Research Insights

Can ChatGPT Forecast Stock Price Movements?

Large language models were not originally designed to forecast financial markets. Yet their ability to interpret context and synthesize complex information raises an important question: Can a general-purpose model such as ChatGPT anticipate stock-price reactions to corporate news?

Good Idea or Bad Idea: Private equity for pension plans?

A high private equity return may reflect genuine manager skill, compensation for bearing greater risk, or simply access to investments unavailable to other investors. This paper develops an investor-specific framework for separating these explanations and applies it to U.S. public pension plans.

AI should assist advisors, but AI is NOT a fiduciary

Large language models can generate investment recommendations instantly. They can process client profiles, summarize market conditions, and produce polished rationales that sound personalized. But there is an important question underneath the fluency. Are these systems actually integrating the full client profile when they make decisions?

Skewness as a Hidden Driver of Anomaly Returns

Behavioral finance research has established that investors dislike negative skewness because it exposes them to rare but severe losses, while they embrace positive skewness because [...]

Flying below the radar: Insider trading by executives below the top

Insider trading is usually framed around CEOs, board members, and officially designated insiders. These are the people regulators monitor closely. But modern corporations contain many other employees with access to valuable information. This paper studies whether these “below-the-top” executives trade profitably on material non-public information.

The Intramonth Momentum Cycle

Momentum profits are largely driven by institutional cash-management mechanics. Specifically, investors needing settled cash before month-end systematically sell their losers. And this predictable “dash-for-cash” creates a highly concentrated momentum effect during just six trading days every month.

Bonds Seem to Not Diversify Anymore. Now What?

Bonds are doing something they haven't done in decades: consistently correlating to stocks, all while delivering disappointing returns. So is the 60/40 portfolio dead? We examine AQR's latest article, where Cliff Asness, Daniel Villalon and Antti Ilmanen argue that a positive stock-bond correlation is a terrible reason to add more equity risk to your portfolio. Using 100 years of data, we test whether bonds ever truly diversified stocks, how the post-2022 positive stock-bond correlation changes the math, and why cash may not be such a bad alternative to bonds in a stock portfolio.

Why Retail Loves SpaceX: A Puzzle with a Long History and Predictable Ending

As I'm writing this, the largest IPO in history is underway. SpaceX, which targeted a $135 IPO price, closed above $160 in its first trading day, making Elon Musk the world's first trillionaire and SpaceX the sixth largest public company in the world. Talk about a rocket ship! While the numbers are astonishing, the story is the same. Retail loves expensive stocks that tell a story.

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