IPOs,trade sales and liquidations: Modelling venture capital exits using survival analysis

This paper examines the dynamics of exit options for US venture capital funds. Using a sample of more than 20,000 investment rounds, we analyze the time to ‘IPO’, ‘trade sale’ and ‘liquidation’ for 6000 VC-backed firms. We model these exit times using competing risks models, which allow for a joint analysis of exit type and exit timing. The hazard rate for IPOs are clearly non-monotonic with respect to time. As time flows, VC-backed firms first exhibit an increased likelihood of exiting to an IPO. However, after having reached a plateau, non-exited investments have fewer possibilities of IPO exits as time increases. This sharply contrasts with trade sale exits, where the hazard rate is less time-varying. We further provide evidence on the impact of economic factors such as syndicate size and composition, geographical location and VC value adding, on exit outcomes.     

The impact of labor unions on investment-cash flow sensitivity

This paper empirically examines how labor unions affect investment-cash flow sensitivity using samples from the US covering the period of 1984–2009. We find a significant positive union effect using a q model of investment. The capital expenditures of firms are 1.71 times more sensitive to internal cash flows when unionization rates increase one standard deviation from the mean. This effect holds when we control for other proxies of financial constraints. In addition, unionized firms are associated with lower cash–cash flow sensitivity, which suggests that the higher investment-cash flow sensitivity in unionized firms is primarily driven by the incentive of these firms to reduce liquidity and enhance bargaining power against the union. We also show that the above union effects become more pronounced during labor contract negotiation years.     

Corporate tax,capital structure,and the accessibility of bank loans: Evidence from China

In this paper, we investigate whether listed firms in China adjust their capital structure in response to an increase in the corporate tax rate. Although theories of capital structure suggest that corporate tax is an important determinant of capital structure, how exogenous changes of the tax rate affect firms’ leverage decisions has not been fully explored. We examine a unique circumstance in which the Chinese government increased the corporate tax rate of firms that had previously received local government tax rebates. The evidence indicates that these firms increased their leverage when the corporate tax rate increased. Further investigation suggests that the adjustment of leverage was mostly driven by firms with a high level of access to bank loans.     

Equity financing and innovation: Is Europe different from the United States?

During the mid and late 1990s young, high-tech firms in the US experienced a supply shift in both internal and external equity fueling a finance-driven boom in corporate R&D. This paper examines whether R&D spending in Europe in a similar way was sensitive to fluctuations in the supply of internal and external equity during the late 1990s and early 2000s. I conjecture that UK and Continental Europe, due to their different financial systems, differ in terms of equity supply. I estimate dynamic R&D regression models for UK and Continental European high-tech firms separately and find significant joint cash-flow effects for newly listed firms in both samples. However, only new firms in the UK experienced a joint external equity effect as well. The findings of this paper suggest a channel through which market-based financial systems outperform the bank-based economies of Continental Europe.     

Effects of debt collection practices on loss given default

In this article, we propose an LGD model that is solely based on legal and internal debt collection actions. Our model is supported by empirical tests in which it performs better than a usual firm specific model. This result is noteworthy when we recall that the model has only binary variables that indicate whether an action was taken. Our model can be applied to update the LGD of distressed firms in a timely manner reflecting the actions taken during the debt collection period. It also can be used to assess the effect of a recovery action and to determine whether to apply an action to certain types of debt.     

Employment protection, firm selection, and growth

How do firing costs affect aggregate productivity growth? To address this question, a model of endogenous growth through selection and imitation is developed. It is consistent with recent evidence on firm dynamics and on the importance of reallocation for productivity growth. In the model, growth is driven by selection among heterogeneous incumbent firms and is sustained as entrants imitate the best incumbents. In this framework, firing costs not only induce misallocation of labor, but also affect growth by affecting firms’ exit decisions. Importantly, charging firing costs only to continuing firms raises growth by promoting selection. Also charging them to exiting firms is akin to an exit tax, hampers selection, and reduces growth—by 0.1 percentage points in a calibrated version of the model. With job turnover very similar in the two settings, this implies that the treatment of exiting firms matters for growth. In addition, the impact on growth rates is larger in sectors where firms face larger idiosyncratic shocks, as in services. This fits evidence that recent EU-U.S. growth rate differences are largest in these sectors and implies that firing costs can play a role here.     

