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    Michael Mauboussin – The Four Sources of Alpha - [Invest Like the Best, EP.126]

    enMarch 26, 2019

    Podcast Summary

    • Understanding the other side of a trade for excess returnsFocusing on decision making skills is crucial for investors who want to outperform in the competitive world of investing.

      Michael Mauboussin, an expert in markets and investing, emphasizes the importance of understanding who is on the other side of a trade to identify sources of excess returns. He teaches a comprehensive course on markets, market efficiency, market inefficiency, valuation, competitive strategy, and decision making. The last component, decision making, is now considered the most important, as it helps individuals effectively integrate new information and make better decisions by understanding base rates. For those in the competitive world of investing, Mauboussin suggests focusing on decision making as the "low-hanging fruit" to improve overall performance.

    • Markets are efficiently inefficient - questioning assumptionsTo achieve excess returns, investors must question their assumptions, understand the underlying frameworks, and consider the costs of gathering and implementing information.

      Effective decision-making and achieving excess returns in the investment industry go beyond just being smart or hardworking. It requires a deep understanding of where edge or alpha might come from, and a critical examination of widely accepted concepts. The speaker emphasizes the importance of questioning one's assumptions and doing the root-level work to understand the underlying frameworks. He references the Grossman and Stiglitz paper from 1980, which highlights the idea that markets are efficiently inefficient, meaning there are costs to gathering and implementing information, creating opportunities for excess returns. By considering these ideas and asking the question "Who's on the other side? Why do I think I have an edge?" investors can improve their decision-making and potentially increase their returns.

    • Wisdom of crowds vs. madness of crowds in marketsMarkets can be smart when diverse and properly functioning, but individual biases can lead to extreme behavior, requiring a nuanced understanding of investor errors and specific market inefficiencies.

      Markets are not irrational just because individuals are. The wisdom of crowds theory suggests that markets can be smart when there is diversity and proper functioning aggregation mechanisms among individuals, and incentives align for accurate information sharing. However, markets can also exhibit extreme behavior, leading to the "madness of crowds." It's essential to recognize that markets are not just a collection of individual biases but a group behavior that can be challenging to exploit due to the magnetic effect of popular opinions. Behavioral biases, while important, are not the sole answer to market inefficiencies. Instead, understanding the supply of investor error and specific errors that can be taken advantage of is crucial. In the context of behavioral biases, recognizing their impact on individuals may not translate directly to markets, making it essential to approach market inefficiencies from a different perspective.

    • Behavioral biases impact investment returnsStaying aware of behavioral biases like overexaggeration can lead to excess returns in markets, but access to capital and ability to act quickly are crucial

      While it's challenging to quantify the exact percentage of errors coming from each category, behavioral biases are likely the largest contributor to investment returns. Over extrapolation, a common behavioral bias, can lead to bubbles or unsustainable price movements. These opportunities are not evenly distributed through time and often coincide with periods of extreme optimism or pessimism. However, taking advantage of these opportunities requires access to capital and the ability to act when others cannot. These principal-agent issues can prevent even experienced investors from capitalizing on these moments. Despite the difficulties, remaining aware of these biases and being prepared to act when opportunities arise can lead to excess returns in the markets.

    • Great clients and analytical edge are key to successful investingIdentify trustworthy clients who can write checks, distinguish your edge, update views, and practice time arbitrage for long-term success.

      Successful investing involves having great clients who trust and support you during robust opportunity sets, while being able to distinguish your analytical edge from others in the market. Seth Klarman's definition of a great client emphasizes their ability to write checks when asked, allowing you to seize opportunities. However, the challenge lies in the uneven distribution of opportunities in time, making it crucial to identify and outperform less sophisticated investors. The analytical edge comes from understanding the depth of information processing and interpretation, as well as being aware of confirmation biases and the importance of updating views with new information. Lastly, time arbitrage is a valuable strategy for investors who can identify and capitalize on signals that the market may overlook, requiring a longer-term perspective and patience.

    • The Advantages of Substantial Capital in InvestingHaving substantial capital offers advantages like time arbitrage, optionality, and flexibility to invest in large opportunities. However, managing it effectively can be challenging with expectations from allocators.

      Having access to substantial capital can provide significant advantages in the world of investing. This advantage can manifest in various ways, such as time arbitrage or optionality. For instance, having the ability to execute large investments when opportunities arise can lead to less competition and potentially higher returns. Additionally, holding excess cash can serve as an option, providing the flexibility to invest when markets present attractive opportunities. However, it's important to note that having a larger pool of capital is not always beneficial, and there are challenges associated with managing it effectively. For example, allocators may expect managers to invest their funds in specific asset classes, making it difficult to hold large cash balances. Nonetheless, some investors, like Carmen, have found success in this approach by treating excess cash as an option and being thoughtful in its deployment. Overall, understanding the role of capital in investing and the potential advantages it can bring is crucial for anyone looking to build a successful investment strategy.

