Man versus Machine: A Comparison of Robo-Analyst and Traditional Research Analyst Investment Recommendations

Advancements in financial technology (FinTech) are revolutionizing product offerings across the financial services industry. As of 2018, more than $50 billion had been invested in 2,500 companies that are redefining the way in which individuals participate in financial markets (Accenture, 2018). Innovations in FinTech also appear to benefit end users, with recent evidence indicating that FinTech is enhancing lending and brokerage activities (D’Acunto et al., 2019; Fuster et al., 2019; Tang, 2019; Vallee and Zeng, 2019). Despite its growing importance and relevance, our understanding of how FinTech affects the production of investment information and the role of sell-side research analysts … Read more

The Human Factor in Corporate Loan Quality

The syndicated loan market is one of the largest sources of financing for U.S. firms. This market has experienced tremendous growth over the past 20 years. In fact, some recent estimates suggest that U.S. firms obtain over $1 trillion in new syndicated loans each year and that this represents more than 50 percent of total equity and debt issuances.[1],[2]

The primary players in the syndicated loan market are large banks that have developed strong reputations over time, likely due to their performance in issuing high quality loans. These banks employ loan officers and corporate bankers who screen … Read more