Data-Driven Investing with Excel ® | Financial Data Science

Based on the detailed description provided, it seems like you're outlining a comprehensive and rigorous course on Financial Data Science & Quantitative Finance with a focus on Data Driven Investing. The course is designed to cover a wide range of topics, from the foundational concepts of financial analysis to the application of advanced quantitative techniques. Here's a breakdown of the key components and learning outcomes:

1. Mathematical Integrity: Emphasize the importance of understanding why mathematical equations work and ensure that the concepts are not just memorized but truly understood.

2. Financial Data Science: Learn how to leverage data science techniques to make informed investment decisions, update beliefs, and avoid financial pitfalls.

3. Investment Portfolio Design: Cover the principles of designing and constructing investment portfolios based on individual investment ideas and sort firms into "buckets" to identify monotonic relationships.

4. Excel Proficiency: Master hacks for speeding up workflow with large datasets, overcome Excel's "bugs," and plot meaningful insights through charts.

5. Hypothesis Testing and Validation: Utilize robust financial data science techniques to statistically test and validate investment hypotheses, search for alpha, and apply techniques used by hedge funds and researchers.

6. Real-World Application: Start from scratch in Excel spreadsheets to build financial analysis and data driven investing techniques, ensuring practical skills that can be applied directly in real-world scenarios.

7. Extensive Learning Materials: Include hundreds of quiz questions with detailed solutions, over a dozen assignments, a practice test, step-by-step mathematical proofs, workable Excel spreadsheets, and variable cheat sheets.

8. Designed for Distinction: The course is aimed at helping learners to stand out in their professional endeavors, whether it's acing exams, getting hired by top firms, managing personal portfolios, or simply enhancing their understanding of financial data science and quantitative finance.

This course promises to provide a solid foundation in financial data science & quantitative finance with a focus on data driven investing. It is designed for learners who are serious about mastering these skills and applying them effectively in the financial industry. The course leverages the same teaching techniques that have already helped countless learners achieve their professional goals.