze archival data, such as birth, death, and disease records.

  • Analyze clinical or survey data, using statistical approaches such as longitudinal analysis, mixed-effect modeling, logistic regression analyses, and model-building techniques.

Technologies & Software

  • Git
  • Kimi (Moonshot AI)
  • Extensible markup language XML
  • Bash
  • ChatGPT (OpenAI)
  • Grok (xAI)
  • STAT! Systems QD Clinical
  • Microsoft SQL Server
  • SAP software
  • C#
  • Bolt.new
  • Microsoft Visual Studio
  • Clinical trials database software
  • Microsoft Word
  • Lovable.dev
  • Microsoft PowerPoint
  • Python
  • Perplexity AI
  • Oracle Java
  • Gemini Code Assist
  • Database software
  • MySQL
  • Mistral AI (chat/models)
  • Data mining software
  • Oracle Database
  • STATISTICA
  • Minitab
  • Linux
  • Perl
  • Shell script
  • Wolfram Research Mathematica
  • The MathWorks MATLAB
  • Tibco S-PLUS
  • R
  • Microsoft Office software
  • Microsoft Windows
  • Structured query language SQL
  • StataCorp Stata
  • Gemini (Google)
  • Tabnine
  • Statistical software
  • Microsoft Access
  • Amazon CodeWhisperer
  • Nova (Amazon)
  • DeepSeek
  • Cursor AI
  • Insightful S-PLUS
  • Spreadsheet software
  • v0 by Vercel
  • C++
  • S-Plus software
  • Google Antigravity
  • PHP
  • Data visualization software
  • Microsoft Excel
  • IBM SPSS Statistics
  • SAS/STAT
  • Devin (Cognition AI)
  • Graphics software
  • Qwen (Alibaba)
  • Claude (Anthropic)
  • Patient monitoring systems
  • Word processing software
  • Codeium
  • UNIX
  • Mistral (Mistral AI)
  • Software development tools
  • SAS
  • JavaScript
  • Llama (Meta)
  • GitHub Copilot
  • Computer data input scanners
  • Personal computers
  • Computer laser printers
  • Plotters
  • Desktop computers
  • Mainframe computers
  • Laptop computers