    • Fund flows impact asset pricesFund inflows boost asset prices, while redemptions and selling pressure can cause declines. Research indicates that a portion of hedge fund alpha may be due to fund flows, creating a feedback loop. Demand shocks can also significantly impact asset prices over longer periods.

      Asset prices can be influenced significantly by fund flows, creating feedback cycles that can drive asset prices up or down. When assets perform well, fund inflows can lead to further price increases through buying activity. Conversely, during periods of poor performance or redemptions, selling pressure can lead to price declines and margin calls, forcing even more selling. Additionally, research suggests that a portion of hedge fund alpha may be attributable to fund flows, creating a positive feedback loop. Demand shocks, such as the institutionalization of money management in the 1980s, can also have a substantial impact on asset prices over longer time horizons. Understanding the relationship between fund flows and asset prices can provide valuable insights for investment strategies.

    • Market dynamics creating unique arbitrage opportunities for hedge fundsHedge funds can leverage high/low valuations for large/small caps, ETF inflows, and better info to find arbitrage opportunities, but careful analysis is key

      The market dynamics, such as high valuations for large caps and low valuations for small and mid caps, can create unique arbitrage opportunities for hedge funds. However, these opportunities can be influenced by various factors, including the flow of funds into ETFs and the resulting liquidity differences. Additionally, having better or more accurate information on a security than the market can provide an edge, although the ability to source this information has been impacted by regulations like Reg FD. Overall, understanding these market dynamics and identifying the resulting opportunities requires careful analysis and consideration of various factors.

    • Effectively turning data into valuable information in financial marketsTo generate alpha in financial markets, investors must effectively process and act on timely and accurate information, despite the challenges of vast data availability, limited attention, and task complexity.

      Access to timely and accurate information is crucial in the financial markets, and the ability to effectively process and act on that information can lead to alpha generation. However, with the vast amount of data available, investors face challenges in turning data into valuable information and implementing it in a complex financial environment. The speaker discussed evidence of information advantages held by certain institutions and the impact of regulations on information access. He also touched upon the importance of investors' limited attention and task complexity in processing information. Ultimately, the key to generating alpha lies in effectively translating data into valuable information and implementing it in a complex financial landscape. The speaker's career experiences on both the buy and sell sides of the industry have given him a unique perspective on these challenges.

    • Shifting balance between human and machine intelligence in financeFinance industry integrates quantitative approaches, uses tech for portfolio construction, mathematical optimization, probabilistic forecasting, and feedback mechanisms for improved decision-making.

      The financial industry has seen significant changes in the last few decades, with the integration of quantitative or systematic approaches becoming more serious and widespread. This shift towards combining the best of human and machine intelligence is ongoing, although the exact balance between the two is still being figured out. Another notable trend is the use of technology to improve areas traditionally dominated by humans, such as portfolio construction. The use of mathematical optimization and probabilistic forecasting, for instance, can lead to more rigorous and effective decision-making. Additionally, the use of feedback mechanisms, like Brier scores, can help improve the accuracy of forecasts and decision-making over time. Overall, these changes reflect a growing recognition of the importance of data and technology in finance, while also highlighting the continued role of human judgment and expertise.

    • Regularly assessing and adjusting expectationsDocumenting intermediate feedback can improve decision-making processes, especially in complex and noisy data fields. This method is effective for individuals and businesses, and can lead to better outcomes.

      Incorporating intermediate feedback and documenting it can significantly improve decision-making processes, especially in fields with messy and noisy data. This technique, which involves regularly assessing and adjusting expectations, is not only applicable to individuals but also to businesses. By using this method, organizations can gain valuable insights and make more informed decisions. This approach is not limited to complex mathematical models; it is a straightforward yet effective way to improve performance. Interestingly, some of the best performers in other probabilistic fields, such as sports and gaming, already use this method to optimize their results. For instance, ice hockey, which is still behind other sports in terms of analytics, could greatly benefit from this approach. Overall, being disciplined and documenting intermediate feedback can lead to better outcomes and a more effective decision-making process.

    • Exploring the Challenges and Opportunities in Football and Hockey AnalyticsFootball and hockey present unique challenges for analytics due to complexities like game time decisions, player acquisition, and understanding scoring and goaltending. Hockey, in particular, is difficult to chart due to continuous movement. Analytics community is making strides in these sports, with potential for significant insights.

      While football and hockey present significant opportunities for analytical insights and improvements, the challenges in these sports differ from those in basketball and baseball. Football and hockey have complexities like game time decisions, player acquisition, and understanding scoring and goaltending, which are still in their early stages of being analyzed. Hockey, in particular, is a difficult sport to chart due to the continuous movement of the puck and players. Additionally, hockey coaches are often former players, making it harder for analytical minds to break in. The speaker expresses excitement about the potential for analytics in these sports and the community of analysts already making strides in the field. Furthermore, the speaker shares a personal anecdote about the application of analytics in hockey during a game of beer league hockey. Lastly, the speaker touches upon the topic of buybacks in investing and expresses confusion about the controversy surrounding this mechanism. Overall, the discussion highlights the vast opportunities for analytical insights in various sports and the importance of continuous learning and adaptation.

