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The application of visual analytics to financial stability monitoring

Journal of Financial Stability 2016 27, 180-197
This paper provides an overview of visual analytics—the science of analytical reasoning enhanced by interactive visualizations tightly coupled with data analytics software—and discusses its potential benefits in monitoring systemic financial stability. The core strength of visual analytics is to combine visualization's high-bandwidth information channel to the human analyst with the flexibility and power of rapid-iteration analytics. This combination is especially valuable in the context of macroprudential supervision, which is increasingly dominated by large volumes of dynamic and heterogeneous data. Our contribution is to describe and categorize the analytical challenges faced by macroprudential supervisors, and to indicate where and how visual analytics can increase supervisors’ comprehension of the data stream, helping to transform it into actionable knowledge to support informed decision- and policy-making. The paper concludes with suggestions for a research agenda.

The Effect of Investor Status on Investors' Susceptibility to Earnings Fixation

Contemporary Accounting Research 2016 33(1), 152-171
This study investigates whether an individual's status as a current or a prospective investor affects the investor's susceptibility to earnings fixation and proposes a mechanism to reduce earnings fixation. Our experimental results suggest that current investors are more susceptible to earnings fixation than prospective investors, and that current investors can reduce earnings fixation by explicitly forecasting future earnings as part of their evaluation process. We provide theory‐consistent evidence that current investors' prevention focus makes them elevate the importance of summary earnings in their evaluation of a company. However, after forecasting future earnings, current investors view summary earnings as only one of several similarly important evaluation inputs rather than as one substantially more important input (relative to its components). Our study contributes to research on earnings fixation and investor status. We also contribute to practice by documenting the moderating effect of investor status on earnings fixation and by identifying a simple mechanism that current investors can use to reduce their susceptibility to earnings fixation.

Benchmarking macroprudential policies: An initial assessment

Journal of Financial Stability 2016 27, 35-49 open access
In recognition of the severe consequences of the recent international financial crisis, the topic of macroprudential policy has elicited considerable research effort. The present study constructs, for 46 economies around the globe, an index of the capacity to deploy macroprudential policies. Building on elements that have been the subject of recent research, we develop an index that aims to represent the essence of what constitutes a macroprudential regime. Specifically, the index quantifies: (1) how existing macroprudential frameworks are organized; and (2) how far a particular jurisdiction is from reaching the goals established by the Group of Twenty (G20) and the Financial Stability Board (FSB). The latter is a benchmark that has not been considered in the burgeoning literature that seeks to quantify the role of macroprudential policies.

Looking beyond Enrollment: The Causal Effect of Need-Based Grants on College Access, Persistence, and Graduation

Journal of Labor Economics 2016 34(4), 1023-1073
The government has attempted to ameliorate gaps in college access and success by providing need-based grants, but little evidence exists on the long-term impacts of such aid. We examine the effects of the Florida Student Access Grant (FSAG) using a regression-discontinuity strategy and exploiting the cut-off used to determine eligibility. We find that grant eligibility had a positive effect on attendance, particularly at public 4-year institutions. Moreover, FSAG increased the rate of credit accumulation and bachelor’s degree completion within 6 years, with a 22% increase for students near the eligibility cut-off. The effects are robust to sensitivity analysis.

Growing Pains: Audit Quality and Office Growth

Contemporary Accounting Research 2016 33(1), 288-313
This study provides evidence on how local office growth affects audit quality. We predict that significant recent growth will temporarily stress office resources, leading to a negative relation between office‐level growth and audit quality. To test this prediction, we examine a sample of 17,062 firm‐year observations from 2005 to 2010. Results indicate a consistent negative relation between changes in volume of audit work and audit quality. Specifically, clients of offices that experience increases in workload over the prior year have greater absolute discretionary accruals as well as an increased likelihood of restatement. Our tests also indicate that the effect of office growth is transient and vanishes after one year. We find limited evidence that the size of the auditor's national network of offices partially mitigates the negative effects of office growth on audit quality. We further show that proxies for audit quality are negatively related to office‐level growth from new and existing clients. These findings are robust to controls for client and auditor characteristics as well as alternative specifications of growth. Taken together, evidence indicates that while larger offices provide higher audit quality, the benefits of office size are not realized immediately and rapid growth temporarily impairs audit quality. These results are informative to regulators concerned with audit quality and to practitioners charged with adjusting to office growth.

Unhappy Cities

Journal of Labor Economics 2016 34(S2), S129-S182 open access
There are persistent differences in self-reported subjective well-being across US metropolitan areas, and residents of declining cities appear less happy than others. Yet some people continue to move to these areas, and newer residents appear to be as unhappy as longer-term residents. While historical data on happiness are limited, the available facts suggest that cities that are now declining were also unhappy in their more prosperous past. These facts support the view that individuals do not maximize happiness alone but include it in the utility function along with other arguments. People may trade off happiness against other competing objectives.

Making Do with Less: Working Harder during Recessions

Journal of Labor Economics 2016 34(S1), S333-S360 open access
There are two obvious possibilities that can account for the rise in productivity during recent recessions. The first is that the decline in the workforce was not random, and that the average worker was of higher quality during the recession than in the preceding period. The second is that each worker produced more while holding worker quality constant. We call the second effect, "making do with less," that is, getting more effort from fewer workers. Using data spanning June 2006 to May 2010 on individual worker productivity from a large firm, it is possible to measure the increase in productivity due to effort and sorting. For this firm, the second effect-that workers' effort increases-dominates the first effect-that the composition of the workforce differs over the business cycle.

Disclosure Standards and the Sensitivity of Returns to Mood

Review of Financial Studies 2016 29(3), 787-822
We provide evidence that higher-quality disclosure standards are associated with stock returns that are less sensitive to noise driven by investors' moods. We identify return-mood sensitivity (RMS) based on the association between index returns and urban cloudiness, a source of short-term variation in mood. Based on a stylized model, we predict and find evidence consistent with higher-quality disclosure standards reducing RMS by tilting susceptible investors' trades toward information and by facilitating sophisticated investors' arbitrage. Our findings suggest that disclosure standards play an important role in enhancing price efficiency by reducing noise in returns, particularly noise related to investors' short-term moods.

Excusing Selfishness in Charitable Giving: The Role of Risk

Review of Economic Studies 2016 83(2), 587-628 open access
Decisions involving charitable giving often occur under the shadow of risk. A common finding is that potential donors give less when there is greater risk that their donation will have less impact. While this behavior could be fully rationalized by standard economic models, this paper shows that an additional mechanism is relevant: the use of risk as an excuse not to give. In a laboratory study, participants evaluate risky payoffs for themselves and risky payoffs for a charity. When their decisions do not involve tradeoffs between money for themselves and the charity, they respond very similarly to self risk and charity risk. By contrast, when their decisions force tradeoffs between money for themselves and the charity, participants act more averse to charity risk and less averse to self risk. These altered responses to risk bias participants towards choosing payoffs for themselves more often, consistent with excuse-driven responses to risk. Additional results support the existence of excuse-driven types.