AI, Fundamental Research, and Market Function

  0. Agenda Shawn (CIO): We are reviewing the design of our AI research platform for the investment team, both the application layer and the underlying infrastructure. Model selection and the pipeline design are progressing, but the discipline at the output layer...

Market Timing in The Context of Long Term Fundamental Investing

    We assert that market timing profoundly influences the entire architecture of investment strategies. It is structurally at odds with time horizon control—a topic we have recently examined. Yet, every investment must engage in trading to optimize various...

Investment Time Horizon: The Strategic Core of Portfolio Management

  For any investment portfolios, the investment time horizon is not merely a detail in the broader context of asset allocation—it is a critical factor that fundamentally shapes every aspect of portfolio construction, risk management, and value delivery to...

What Is Driving The Stock Market

We share our perspectives and present five long term historical charts including return on invested capital using Russell 3000, which is made of 3000 large US companies, as determined by market capitalization. This portfolio of securities represents approximately 98%...

Investment Style and Composition of Total Return

 Investment style started to get attention in the mid-90s, and it was used to classify managers’ bias by the groups of type of strategic focus. The typical styles include “value vs. growth”, “domestic vs. international”, and...