Firm age and the evolution of borrowing costs: Evidence from Japanese small firms

This paper investigates how firms’ borrowing costs evolve as they age. Using a new panel data set of about 100,000 bank-dependent small firms for 1997–2002 and focusing on the channel of “adaptation” (i.e., surviving firms’ borrowing costs decline as they age) and that of “selection” (i.e., total borrowing costs decline as defaulting firms exit), we find that the reputation hypothesis suggested by Diamond (1989) provides a more plausible explanation of the downward sloping age profile of borrowing costs than the firm dynamics (Cooley and Quadrini, 2001) or the relationship banking (Boot and Thakor, 1994) hypothesis. In addition, we examine whether the firm selection process in Japan has been natural or unnatural. Our findings suggest that it has been natural in that firms with lower quality are separated, face higher borrowing costs, and are eventually forced to exit, which contrasts with the results of previous studies on credit allocations in Japan, including Peek and Rosengren (2005). Further, we find that the evolution of borrowing costs is partially due to selection but is mainly attributable to adaptation.     

Boards: Does one size fit all?

This paper reexamines the relation between firm value and board structure. We find that complex firms, which have greater advising requirements than simple firms, have larger boards with more outside directors. The relation between Tobin's Q and board size is U-shaped, which, at face value, suggests that either very small or very large boards are optimal. This relation, however, arises from differences between complex and simple firms. Tobin's Q increases (decreases) in board size for complex (simple) firms, and this relation is driven by the number of outside directors. We find some evidence that R&D-intensive firms, for which the firm-specific knowledge of insiders is relatively important, have a higher fraction of insiders on the board and that, for these firms, Q increases with the fraction of insiders on the board. Our findings challenge the notion that restrictions on board size and management representation on the board necessarily enhance firm value.     

Risk and wealth effects of U.S. firm joint venture activity

Using a sample of US firms engaged in joint venture activity primarily in the 1990s, we test the hypothesis that joint venture activity is motivated by a desire for efficient risk sharing. We find that approximately ninety-six percent of our sample experiences a risk change in response to joint venture activity. A significant proportion of these experience a reduction in beta. No market price response is evident in conjunction with this reduction. In addition, the average parent firm experiences a significant increase in firm risk, which we attribute to taking on the risky joint venture. This increase in risk is particularly pronounced for firms engaged in international joint ventures and is accompanied by a positive market response. Investment stake, pre-venture firm profitability, size and private risk increasing characteristics appear to influence the wealth character of the joint venture. We interpret that there may be a positive market premium for international diversification effects and/or for the flexibility that the real option joint venture opportunity provides.     

Equity issues and temporal variation in information asymmetry

We investigate the intertemporal relation between information asymmetry and equity issues, and particularly focus on which firms drive this relation. We find that when information asymmetry for a particular firm is low compared to the recent past, the firm is more likely to issue equity as opposed to debt. Importantly, this intertemporal association is driven by firms with high levels of information asymmetry. These firms are more prone to adverse selection costs and thus have more to gain by issuing equity after a narrowing of the information gap between managers and investors. Our findings are robust to various firm-specific proxies for information asymmetry.     

Crossing the lines: The conditional relation between exchange rate exposure and stock returns in emerging and developed markets

This paper examines the importance of exchange rate exposure in the return generating process for a large sample of non-financial firms from 37 countries. We argue that the effect of exchange rate exposure on stock returns is conditional and show evidence of a significant return impact to firm-level currency exposures when conditioning on the exchange rate change. We further show that the realized return to exposure is directly related to the size and sign of the exchange rate change, suggesting fluctuations in exchange rates as a source of time-variation in currency return premia. For the entire sample the return impact ranges from 1.2 to 3.3% per unit of currency exposure, and it is larger for firms in emerging markets compared to developed markets. Overall, the results indicate that foreign exchange rate exposure estimates are economically meaningful, despite the fact that individual time-series results are noisy and many exposures are not statistically significant, and that exchange rate exposure plays an important role in generating cross-sectional return variation. Moreover, we show that the relation between exchange rate exposure and stock returns is more consistent with a cash flow effect than a discount rate effect.     

