Statistical Analysis for Portfolio Optimisation

The focus is on collaborative problem solving, this time with a little more input from the facilitator. The takeaway is how to extend the basic premise and create frontiers demonstrating the added value of multi-asset class investments, and implementing standard portfolio metrics such as beta, Sharpe/Information ratios, upside/downside capture. Efficient Frontier implementations also require a combination of more advanced charting methods and data representation.

Suitability

Tech Analysts, S&T Analysts (optionally)

Learning Outcomes

Following the course, participants will be able to:
• Write functions that return portfolio statistics (vol, return, beta) in Python
• Take a principled approach to maximising portfolio efficiency
• Select example portfolios for clients depending on risk appetite
• Plot price and other information graphically
• future-proof the application by pulling in live prices from an API/webscraping
• Identify third party solutions that implement the above functionality

Course Content

• Python recap: implementing alpha, beta, Sharpe and other ratios as functions or classes
• Introduction to Efficient Frontier
• Design: What are the prerequisites of a simple Efficient Frontier generator?
• Walkthrough, with facilitator, of existing EF generator code, on a portfolio of only stocks.
• Implement enhanced version which progressively demonstrates the value added by including more asset classes: Fixed income -> commodities -> alternatives
• Making the application more powerful with e.g. live price updates from web scraping or API.

100%

of our clients would recommend Alpha to a colleague or peer

90%

of a cohort was promoted within 2 years after participating in an Alpha course.

96%

of participants felt more confident in their role, following an Alpha commercial leadership course.

Why study with Alpha?

Innovation and creativity born from experience

We are thought leaders in instructional and learning journey design and holistic solution architects. We have extensive finance and investments experience combined with skills application to deliver performance improving results. We develop immersive learning environments that maximize time to productivity, support talent retention and added value to improving quality of hires.

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We are focused on mining the embedded organisational intellectual capital for the benefit of the next generation. We create and curate best in class practice gathered from our experience with the leading financial institutions. We design our programmes with the end in mind – what results are you trying to achieve with this intervention? What metrics will we set ourselves to achieve that?

Generation Proof

Quality and innovation, using current market and industry best practices, have made us a trusted partner in delivering dynamic and motivating training for the financial and capital markets. Our programmes are generation proof and responsive to evolving learner needs and styles. Our solutions use a multi-stakeholder engagement strategy that expands beyond relationships between the learner and learning provider. We create connections with managers, peers and the wider business to drive impactful return on investment..

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