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Three Essays On Climate Finance And Machine Learning In Financial Studies, Huan Kuang Sep 2022

Three Essays On Climate Finance And Machine Learning In Financial Studies, Huan Kuang

Doctoral Dissertations

This dissertation focuses on climate finance and explore how to incorporate machine learning techniques into financial research. In the first chapter, we focus on climate innovation. Through a novel design to link climate risk and the U.S. firm patents related to climate change mitigation technologies (CCMTs), we find that CCMT innovations generate significant economic value. These innovations are effective in mitigating firms’ carbon risk. We also find that adoption of a new patent classification scheme has promoted more CCMT innovations in the United States. However, we find mixed evidence on firms’ carbon risk and their CCMT innovation activities. Our work …


Three Chapters On Investments And Financial Institutions, Cao Fang Aug 2022

Three Chapters On Investments And Financial Institutions, Cao Fang

Graduate Theses and Dissertations

Only the stock selection (“alpha”) decisions of fund managers who trade on firm-specific information should have predictive return content. Faced with the same information, skilled fund managers make similar stock selection decisions. In Chapter one, we introduce a new measure - stock investment quality - which uses fund quality to weight asymmetries in private information reflected in deviations of fund from peer group ownership on stocks in a style segment. We show stocks ranked high on investment quality generate significantly higher excess returns that persist through the ensuing year. The positive investment quality–future return relationship is robust to alternative fund …


The Effect Of Conditional Volatility, Skewness, And Excess Kurtosis On Interest Rates, Sarah H. Al Talafha May 2022

The Effect Of Conditional Volatility, Skewness, And Excess Kurtosis On Interest Rates, Sarah H. Al Talafha

University of New Orleans Theses and Dissertations

This paper examines the lognormality assumption of per capita, real consumption growth, which is a common assumption in asset pricing models. We found that shocks to household consumption growth are persistent, negatively skewed, and have excess kurtosis. Therefore, we revisited the fundamental relation between expected growth and the real risk-free rate, assuming a non-Gaussian distribution of consumption growth, and found a robust positive association between real consumption growth and real risk-free interest rate, and a negative relationship between macroeconomic uncertainty and real rates, although less in magnitude, which is consistent with both intertemporal smoothing and precautionary savings. This paper offers …