On the Life Cycle Dynamics of Venture‐Capital‐ and Non‐Venture‐Capital‐Financed Firms

We use data over 25 years to understand the life cycle dynamics of VC‐ and non‐VC‐financed firms. We find successful and failed VC‐financed firms achieve larger scale but are not more profitable at exit than matched non‐VC‐financed firms. Cumulative failure rates of VC‐financed firms are lower, with the difference driven largely by lower failure rates in the initial years after receiving VC. Our results are not driven by VCs disguising failures as acquisitions or by certain types of VCs. The performance difference between VC‐ and non‐VC‐financed firms narrows in the post‐internet bubble years, but does not disappear.     

Price Discovery in Near‐ and Away‐from‐the‐Money Option Markets

This paper examines the relative price discovery roles of near‐ and away‐from‐the‐money option markets. The evidence shows that, when considering multiple options with different strike prices jointly, option markets have an average information share of 17.6%. However, no individual option market dominates in the price discovery process, higher and lower trading activity options (i.e., near‐ and away‐from‐the‐money options, respectively) each contribute approximately equally to this process. The main implications of these results are that (1) collectively, option markets process a substantial amount of new stock price‐related information, and (2) looking across strike prices, option markets appear to be informationally nonredundant.     

Equity‐based incentives and shareholder say‐on‐pay

We study the relationship between CEO pay‐performance sensitivity, pay‐risk sensitivity, and shareholder voting outcomes as part of the “say‐on‐pay” provision of the 2010 US Dodd‐Frank Act. Consistent with our hypothesis, we provide evidence that shareholders tend to approve of compensation packages that are more sensitive to changes in stock price (pay‐performance sensitivity). Our findings are consistent with theoretical predictions that outside owners approve of equity incentives as a means of aligning managers' interests with those of shareholders. We also document that future changes to equity‐based incentives are related to voting outcomes and that shareholders incorporate CFO incentives into their votes. Collectively, these results provide evidence of the importance of equity‐based incentives from the perspective of those most concerned with firm value and of the effectiveness of say‐on‐pay as a governance mechanism.     

Understanding Post‐Euro Law‐of‐One‐Price Deviations

We put together a unique panel of thousands of good‐level prices before and after the euro to compare the determinants and understand the evolution of goods price dispersion across Europe over time. We find that tradeability and nontraded inputs play a significantly smaller role for cross‐country price dispersion after the adoption of the euro, and for Eurozone economies as compared to European Union ones. We then compare the distributions of law‐of‐one‐price (LOP) deviations over time to understand how the degree of integration across European economies changed after the euro. Our tests reveal that the distributions after the euro are typically significantly different from those before, consistent with a greater degree of integration. Utilizing our unique panel data set to trace the location of individual goods in the distribution of LOP deviations, we ask how the price advantage or disadvantage evident in these price distributions evolves over time, and whether goods characteristics play a role for the persistence of these LOP deviations. LOP deviations for these goods are highly correlated over 5‐ or 10‐ year horizons, and correlations remain significantly high over longer horizons. These correlations are greater for homogeneous as compared to differentiated goods and vary across countries. Finally, for most of these European economies and goods, price advantage is typically revealed to be more persistent than price disadvantage.     

On‐the‐Job Learning and News‐Driven Business Cycles

This paper proposes a new channel of on‐the‐job learning to explain the positive comovement between consumption and employment following good news about future productivity. The new recruits can generate an additional stream of output production in all future periods, and the firm's labor demand is thus characterized by the forward‐looking property. Therefore, the firm is motivated to hire more new recruits in advance in response to good news about future productivity. Once the increase in labor demand is greater than the decrease in labor supply caused by the income effect, the coincident rise in consumption and employment can be driven by the news shock. When such a channel is paired with investment adjustment costs and the endogenous capacity utilization rate, this paper provides a plausible explanation for simultaneous booms in current consumption, investment, output, and employment to match the empirical evidence under the news shock.     

Nonlinearity and Flight‐to‐Safety in the Risk‐Return Trade‐Off for Stocks and Bonds

We document a highly significant, strongly nonlinear dependence of stock and bond returns on past equity market volatility as measured by the VIX. We propose a new estimator for the shape of the nonlinear forecasting relationship that exploits variation in the cross‐section of returns. The nonlinearities are mirror images for stocks and bonds, revealing flight‐to‐safety: expected returns increase for stocks when volatility increases from moderate to high levels while they decline for Treasuries. These findings provide support for dynamic asset pricing theories in which the price of risk is a nonlinear function of market volatility.     

