Episodes
Are human instincts enough to beat Wall Street algorithms? In this episode, we dive into groundbreaking research from Quantpedia, exploring the power of combining discretionary trading with systematic strategies.
Join us as we uncover:
- The role of intuition in navigating volatile market events like price gaps.
- How a seasoned trader turned an unprofitable algorithmic strategy into a winning one.
- Techniques like trailing stop losses, multiple profit targets, and dynamic risk...
Published 11/21/24
Dive deep into the world of passive investing and discover how it’s transforming markets, especially for the mega-firms dominating the S&P 500. From its explosive growth—from $23 billion in 1993 to $8.4 trillion in 2021—to groundbreaking research revealing its unexpected impacts, we explore:
- How passive investing can boost market concentration
- Why mega-firms gain the most from this trend
- The role of noise traders, active investors, and short-selling
- What it all means for your...
Published 11/20/24
Take a deep dive into the world of backtesting financial models—a critical tool for assessing trading strategies and risk management. In this video, we uncover common pitfalls, like overfitting and evaluation bias, that can turn promising models into statistical illusions. Learn about essential techniques like out-of-sample testing, walk-forward analysis, and realistic simulations that will transform your backtesting approach. Whether you're a finance professional, a data scientist, or an...
Published 11/19/24
Discover the cutting-edge fusion of AI and finance in our breakdown of Learning to Generate Explainable Stock Predictions using Self-Reflective Large Language Models. This groundbreaking research explores how advanced language models (LLMs) can predict stock movements with transparency and clarity—eliminating the traditional "black box" problem in AI.
Through the innovative Summarize, Explain, Predict (SEP) framework, these models analyze tweets, distill key insights, learn from past...
Published 11/18/24
In this episode, we tackle the intriguing world of Risk Parity Portfolios with Leveraged ETFs. Learn how a balanced approach to portfolio management can aim to spread risk more evenly across diverse asset classes, moving away from just high-return chasing to a more strategic risk management approach.
We'll explore:
The Concept of Risk Parity: Discover how this strategy aims to balance risk instead of maximizing return, likening a portfolio to a well-rounded team where each asset class...
Published 11/14/24
Welcome to our deep dive into the transformative role of deep learning in finance! In this video, we unpack insights from the research paper, Deep Learning in Finance: A Survey of Applications and Techniques, exploring how groundbreaking AI techniques are reshaping the financial landscape.
From Convolutional Neural Networks (CNNs) that detect fraud patterns to Long Short-Term Memory (LSTM) models for stock prediction, we explain complex technologies in accessible terms. We also touch on...
Published 11/13/24
Ever wondered if the calendar could help you invest smarter? Join us in this deep dive as we explore Quantpedia's "Composite Seasonal Calendar Strategy," a unique approach that leverages well-researched calendar anomalies to enhance returns. From the "turn of the month" effect to the "FOMC meeting boost," we unpack each strategy and show how they can be combined for potentially higher gains with manageable risk. Whether you’re new to investing or a seasoned pro, this exploration into...
Published 11/12/24
Dive into the dynamic world of factor timing! In this video, we unpack groundbreaking research from the National Bureau of Economic Research (NBER) on timing market factors like value, size, and momentum to enhance investment strategies. Discover how these factor insights could allow investors to go beyond the typical "buy-and-hold" approach, revealing patterns beneath the surface of traditional models.
Join us as we explore the "factor zoo," a world where dominant factors influence up to...
Published 11/11/24
Dive into groundbreaking research from Leipold, Wang, and Yang that bridges the gap between technical chart patterns and market sentiment to reveal new ways of predicting stock movements. This discussion explores how convolutional neural networks (CNNs) analyze market patterns alongside news sentiment, creating a powerful tool for both identifying trends and amplifying trading signals. Learn how combining technical analysis with AI-powered sentiment tracking generated high returns in both...
Published 11/08/24
In this episode, we dive into the fascinating world of market-neutral carry strategies—a way to capture returns without relying on market direction. Join us as we investigate how carry can generate returns across various asset classes like currencies, bonds, credit, and commodities. Learn how market-neutral carry minimizes exposure to market volatility while aiming for steady returns, and discover how strategies like yield rotation and trend following can complement carry for a more resilient...
Published 11/07/24
In today’s episode, we dive deep into the fascinating insights of Clifford Asness’s paper, "The Less-Efficient Market Hypothesis." With market dynamics evolving, Asness makes a compelling case that the stock market may actually be becoming less efficient, posing unique challenges—and opportunities—for investors.
Key Highlights:
The “Value Spread” Phenomenon: Why the valuation gap between high-growth and undervalued stocks could signal market bubbles.
Factors Driving Inefficiency:...
Published 11/06/24
In this fascinating episode, we explore a groundbreaking study where three cutting-edge AI models (GPT-4.0, Claude 3.5 Sonnet, and Gemini Advanced) analyze Q1 2024 earnings reports from tech giants Amazon, NVIDIA, Meta, Apple, and Tesla. Watch as we uncover how each AI brings unique strengths to financial analysis - from GPT-4's meticulous attention to detail to Claude 3.5 Sonnet's executive summary expertise. Learn how these AI models ranked the companies' investment potential, identified...
