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The Data Science Playbook for Private Equity and Venture Capital

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Over the last few years, the field of data science has made rapid advances and spawned radical new shifts in how everyday business is designed to function. This course covers many of the key considerations for systematically using data science to drive growth in private equity and venture capital firms.

Join data scientist and Columbia University professor Howard Friedman for an overview of the data science lifecycle, specifically, how it plays out in finance from exploration and due diligence to post-acquisition value creation. Learn about the steps a private equity and venture capital firm can take to start leveraging data science across their portfolios by creating a data science playbook. By the end of this course, you’ll be equipped with new skills to identify key opportunities for data science within a portfolio and recognize when and how to apply data science methods to gather insights from specific companies.


01 - Introduction
  • 01 - What is the data science playbook
  • 02 - What you should know for this course

  • 02 - 1. Why Data Science Now
  • 01 - Recent changes in data science
  • 02 - Data science for private equity and venture capital
  • 03 - Barriers to implementing data science

  • 03 - 2. Data Science Steps for Private Equity
  • 01 - Data science in the private equity lifecycle
  • 02 - Early success with data science
  • 03 - Using data science to enhance deal sourcing
  • 04 - Using data science to enhance due diligence

  • 04 - 3. Data Science Postacquisition Playbook
  • 01 - Developing a data science playbook for portfolios
  • 02 - Which portfolio companies will benefit from data science
  • 03 - Which departments will benefit from data science

  • 05 - 4. Data Science Projects and Machine Learning Applications
  • 01 - Utilizing supervised machine learning applications
  • 02 - Utilizing unsupervised machine learning applications

  • 06 - Conclusion
  • 01 - Next steps
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    مدت زمان: 45 دقیقه
    تاریخ انتشار: 19 دی 1402
    دسته بندی محصول
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