The 2008 short sale ban: Liquidity, dispersion of opinion, and the cross-section of returns of US financial stocks

This study examines the cross-sectional impact of the 2008 short sale ban on the returns of US financial stocks. Motivated by the large cross-sectional variation in the extent to which banned stocks suffer an illiquidity shock, we hypothesize that stocks with larger liquidity declines are associated with poorer contemporaneous stock returns. The evidence supports this hypothesis and suggests that this effect is stronger for more liquid stocks, as predicted by Amihud and Mendelson (1986). Moreover, consistent with Miller’s (1977) model, we report a valuation reversal whereby stocks with higher abnormal returns at the onset of the ban have lower abnormal returns at its removal. Our findings are robust when we control for firms most affected by TARP, include non-banned matched firms, and compare banned firms’ stock returns with their bond returns. From a policy standpoint, the ban reduced valuations, ceteris paribus, of the stocks that were hardest hit by illiquidity.     

Taylor rules, McCallum rules and the term structure of interest rates

Recent empirical research shows that a reasonable characterization of federal-funds-rate targeting behavior is that the change in the target rate depends on the maturity structure of interest rates and exhibits little dependence on lagged target rates. See, for example, Cochrane and Piazzesi [2002. The Fed and interest rates—a high-frequency identification. American Economic Review 92, 90-95.]. The result echoes the policy rule used by McCallum [1994a. Monetary policy and the term structure of interest rates. NBER Working Paper No. 4938.] to rationalize the empirical failure of the ‘expectations hypothesis’ applied to the term structure of interest rates. That is, rather than forward rates acting as unbiased predictors of future short rates, the historical evidence suggests that the correlation between forward rates and future short rates is surprisingly low. McCallum showed that a desire by the monetary authority to adjust short rates in response to exogenous shocks to the term premiums imbedded in long rates (i.e. “yield-curve smoothing”), along with a desire for smoothing interest rates across time, can generate term structures that account for the puzzling regression results of Fama and Bliss [1987. The information in long-maturity forward rates. The American Economic Review 77, 680-392.]. McCallum also clearly pointed out that this reduced-form approach to the policy rule, although naturally forward looking, needed to be studied further in the context of other response functions such as the now standard Taylor [1993. Discretion versus policy rules in practice. Carnegie-Rochester Conference Series on Public Policy 39, 195-214.] Rule. We explore both the robustness of McCallum's result to endogenous models of the term premium and also its connections to the Taylor Rule. We model the term premium endogenously using two different models in the class of affine term-structure models studied in Duffie and Kan [1996. A yield-factor model of interest rates. Mathematical Finance 57, 405-443.]: a stochastic volatility model and a stochastic price-of-risk model. We then solve for equilibrium term structures in environments in which interest rate targeting follows a rule such as the one suggested by McCallum (i.e., the “McCallum Rule”). We demonstrate that McCallum's original result generalizes in a natural way to this broader class of models. To understand the connection to the Taylor Rule, we then consider two structural macroeconomic models which have reduced forms that correspond to the two affine models and provide a macroeconomic interpretation of abstract state variables (as in Ang and Piazzessi [2003. A no-arbitrage vector autoregression of term structure dynamics with macroeconomic and latent variables. Journal of Monetary Economics 50, 745-787.]). Moreover, such structural models allow us to interpret the parameters of the term-structure model in terms of the parameters governing preferences, technologies, and policy rules. We show how a monetary policy rule will manifest itself in the equilibrium asset-pricing kernel and, hence, the equilibrium term structure. We then show how this policy can be implemented with an interest-rate targeting rule. This provides us with a set of restrictions under which the Taylor and McCallum Rules are equivalent in the sense if implementing the same monetary policy. We conclude with some numerical examples that explore the quantitative link between these two models of monetary policy.     

What motivates a subprime borrower to default?

This paper uses a real options approach to analyse the exercise of the default option embedded in mortgages. In particular, it examines a subprime household who borrows at a premium, but hopes to refinance at prime rates if their house appreciates. We show how these optimal default decisions can be used to calculate probabilities of default – an important input for risk management and pricing purposes. Numerical examples are provided, calibrated to US data. In a low interest rate environment, the credit-upgrade potential may discourage subprime borrowers from defaulting. However, default probabilities are highly sensitive to changes in interest rates and house prices. This provides a rational explanation for the prevalence of adjustable rate mortgages among subprime borrowers, and the subsequent large numbers of defaults, when interest rates rose and house prices declined.     

