Videos

CAIA Association & Teneo: Leadership Alpha in Private Equity

Leadership is the most important driver of company performance and, therefore, a fundamental component of Operational Alpha. Yet, despite leadership’s contribution to investment returns and the significant effort by private equity firms to articulate their value creation credentials, evidence suggests that GPs’ efforts to measure and optimise portfolio leadership are often unstructured and deprioritised – a paradox for an industry that is supposedly obsessed with, and paid for, performance.

Andrew Li Discusses Beyond the Black Box - Machine Learning for Equities

Developing reliable and intuitive interpretation is essential for the application of machine learning to investing. This presentation discussed a framework for decomposing any machine learning model into linear, nonlinear, and interaction effects that drive both prediction and performance. With a case study of predicting US large cap stock returns, this presentation showed how the "Model Fingerprint" tool enables practitioners to summarize key characteristics, similarities and differences among different models, thereby enhancing their understanding of the market.

Ernest Chan Discusses Corrective AI and Conditional Portfolio Optimization

Asset managers have struggled to apply machine learning to generate trading signals successfully. Instead, applying machine learning to determine the probability of profit of existing trading signals is very fruitful - this is Corrective AI. Taking this one step further, we developed Conditional Portfolio Optimization, a portfolio optimization technique that adapts to market regimes via machine learning. Applications on portfolios in vastly different markets suggest that CPO can outperform traditional optimization methods under varying market regimes.

Perspectives on the Korean Asset Management Industry

Based on a survey of industry leaders, this webinar discussed recent trends in Korea’s financial markets and the asset management firms’ reactions to those trends. Including discussions on how asset management firms can adapt to changes in the behavior of retail investors since 2020. Retail investors increasingly rely on new media to form their investment views, but asset management firms could provide added value to individuals by offering personalized products and services. Dr.

CAIA Association’s 10 Lessons in Finance 2022 - Lesson 10: SPACs 2.0 – Capital Raising in a Post-Inflationary World

SPACs have become a popular alternative to IPOs over the past 20 years. SPACs offers some advantages to IPOs, and its unique structure of SPACs is ideally suited for growth companies with novel, hard-to-value business models. With the return of inflation and high interest rates, the sustainability of some of these business models have come under question. Also, the structure of SPACs have come under scrutiny in the US and elsewhere, with different jurisdictions trying different approaches to refine their regulations to offer transparency and address investor protection concerns.