SEER Data Analysis

SEER Data Analysis

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About Course

At AxeUSCE, we aim to empower healthcare professionals and researchers with data-driven research skills that advance medical science.
The SEER Data Analysis course provides a complete, practical introduction to analyzing cancer registry data using the Surveillance, Epidemiology, and End Results (SEER) database.

Through interactive sessions, learners will explore data extraction with SEER*Stat, apply machine learning techniques for predictive modeling, classify metastasis using real-world datasets, and perform time-to-event (survival) analysis.
A guided Google Colab notebook (SEER Machine Learning colab.ipynb) is included for hands-on practice — making it easy to run analyses without local setup.

By the end, you’ll be able to independently analyze SEER data, perform predictive modeling, and generate publication-ready research outputs.

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What Will You Learn?

  • Understand the structure and components of the SEER database.
  • Use SEER*Stat to extract and analyze population-based cancer data.
  • Apply machine learning algorithms to clinical and survival datasets.
  • Perform metastasis classification and predictive modeling.
  • Conduct time-to-event (survival) analyses using Kaplan-Meier and Cox regression.
  • Interpret results, visualize outcomes, and prepare findings for publication.

Course Content

SEER Data Analysis: From Fundamentals to Machine Learning
Learn how to analyze and interpret SEER cancer registry data using SEER*Stat, R, and Python (Google Colab). This course covers essential concepts in survival analysis, metastasis classification, and machine learning applications — equipping you with the tools to conduct high-impact oncology research.

  • Lecture 1: SEER Database & SEER*Stat
    25:00
  • Lecture 2: Machine Learning
    45:59
  • Lecture 3: Metastasis Classification
    24:45
  • Lecture 4: Time-to-Event (Survival Analysis)
    21:22

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AxeUSCE is a medical education company for USMLE career guidance and research education. We train physicians and researchers for statistical analysis and research methodology. We also offer the American Board Review Crash Course.

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