Understanding partial mergers in Japan

Since the late 1990s, Japan has witnessed a substantial increase of partial mergers where two or more firms spin off whole operations in the same business and combine them into a joint venture (JV). This paper provides the first academic evidence on this phenomenon. I find that partial mergers normally occur as a response to negative economic shocks by firms that are larger and more diversified than firms in total mergers. An event study identifies positive and significant returns to partial merger announcements. Unlike total mergers whose value accrues mostly to the shareholders of small (acquired) firms, large and small firms in partial mergers receive comparable returns, which are particularly large to firms forming an equally owned JV. This study also finds that partial mergers are often ex post transformed, with equity sale between partners being the main source of change.     

Managerial ownership dynamics and firm value

From 1988 to 2003, the average change in managerial ownership is significantly negative every year for American firms. We find that managers are more likely to significantly decrease their ownership when their firms are performing well and more likely to increase their ownership when their firms become financially constrained. When controlling for past stock returns, we find that large increases in managerial ownership increase Tobin's q. This result is driven by increases in shares held by officers, while increases in shares held by directors appear unrelated to changes in firm value. There is no evidence that large decreases in ownership have an adverse impact on firm value. We rely on the dynamics of the managerial ownership/firm value relation to mitigate concerns in the literature about the endogeneity of managerial ownership.     

Value, valuation, and the long-run performance of merged firms

We propose an alternative measure of the long-term economic impact of mergers on firm value: post-acquisition changes in intrinsic value. Consistent with the literature on post-acquisition returns, the intrinsic value of merged firms decreases on average in the three years following deal completion, especially for firms with high initial intrinsic values. The loss of intrinsic value is driven primarily by decreases in expected earnings. Finally, using return decompositions, we find evidence that the poor post-acquisition stock returns documented in other studies can be attributed primarily to lost intrinsic value rather than changes in valuation levels.     

Habit formation,surplus consumption and return predictability: International evidence

On an international post World War II dataset, we use an iterated GMM procedure to estimate and test the Campbell and Cochrane (1999, By force of habit: a consumption-based explanation of aggregate stock market behavior. Journal of Political Economy 107, 205–251.) habit formation model with a time-varying risk-free rate. In addition, we analyze the predictive power of the surplus consumption ratio for future stock and bond returns. We find that, although there are important cross-country differences and economically significant pricing errors, for the majority of countries in our sample the model gets empirical support in a variety of different dimensions, including reasonable estimates of risk-free rates. Further, for the majority of countries the surplus consumption ratio captures time-variation in expected returns. Together with the price-dividend ratio, the surplus consumption ratio contains significant information about future stock returns, also during the 1990s. In addition, in most countries the surplus consumption ratio is also a powerful predictor of future bond returns. Thus, the surplus consumption ratio captures time-varying expected returns in both stock and bond markets.     

The causal effect of board size in the performance of small and medium-sized firms

Empirical studies of large publicly traded firms have shown a robust negative relationship between board size and firm performance. The evidence on small and medium-sized firms is less clear; we show that existing work has been incomplete in analyzing the causal relationship due to weak identification strategies. Using a rich data set of almost 7000 closely held corporations we provide a causal analysis of board size effects on firm performance: We use a novel instrument given by the number of children of the chief executive officer (CEO) of the firms. First, we find a strong positive correlation between family size and board size and show this correlation to be driven by firms where the CEO’s relatives serve on the board. Second, we find empirical evidence of a small adverse board size effect driven by the minority of small and medium-sized firms that are characterized by having comparatively large boards of six or more members.     

Housing,consumption and asset pricing

This paper considers a consumption-based asset pricing model where housing is explicitly modeled both as an asset and as a consumption good. Nonseparable preferences describe households’ concern with composition risk, that is, fluctuations in the relative share of housing in their consumption basket. Since the housing share moves slowly, a concern with composition risk induces low frequency movements in stock prices that are not driven by news about cash flow. Moreover, the model predicts that the housing share can be used to forecast excess returns on stocks. We document that this indeed true in the data. The presence of composition risk also implies that the riskless rate is low which further helps the model improve on the standard CCAPM.