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The Big Three and corporate carbon emissions around the world

Journal of Financial Economics 2021 142(2), 674-696
This paper examines the role of the “Big Three” (i.e., BlackRock, Vanguard, and State Street Global Advisors) on the reduction of corporate carbon emissions around the world. Using novel data on engagements of the Big Three with individual firms, we find evidence that the Big Three focus their engagement effort on large firms with high CO2 emissions in which these investors hold a significant stake. Consistent with this engagement influence being effective, we observe a strong and robust negative association between Big Three ownership and subsequent carbon emissions among MSCI index constituents, a pattern that becomes stronger in the later years of the sample period as the three institutions publicly commit to tackle Environmental, Social, and Governance (ESG) issues.

Color and credit: Race, regulation, and the quality of financial services

Journal of Financial Economics 2021 141(1), 48-65
The incidence of misselling, fraud, and poor customer service by retail banks is significantly higher in areas with higher proportions of poor and minority borrowers and in areas where government regulation promotes an increased quantity of lending. Specifically, low-to-moderate-income (LMI) areas targeted by the Community Reinvestment Act have significantly worse outcomes, and this effect is larger for LMI areas with a high-minority population share. The results highlight an unintended adverse consequence of such quantity-focused regulations on the quality of credit to lower-income and minority customers.

Corporate green bonds

Journal of Financial Economics 2021 142(2), 499-516
I examine corporate green bonds, whose proceeds finance climate-friendly projects. These bonds have become more prevalent over time, especially in industries where the environment is financially material to firm operations. I show that investors respond positively to the issuance announcement, a response that is stronger for first-time issuers and bonds certified by third parties. The issuers improve their environmental performance post-issuance (i.e., higher environmental ratings and lower CO2 emissions) and experience an increase in ownership by long-term and green investors. Overall, the findings are consistent with a signaling argument—by issuing green bonds, companies credibly signal their commitment toward the environment.

Targeted monetary policy and bank lending behavior

Journal of Financial Economics 2021 142(1), 404-429
We exploit an allocation rule set by the ECB for the first series of TLTROs to study the effects of targeted monetary policy on banks’ credit supply to firms. Combining transaction-level data from the Italian credit register and an instrumental variable identification strategy, we find that targeted longer-term central bank liquidity decreased rates and increased loan amounts, also avoiding some unintended consequences of untargeted measures, such as carry-trade strategies and risk shifting. We show that the outward shift in banks’ credit supply was heterogeneous, taking place only in more competitive banking markets, with stronger effects for smaller and safer firms.

Life after LIBOR

Journal of Financial Economics 2021 141(2), 783-801
We examine the alternative reference rates that are set to replace the London Interbank Offered Rate (LIBOR) as benchmark rate by the end of 2021. After providing the relevant background, we show that: (i) depending on the marginal lenders, tighter regulatory constraints can either increase or decrease the alternative benchmarks; (ii) increases in the amount of government debt outstanding increase the alternative benchmarks, more so for collateralized rates; and (iii) more central bank reserves lower the alternative benchmarks. In addition, we show that term rates based on the alternative reference rates can be detached from banks’ marginal funding costs.

The real value of China’s stock market

Journal of Financial Economics 2021 139(3), 679-696
What capital allocation role can China’s stock market play? Counter to perception, stock prices in China have become as informative about future profits as they are in the US. This rise in stock price informativeness has coincided with an increase in investment efficiency among privately owned firms, suggesting the market is aggregating information and providing useful signals to managers. However, price informativeness and investment efficiency for state-owned enterprises fell below that of privately owned firms after the postcrisis stimulus, perhaps reflecting unpredictable subsidies and state-directed investment policy. Finally, evidence from realized returns suggests Chinese firms face a higher cost of equity capital than US firms.

Banks as patient lenders: Evidence from a tax reform

Journal of Financial Economics 2021 141(1), 6-26 open access
We provide new evidence on how deposit funding affects bank lending. For identification, we exploit the 2011 reform of the investment income tax in Italy that induced households to substitute bank bonds with deposits. We find that banks with larger increases in deposits expand the supply of credit lines and long-term credit to low-risk firms. Additional evidence indicates that these results are consistent with theories emphasizing the demandable nature of the deposit contract rather than theories stressing the stability of deposit funding due to government guarantees. In this regard, we show that banks under stress face large runs on retail deposits, but not on retail bonds.

Hedging demand and market intraday momentum

Journal of Financial Economics 2021 142(1), 377-403 open access
Hedging short gamma exposure requires trading in the direction of price movements, thereby creating price momentum. Using intraday returns on over 60 futures on equities, bonds, commodities, and currencies between 1974 and 2020, we find strong market intraday momentum everywhere. The return during the last 30 minutes before the market close is positively predicted by the return during the rest of the day (from previous market close to the last 30 minutes). The predictive power is economically and statistically highly significant, and reverts over the next days. We provide novel evidence that links market intraday momentum to the gamma hedging demand from market participants such as market makers of options and leveraged ETFs.

Air pollution, affect, and forecasting bias: Evidence from Chinese financial analysts

Journal of Financial Economics 2021 139(3), 971-984
We document a negative relation between air pollution during corporate site visits by investment analysts and subsequent earnings forecasts. After accounting for analyst, weather, and firm characteristics, an extreme worsening of air quality from “good/excellent” to “severely polluted” is associated with a more than 1 percentage point lower profit forecast, relative to realized profits. We explore heterogeneity in the pollution-forecast relation to understand better the underlying mechanism. Pollution only affects forecasts that are announced in the weeks immediately following a visit, indicating that mood likely plays a role, and the effect of pollution is less pronounced when analysts from different brokerages visit on the same date, suggesting a debiasing effect of multiple perspectives. Finally, there is suggestive evidence of adaptability to environmental circumstances – forecasts from analysts based in high pollution cities are relatively unaffected by site visit pollution.

Capital supply and corporate bond issuances: Evidence from mutual fund flows

Journal of Financial Economics 2021 141(2), 551-572
I examine how the investment behavior of bond mutual funds affects corporate financing decisions. Mutual funds that hold a firm’s existing bonds have a high propensity to acquire additional new issuances from the same firm. I utilize this stylized fact to construct a firm-specific bond capital supply measure by aggregating flows from a firm’s existing bondholders. Firms with a higher flow-driven capital supply are more likely to issue bonds, enjoy lower yields, and substitute away from equity financing and bank loans. Information acquisition costs and underwriter relationship likely contribute to the impact of flow-driven capital supply.