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Loyalty-Based Portfolio Choice

Review of Financial Studies 2009 22(3), 1213-1245
[I evaluate the effect of loyalty on individuals' portfolio choice using a unique dataset of retirement contributions. I exploit the statutory difference that, in 401(k) plans, stand-alone employees can invest directly in their division, while conglomerate employees must invest in the entire firm, including all unrelated divisions. Consistent with loyalty, employees of stand-alone firms invest 10 percentage points (75%) more in company stock than conglomerate employees. Support is also found using variation in loyalty between different groups of employees, across and within firms. The cost to employees of loyalty is large, amounting to nearly a 20% loss in retirement income.]

Industry Window Dressing

Review of Financial Studies 2016 29(12), 3354-3393
We explore a new mechanism by which investors take correlated shortcuts and present evidence that managers—using sales management—take advantage of these shortcuts. Specifically, we exploit a regulatory provision wherein a firm's primary industry is determined by the highest sales segment. Exploiting this regulation, we provide evidence that investors classify operationally nearly identical firms as starkly different depending on their placement around this sales cutoff. Moreover, managers appear to exploit this by manipulating sales to be just over the cutoff in favorable industries. Further evidence suggests that managers engage in activities to realize large, tangible benefits from this opportunistic action.

Misvaluing Innovation

Review of Financial Studies 2013 26(3), 635-666
[We demonstrate that a firm's ability to innovate is predictable, persistent, and relatively simple to compute, and yet the stock market appears to ignore the implications of past successes when valuing future innovation. We show that two firms that invest the same in R&D can have quite divergent, but predictably divergent, future paths based on their past track records. A long-short portfolio strategy that takes advantage of the information in past track records earns abnormal returns of roughly 11% annually. Importantly, these past track records also predict divergent future real outcomes in patents, patent citations, and new product innovations.]

Loyalty-Based Portfolio Choice

Review of Financial Studies 2009 22(3), 1213-1245
I evaluate the effect of loyalty on individuals' portfolio choice using a unique dataset of retirement contributions. I exploit the statutory difference that, in 401(k) plans, stand-alone employees can invest directly in their division, while conglomerate employees must invest in the entire firm, including all unrelated divisions. Consistent with loyalty, employees of stand-alone firms invest 10 percentage points (75%) more in company stock than conglomerate employees. Support is also found using variation in loyalty between different groups of employees, across and within firms. The cost to employees of loyalty is large, amounting to nearly a 20% loss in retirement income.

What Matters in Corporate Governance?

Review of Financial Studies 2009 22(2), 783-827 open access
We investigate the relative importance of the twenty-four provisions followed by the Investor Responsibility Research Center (IRRC) and included in the Gompers, Ishii, and Metrick governance index (Gompers, Ishii, and Metrick 2003). We put forward an entrenchment index based on six provisions: staggered boards, limits to shareholder bylaw amendments, poison pills, golden parachutes, and supermajority requirements for mergers and charter amendments. We find that increases in the index level are monotonically associated with economically significant reductions in firm valuation as well as large negative abnormal returns during the 1990–2003 period. The other eighteen IRRC provisions not in our entrenchment index were uncorrelated with either reduced firm valuation or negative abnormal returns.

What Matters in Corporate Governance?

Review of Financial Studies 2009 22(2), 783-827
[We investigate the relative importance of the twenty-four provisions followed by the Investor Responsibility Research Center (IRRC) and included in the Gompers, Ishii, and Metrick governance index (Gompers, Ishii, and Metrick 2003). We put forward an entrenchment index based on six provisions: staggered boards, limits to shareholder bylaw amendments, poison pills, golden parachutes, and supermajority requirements for mergers and charter amendments. We find that increases in the index level are monotonically associated with economically significant reductions in firm valuation as well as large negative abnormal returns during the 1990-2003 period. The other eighteen IRRC provisions not in our entrenchment index were uncorrelated with either reduced firm valuation or negative abnormal returns.]

Too Many Managers: The Strategic Use of Titles to Avoid Overtime Payments

Review of Financial Studies 2026
Abstract We find widespread evidence that firms avoid overtime payments by strategically assigning “managerial” titles. Exploiting the exemption threshold under the Fair Labor Standards Act (FLSA), we find managerial titles increase almost fivefold just above the overtime pay cutoff, including suspect listings, such as “Director of First Impressions” for a role equivalent to “Front-Desk Clerk.” Avoidance is higher when firms have more bargaining power and are financially constrained. It is also more common in occupations with volatile demand and unpredictable worker scheduling. Patterns align with litigation and Department of Labor enforcement. Firms avoid roughly 13.5% in compensation costs, hiring strategic “managers.”

Misvaluing Innovation

Review of Financial Studies 2013 26(3), 635-666 open access
AFA Meetings in Chicago for helpful comments and suggestions. We are grateful for funding from the We demonstrate that a firm’s ability to innovate is predictable, persistent, and relatively simple to compute, and yet the stock market ignores the implications of past successes when valuing future innovation. We show that two firms that invest the exact same in research and development (R&D) can have quite divergent, but predictably divergent, future paths. Our approach is based on the simple premise that while future outcomes associated with R&D investment are uncertain, the past track records of firms may give insight into their potential for future success. We show that a long-short portfolio strategy that takes advantage of the information in past track records earns abnormal returns of roughly 11 percent per year. Importantly, these past track records also predict divergent future real outcomes in patents, patent citations, and new product innovations. Firms engage in a variety of activities. Some of these activities are straightforward, and easy to assess how they will impact firm value (e.g., maintenance capital expenditures). However, some of these activities, while crucially important for the discounted value of a

Industry Window Dressing

Review of Financial Studies 2016 29(12), 3354-3393 open access
We explore a new mechanism by which investors take correlated shortcuts and present evidence that managers—using sales management—take advantage of these shortcuts. Specifically, we exploit a regulatory provision wherein a firm's primary industry is determined by the highest sales segment. Exploiting this regulation, we provide evidence that investors classify operationally nearly identical firms as starkly different depending on their placement around this sales cutoff. Moreover, managers appear to exploit this by manipulating sales to be just over the cutoff in favorable industries. Further evidence suggests that managers engage in activities to realize large, tangible benefits from this opportunistic action. Received July 28, 2014; accepted February 8, 2016 by Editor Andrew Karolyi.