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Computational Reproducibility in Finance: Evidence from 1,000 Tests

Review of Financial Studies 2024 37(11), 3558-3593
We analyze the computational reproducibility of more than 1,000 empirical answers to 6 research questions in finance provided by 168 research teams. Running the researchers’ code on the same raw data regenerates exactly the same results only 52% of the time. Reproducibility is higher for researchers with better coding skills and those exerting more effort. It is lower for more technical research questions, more complex code, and results lying in the tails of the distribution. Researchers exhibit overconfidence when assessing the reproducibility of their own research. We provide guidelines for finance researchers and discuss implementable reproducibility policies for academic journals.

Syndicated Lending, Competition, and Relative Performance Evaluation

Review of Financial Studies 2024 37(12), 3802-3834
Relative performance evaluation (RPE) intensifies competitive pressure by tying executive compensation to the profits of rivals. We show that these contracts make loan syndication harder by reducing banks’ willingness to participate in loans underwritten by banks named in their RPE contracts. Lead arranger banks, which are more frequently named in RPE, hold larger shares of the loans they syndicate, and their borrowers receive smaller and fewer loans and face higher spreads. Our results highlight the tension between the normal benefits of competition versus the need for cooperation in loan syndication.

Owner Incentives and Performance in Healthcare: Private Equity Investment in Nursing Homes

Review of Financial Studies 2024 37(4), 1029-1077
Amid an aging population and a growing role for private equity (PE) in the care of older adults, this paper studies how PE ownership affects U.S. nursing homes using patient-level Medicare data. We show that PE ownership leads to a patient cohort with lower health risk. However, after instrumenting for the patient-nursing home match, we find that PE ownership increases mortality by 11%. Declines in measures of patient well-being, nurse staffing, and compliance with care standards help to explain the mortality effect. Overall, we conclude that PE has nuanced effects with adverse outcomes for a subset of patients.

Shareholder Monitoring through Voting: New Evidence from Proxy Contests

Review of Financial Studies 2024 37(2), 591-638
We present the first comprehensive study of mutual fund voting in proxy contests. Among contests where voting takes place, passive funds are 10 percentage points less likely than active funds to vote for dissidents. The gap shrinks significantly when accounting for votes withheld from management nominees, settled contests, and votes by non-“Big-Three” fund families. Passive and active funds are equally informed about firm fundamentals, although passive funds view contest-related SEC filings more often than active funds during contests, in absolute levels and incrementally relative to noncontest periods. We conclude that passive funds are engaged shareholders in high-stakes voting events.

Banking on Carbon: Corporate Lending and Cap-and-Trade Policy

Review of Financial Studies 2024 37(5), 1640-1684
We estimate the effect of carbon pricing policy on bank credit to greenhouse-gas-emitting firms. Our analyses exploit the geographic restrictions inherent in California’s cap-and-trade bill and a discontinuity in the embedded free permit threshold of the federal Waxman-Markey cap-and-trade bill. Affected high emission firms face shorter loan maturities, lower access to permanent forms of bank financing, higher interest rates, and higher participation of shadow banks in their lending syndicates. These effects are concentrated among private firms, while credit terms of public firms are largely unaffected. Overall, we show that banks respond quickly to realizations of transition risk.

Noise in Expectations: Evidence from Analyst Forecasts

Review of Financial Studies 2024 37(5), 1494-1537
Analyst forecasts outperform econometric forecasts in the short run but underperform in the long run. We decompose these differences in forecasting accuracy into analysts’ information advantage, forecast bias, and forecast noise. We find that noise and bias strongly increase with forecast horizon, while analysts’ information advantage decays rapidly. A noise increase with horizon generates a mechanical reversal in the sign of the error-revision (Coibion-Gorodnichenko) regression coefficient at longer horizons, independently of over-/underreaction. A parsimonious model with bounded rationality and a noisy cognitive default matches the term structures of noise and bias jointly.

Using Social Media to Identify the Effects of Congressional Viewpoints on Asset Prices

Review of Financial Studies 2024 37(7), 2244-2272
We use a high-frequency identification approach to document that individual politicians affect asset prices. We exploit the regular flow of viewpoints contained in Congress members’ tweets. Supportive (critical) tweets increase (decrease) the stock prices of the targeted firm and the corresponding industry in minutes around the tweet. The bulk of the stock price effects is concentrated in the tweets revealing news about future legislative action. The effects are amplified around committee meeting days, especially when the tweet originates from committee members and influential politicians. Overall, we show that Congress members’ social media accounts are an important source of political news.

Local Effects of Global Capital Flows: A China Shock in the U.S. Housing Market

Review of Financial Studies 2024 37(3), 761-801
This paper studies the real effects of foreign real estate capital inflows. Using transaction-level data, we document (i) a “China shock” in the U.S. housing market characterized by surging foreign Chinese housing purchases after 2008, and (ii) “home bias” in these purchases, as they concentrate in neighborhoods historically populated by ethnic Chinese. Exploiting their temporal and spatial variation, we find that these capital inflows raise local employment, with the effect transmitted through a housing net worth channel. However, they displace local lower-income residents. Our results show that real estate capital inflows can both stimulate the real economy and induce gentrification.

Unsmoothing Returns of Illiquid Funds

Review of Financial Studies 2024 37(7), 2110-2155
Funds investing in illiquid assets report returns with spurious autocorrelation. Consequently, investors need to unsmooth these funds’ returns when evaluating their risk exposures. We show that funds with similar investments share a common source of spurious autocorrelation not fully resolved by traditional unsmoothing methods and thereby leading to underestimation of systematic risk. Thus, we propose a generalized unsmoothing technique and apply it to hedge funds and private commercial real estate funds. Our method significantly improves the measurement of funds’ risk exposures and risk-adjusted performance, especially for highly illiquid funds. Overall, the average illiquid fund alpha is lower than previously thought.

The Bright Side of Political Uncertainty: The Case of R&D

Review of Financial Studies 2024 37(10), 2937-2970
We use close gubernatorial elections as a quasi-natural experiment to document a positive effect of political uncertainty on firm-level R&D. This finding is in contrast to the existing literature documenting a negative impact of political uncertainty on capital investment. We examine potential mechanisms and find that our results are consistent with the growth option view of R&D investment. The effect is stronger for politically sensitive and high-tech industries.The results are robust to different proxies for political uncertainty shocks. As predicted by models of investment under uncertainty, the real effects of political uncertainty critically depend on the type of the investment. JEL G18, G38, O31, O32