    • Understanding Motivations Behind Company BuybacksConsider the reasons behind a company's buyback program, as economically sound buybacks can increase shareholder value, but impure motives may not be in shareholders' best interest.

      The decision to repurchase company stock through buybacks can be influenced by various motivations, some of which may not be purely economically driven. While buybacks can be beneficial for shareholders by increasing their stake in the company, there are also potential downsides if the buybacks are driven by impure motives such as boosting earnings or executive compensation. It's important for investors to consider the underlying reasons behind a company's buyback program and to differentiate between those that are economically sound and those that may not be in the best interest of shareholders. Additionally, the discussion touched upon the history of buybacks being a relatively new practice and the debate surrounding the use of EV to EBITDA ratio as a value metric. The speaker expressed frustration with the lack of evidence-based arguments against buybacks and the importance of understanding the underlying economics of a company's financial decisions.

    • Understanding EBITDA and its significance for investorsEBITDA is a financial metric that helps determine a company's profitability by excluding certain expenses. Its popularity has grown significantly since its introduction in 1973. The EBIT to EBITDA ratio can indicate a business's capital intensity and financial leverage.

      EBITDA (Earnings Before Interest, Taxes, Depreciation, and Amortization) has become a widely used financial metric in place of EBIT (Earnings Before Interest and Taxes), and understanding the components of EBITDA and their significance is crucial for investors. EBITDA was first introduced around 1973, and its popularity has grown significantly since then. The ratio of EBIT to EBITDA can help determine the capital intensity of a business and, in turn, its financial leverage. Companies with a higher proportion of EBIT to EBITDA are typically less capital-intensive and less sensitive to growth. Conversely, companies with a higher proportion of depreciation and amortization (DA) to EBITDA are more capital-intensive and more sensitive to growth. It's essential for investors to understand the pattern of amortization, as it has changed significantly over the past few decades due to accounting rules. Ultimately, investors must ground their use of financial multiples in a solid understanding of the underlying economic assumptions.

    • Understanding Multiples and Benign Myths in InvestingMultiples are simplified representations of valuation, while return on incremental capital is crucial for accurate analysis. Benign myths can inspire confidence and action despite lacking factual basis.

      Multiples are shorthand for the valuation process, not the actual valuation itself. Return on invested capital, specifically return on incremental capital, is a crucial factor in understanding multiples. However, it's challenging to measure incremental returns, and the process can become complex due to changes in capital structures. Multiples are essential for investors, as they help evaluate managers and understand their investment philosophies. Jim March's concept of benign myths is also worth mentioning. These myths, while not based on facts, can motivate people to do the right things. Organizations often rely on such myths, and even if their analysis methods may not be rigorous, they can still inspire confidence and action. In the world of investing, understanding multiples and the role of benign myths can provide valuable insights.

    • Exploring the nuances of fixed income markets and private markets, as well as the impact of competition on industries.Collins' methodology may not always align with scientific research but offers valuable insights and motivation for making informed decisions in finance. Future areas of exploration include the complexities of fixed income markets, the growing ecosystem of private markets, and the impact of competition on industries.

      While the interaction with Jim Collins' methodology may not always align with the highest quality scientific research, it can still provide valuable insights and motivation for making the right decisions. Looking ahead, there are several areas of interest for further exploration. One is the comparison between active and passive investing in fixed income markets, where the complexities of thousands of securities make it a more nuanced story than in equities. Another intriguing area is the growing ecosystem of private markets, where the shift from public to private companies presents challenges for individual investors. Additionally, the role of competition and its impact on industries, as explored in books like "The Myth of Capitalism," offers valuable insights into the evolving business landscape. Overall, these topics highlight the importance of staying informed and adaptable in the ever-changing world of finance.

    • Implications of active vs passive investing, private vs public companies, and competitive setsThese relationships impact business competitiveness, pricing, and ROC patterns, with significant implications for US markets and ongoing research. May lead to increased inequality and broader economic consequences.

      The relationship between active and passive investing, private versus public companies, and the competitive set (cross holding and so forth) can have significant implications for business competitive advantage, pricing, and return on capital patterns. These implications are particularly relevant in the US market and are topics of ongoing research. These trends may lead to increased inequality and have broader economic consequences. Stay tuned for more insights as these papers are released. If you're interested in delving deeper into investing concepts, sign up for the Investor Field Guide book club at investorfieldguide.com/forward/bookclub for a full investor curriculum and monthly book recommendations. Follow Patrick O'Shaughnessy on Twitter @patrick_oshagos for more insights and updates on Invest Like the Best. Don't forget to leave a review on iTunes to help spread the word.

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    Dev Ittycheria - The Database Evolution - [Invest Like the Best, EP.373]
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