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Simple formulas for standard errors that cluster by both firm and time

Journal of Financial Economics 2011 99(1), 1-10
When estimating finance panel regressions, it is common practice to adjust standard errors for correlation either across firms or across time. These procedures are valid only if the residuals are correlated either across time or across firms, but not across both. This paper shows that it is very easy to calculate standard errors that are robust to simultaneous correlation along two dimensions, such as firms and time. The covariance estimator is equal to the estimator that clusters by firm, plus the estimator that clusters by time, minus the usual heteroskedasticity-robust ordinary least squares (OLS) covariance matrix. Any statistical package with a clustering command can be used to easily calculate these standard errors.

Deviation from the target capital structure and acquisition choices

Journal of Financial Economics 2011 102(3), 602-620
This study finds that managers take deviations from their target capital structures into account when planning and structuring acquisitions. Specifically, firms that are overleveraged relative to their target debt ratios are less likely to make acquisitions and are less likely to use cash in their offers. Furthermore, they acquire smaller targets and pay lower premiums. Managers of overleveraged firms also actively rebalance their capital structures when they anticipate a high likelihood of making an acquisition. Finally, they pursue the most value-enhancing acquisitions. Collectively, these findings improve understanding of how firms choose their capital structures and shed light on the interdependence of capital structure and investment decisions in the presence of financial frictions.

An Empirical Analysis of the Revival of Fiscal Activism in the 2000s

Journal of Economic Literature 2011 49(3), 686-702
An empirical review of the three fiscal stimulus packages of the 2000s shows that they had little if any direct impact on consumption or government purchases. Households largely saved the transfers and tax rebates. The federal government only increased purchases by a small amount. State and local governments saved their stimulus grants and shifted spending away from purchases to transfers. Counterfactual simulations show that the stimulus-induced decrease in state and local government purchases was larger than the increase in federal purchases. Simulations also show that a larger stimulus package with the same design as the 2009 stimulus would not have increased government purchases or consumption by a larger amount. These results raise doubts about the efficacy of such packages adding weight to similar assessments reached more than thirty years ago. (JEL E21, E23, E32, E62, H50)

How Q and Cash Flow Affect Investment without Frictions: An Analytic Explanation

Review of Economic Studies 2011 78(4), 1179-1200 open access
We derive a closed-form solution for Tobin's Q in a stochastic dynamic framework. We show analytically that investment is positively related to Tobin's Q and cash flow, even in the absence of adjustment costs or financing frictions. Both Q and investment move in the same direction as expected revenue growth, so changes in expected revenue growth induce Q and investment to comove positively. Similarly, shocks to current cash flow, arising from shocks to the user cost of capital in our model, cause investment and cash flow per unit of capital to comove positively. Furthermore, we show that this alternative mechanism for the relationship among investment, Q, and cash flow delivers larger cash flow effects for smaller- and faster-growing firms, as observed in the data. Moreover, the empirically small sensitivity of investment to Tobin's Q does not imply implausibly large adjustment costs in our model (since there are no adjustment costs). Calibrating the model generates values of Q similar to those in the data; investment is more sensitive to cash flow than it is to Q, and both responses are of empirically plausible magnitudes.

Top Incomes in the Long Run of History

Journal of Economic Literature 2011 49(1), 3-71
A recent literature has constructed top income shares time series over the long run for more than twenty countries using income tax statistics. Top incomes represent a small share of the population but a very significant share of total income and total taxes paid. Hence, aggregate economic growth per capita and Gini inequality indexes are sensitive to excluding or including top incomes. We discuss the estimation methods and issues that arise when constructing top income share series, including income definition and comparability over time and across countries, tax avoidance, and tax evasion. We provide a summary of the key empirical findings. Most countries experience a dramatic drop in top income shares in the first part of the twentieth century in general due to shocks to top capital incomes during the wars and depression shocks. Top income shares do not recover in the immediate postwar decades. However, over the last thirty years, top income shares have increased substantially in English speaking countries and in India and China but not in continental European countries or Japan. This increase is due in part to an unprecedented surge in top wage incomes. As a result, wage income comprises a larger fraction of top incomes than in the past. Finally, we discuss the theoretical and empirical models that have been proposed to account for the facts and the main questions that remain open. (JEL D31, D63, H26, N30)

The Restoration of Welfare Economics

American Economic Review 2011 101(3), 157-161
This paper argues that welfare economics should be restored to a prominent place on the agenda of economists, and should occupy a central role in the teaching of economics. Economists should provide justification for the ethical criteria underlying welfare statements, and these criteria require constant re-evaluation in the light of developments in economic analysis and in moral philosophy. Economists need to be more explicit about the relation between welfare criteria and the objectives of governments, policy-makers and individual citizens. Moreover, such a restoration of welfare economics should be accompanied by consideration of the adoption of an ethical code for the economics profession.

Understanding analysts' use of stock returns and other analysts' revisions when forecasting earnings

Journal of Accounting and Economics 2011 51(3), 279-299
We investigate analysts' use of stock returns and other analysts' forecast revisions in revising their own forecasts after an earnings announcement. We find that analysts respond more strongly to these signals when the signals are more informative about future earnings changes. Although analysts underreact to these signals on average, we find that analysts who are most sensitive to signal informativeness achieve superior forecast accuracy relative to their peers and have a greater influence on the market. The results suggest that the ability to extract information from the actions of others serves as one source of analyst expertise.

Adverse Selection and Convertible Bonds

Review of Economic Studies 2011 78(1), 148-175
Informational asymmetries between a firm and investors may lead to adverse selection in capital markets. This paper demonstrates that when the market obtains noisy information about a firm over time, this adverse selection problem can be costlessly solved by issuing callable convertible bonds with restrictive call provisions. Such securities can be designed to make the payoff to new claimholders independent of the private information of the manager. This eliminates the possibility of any dilution of equity or underinvestment and implements the symmetric information outcome in either a pooling or a separating equilibrium. The same first-best efficient outcome can also be implemented by issuing floating-price and mandatory convertibles.

Can Second-Generation Endogenous Growth Models Explain the Productivity Trends and Knowledge Production in the Asian Miracle Economies?

The Review of Economics and Statistics 2011 93(4), 1360-1373
Using data for six Asian miracle economies over the period from 1953 to 2006, this paper examines the extent to which growth has been driven by R&D and tests which second-generation endogenous growth model is most consistent with the data. The results give strong support to Schumpeterian growth theory but only limited support to semi-endogenous growth theory. Furthermore, it is shown that R&D has played a key role for growth in the Asian miracle economies.

Campaign Advertising and Election Outcomes: Quasi-natural Experiment Evidence from Gubernatorial Elections in Brazil

Review of Economic Studies 2011 78(2), 590-612 open access
Whether campaign advertising influences election outcomes is an open question; a paradox given the amount spent on campaigning in general and TV advertising in particular. We argue that such “absence of documentation” is due to the focus of the empirical literature on the United States, in which the allocation of campaign spending and advertising is decentralized. We explore a quasinatural experiment that enables us to mitigate the omitted variables and reverse causality problems caused by decentralized allocation. In Brazil, gubernatorial elections work in a two-round system. In the first round, candidates’ TV time shares are determined by their coalitions’ share of seats in the National Parliament. In the second round, TV time is split equally between the first-round winner and runner-up. Using differences between rounds as a source of variation, we find a large causal effect of TV advertising on election outcomes.