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Analyst coverage and earnings management

Journal of Financial Economics 2008 88(2), 245-271 open access
What is the role of information intermediaries in corporate governance? This paper examines equity analysts’ influence on managers’ earnings management decisions. Do analysts serve as external monitors to managers, or do they put excessive pressure on managers? Using multiple measures of earnings management, I find that firms followed by more analysts manage their earnings less. To address the potential endogeneity problem of analyst coverage, I use two instrumental variables based on change in broker size and on firm's inclusion in the Standard & Poor's 500 index, and I find that the results are robust. Finally, given the number of covering analysts, analysts from top brokers and more experienced analysts have stronger effects against earnings management.

Shaped by their daughters: Executives, female socialization, and corporate social responsibility

Journal of Financial Economics 2017 126(3), 543-562 open access
Corporate executives managing some of the largest public companies in the U.S. are shaped by their daughters. When a firm’s chief executive officer (CEO) has a daughter, the corporate social responsibility rating (CSR) is about 9.1% higher, compared to a median firm. The results are robust to confronting several sources of endogeneity, e.g., examining first-born CEO daughters and CEO changes. The relation is strongest for diversity, but significant also for broader pro-social practices related to the environment and employee relations. Our study contributes to research on female socialization, heterogeneity in CSR policies, and plausibly exogenous determinants of CEOs’ styles.

Value versus growth investing: Why do different investors have different styles?

Journal of Financial Economics 2015 117(2), 333-349 open access
We find that several factors explain an individual investor׳s style, i.e., the value versus growth orientation of the investor׳s stock portfolio. First, we find that an investor׳s style has a biological basis and is partially ingrained in an investor from birth. Second, we show that an investor׳s hedging demands as well as behavioral biases explain investment style. Finally, an investor׳s style is explained by life course theory in that experiences, both earlier and later in life, are related to investment style. Investors with adverse macroeconomic experiences (e.g., growing up during the Great Depression or entering the labor market during an economic recession) or who grow up in a lower socioeconomic status rearing environment have a stronger value orientation several decades later. Our research contributes a new perspective to the long-standing value and growth debate in finance.

Entrusted loans: A close look at China's shadow banking system

Journal of Financial Economics 2019 133(1), 18-41 open access
We perform transaction-level analyses of entrusted loans, one of the largest components of shadow banking in China. Entrusted loans involve firms with privileged access to cheap capital channeling funds to less privileged firms, and the increase when credit is tight. Nonaffiliated loans have much higher interest rates than both affiliated loans and official bank loans, and they largely flow into real estate. The pricing of entrusted loans, especially of nonaffiliated loans, incorporates fundamental and informational risks. Stock market reactions suggest that both affiliated and nonaffiliated loans are fairly compensated investments.