Published 11/05/24
Are your investments feeling the squeeze of rising inflation? In this video, we explore how inflation impacts your money, focusing on a fascinating study from Germany. You'll discover how even savvy investors often misunderstand inflation's effects and which mental models drive these views. We break down five common perceptions investors hold and discuss why some fall short of reality.
Check out the study here:...
Published 11/04/24
In this episode, we’re exploring a groundbreaking innovation in cryptocurrency trading: perpetual futures! Join us as we break down everything you need to know about perpetual futures contracts, from the basics to the advanced concepts. We’ll explain how perpetual futures differ from traditional futures, the importance of funding payments, and the unique benefits they bring to traders.
Whether you’re new to the concept or looking to dive deeper, this video covers it all. Tune in for insights...
Published 11/01/24
Think a "guaranteed" 20% return sounds too good to be true? It probably is! In this video, we break down the hidden risks behind popular but flawed strategies like the Martingale system, often marketed as a foolproof way to generate profits. Originating in gambling, the Martingale system lures investors with promises of consistent gains by doubling down on losses. But when scammers leverage it to create "perfect" equity curves, it’s a recipe for financial disaster.
Watch now to empower...
Published 10/31/24
In this video, we explore cutting-edge research on statistical arbitrage using reinforcement learning, led by researchers Boming Ning and Kisiup Lee from Purdue University. Discover how AI is transforming trading by analyzing market patterns and making strategic decisions for profit. We’ll break down key concepts, from the basics of statistical arbitrage to advanced methods like the distance method, Ornstein-Uhlenbeck process, and a new concept called "empirical mean reversion...
Published 10/30/24
Ever wondered if holiday shopping could impact your investment strategy? In this episode, we dive into the "holiday effect" on Amazon’s stock performance around big shopping events like Black Friday and Prime Day. Using insights from the QuantConnect research team, we analyze Amazon’s pre-holiday stock trends and test three unique strategies that leverage this seasonal pattern. From holding Amazon shares during key periods to a balanced approach with options and S&P 500, we break down...
Published 10/29/24
Welcome back to another deep dive! In this episode, we explore market anomalies with insights from the classic study 'Dissecting Anomalies' by financial legends Fama and French. We break down the surprising patterns in stock returns that challenge traditional models, discussing size, value, profitability, accruals, momentum, and more. Why do small companies often see higher returns? Why do firms issuing new stock tend to underperform? And what about the momentum effect, where winning stocks...
Published 10/28/24
Join us as we explore how AI transformer models are revolutionizing quantitative trading. This episode unpacks a groundbreaking study applying transformer models—commonly used in natural language processing—to the stock market. Discover how this innovative approach outperforms traditional strategies by analyzing market sentiment and predicting long-term trends. Whether you're a trader or an AI enthusiast, this deep dive will leave you fascinated by the future of AI in finance.
For more...
Published 10/25/24
Ever wonder what unseen forces are shaping the market? Join us as we explore the world of Hidden Markov Models (HMMs) and how they help uncover hidden market regimes. In this episode, we break down how HMMs predict market shifts in real-time, especially intraday movements, and discuss their broader applications beyond finance. From weather forecasting to speech recognition, and even healthcare, HMMs are changing the way we analyze data.
For more quant-focused content, join us at...
Published 10/24/24
In this episode, we dive deep into the world of AI and deep learning, exploring their potential to predict market trends and improve financial strategies. We break down cutting-edge research by Fernando Brazal and Alberto Garcia, discussing how deep learning models are revolutionizing traditional investment approaches. From risk indicators that signal market downturns to strategies that outperform the S&P 500, we uncover the tools and techniques behind AI-driven market...
Published 10/23/24
In this episode, we dive deep into the fascinating world of options trading by exploring a powerful strategy known as "the wheel." Join us as we break down the key concepts of cash-secured puts and covered calls, and uncover how they function similarly to insurance policies. Drawing on a QuantConnect article and a relatable newsletter analogy, we simplify these seemingly complex strategies and help you view options in a whole new light. Whether you’re new to options trading or looking to...
Published 10/22/24
In this episode, we explore the fascinating world of alternative data and how satellite imagery is transforming the way we predict the stock market. Learn how researchers are using satellite images to track global shipping containers and uncover hidden market patterns, leading to smarter investments. Discover the power of data you’ve never considered—directly from space. Whether you're an investor, a data enthusiast, or just curious about cutting-edge technology, this episode will change the...
Published 10/21/24
In this episode, we dive into a fascinating strategy inspired by the stock trades of U.S. Congress members! With the 2012 Stock Act mandating transparency in Congressional trades, some investors are using public data to create algorithms that mirror these trades. We explore whether this strategy can really outperform the market, the ethical implications, and how risk management through inverse volatility weighting plays a role. Tune in to discover how access to public financial disclosures...
Published 10/18/24