Consumer‐surplus‐enhancing collusion and trade

That collusion among sellers hurts buyers is a central tenet in economics. We provide an oligopoly model in which collusion can raise consumer surplus. A differentiated‐product duopoly operates in two geographically separated markets. Each market is home to a single firm, but can import, at a cost, from the foreign firm. Under some circumstances, a perfect cartel, relative to duopolistic competition, raises the price of the imported good and lowers the price of the home good. This raises welfare for most consumers and increases aggregate consumer surplus. A similar possibility result applies to autarky. Our analysis applies beyond the spatial setting.     

Management Guidance Pre‐ and Post‐Restatement

We examine whether the quality of restating firms’ management guidance differs in periods before and after restatement announcements. While characteristics of restating firms and the consequences of restatement have been a central topic in accounting and auditing research, the quality of management guidance around restatements is less well understood. We consider two competing characterizations of the link between management forecast accuracy and bias and restatement (an event that tends to signal poor financial controls): “Forecast–Opportunism Explanation” and “Forecast–Ability Explanation”. Under the Forecast–Opportunism Explanation, pre‐restatement weaknesses in financial controls enable managers to manipulate earnings toward forecasts and to meet or exceed opportunistically biased forecasts, and the post‐restatement strengthening of financial controls constrains opportunistic behavior. Under the Forecast–Ability Explanation, pre‐restatement weaknesses in financial controls impede managers’ ability to issue accurate forecasts, and post‐restatement improvements remove impediments so that the accuracy of forecasts improves; forecast bias remains unaffected. Evidence indicates that before a restatement, restating firms’ forecasts are more accurate and relatively more downwardly biased than control firms’ forecasts. Post‐restatement, restating firms have less accurate and less downwardly biased management guidance. Our overall results are consistent with the Forecast–Opportunism Explanation.     

Asymmetric news responses of high‐frequency and non‐high‐frequency traders

Using NASDAQ trade and Reuters news data, I show that the response of aggressive non‐high‐frequency traders (nHFTs) to news is stronger than that of aggressive high‐frequency traders (HFTs). Classifying news into quantitative (“hard”) and less quantitative (“softer”) news, the trading response of aggressive nHFTs to softer news exceeds HFTs’ response. Positive news elicits greater return and nHFT responses than negative news during the 2008 financial crisis period. As this phenomenon persists even after excluding the 2008 short‐sale ban, the results support the hypothesis of nHFTs exhibiting stronger asymmetric responses during crisis periods.     

Chief Financial Officers’ Short‐ and Long‐term Incentive‐based Compensation and Earnings Management

This study examines the association between chief financial officers’ (CFOs) short‐ and long‐term compensation and discretionary current and non‐current accruals. The CFO's cash bonus is used as a measure of short‐term incentives and shares plus options is used as a measure of long‐term incentives. The results show a significant and positive association between CFOs’ short‐term compensation and the absolute value of discretionary current accruals. The results also show a significant and positive association between CFOs’ long‐term compensation and the absolute value of discretionary non‐current accruals. STUDY provides evidence that the earnings management behaviour of CFOs is associated with type of CFO compensation.     

Stare decisis and judicial log‐rolls: a gains‐from‐trade model

The practice of horizontal stare decisis requires that judges occasionally decide cases “incorrectly.” What sustains this practice? Given a heterogeneous bench, we show that the increasing differences in dispositional value property of preferences generates gains when judges trade dispositions over the case‐space. These gains are fully realized by implementing a compromise rule—stare decisis. Absent commitment, we provide conditions that sustain the compromise in a repeated game. When complete compromises become unsustainable, partial compromises still avail. Moreover, judges may prefer to implement partial compromises even when perfect ones are sustainable. Thus, stare decisis is consistent with a partially settled, partially contested legal doctrine.     

Return Characteristics of State‐Owned and Non‐State‐Owned Chinese A Shares

This study examines and compares stock returns and volatilities between state‐owned (SO) and non‐state‐owned (NSO) firms on the Shanghai and Shenzhen stock exchanges. Results vary significantly by exchange. Returns for both firm types, on both exchanges, exhibit negative skewness and high kurtosis inconsistent with a normal distribution. Returns display significant autocorrelation, even after the removal of lower‐order effects. Granger causality tests reveal that Shenzhen returns significantly lead Shanghai returns. Within both exchanges, SO firms lead NSO firms. Neither SO nor NSO firm shares are dominated in terms of second‐order stochastic dominance.     

A neural‐network‐based decision‐making model in the peer‐to‐peer lending market

This study proposes an investment recommendation model for peer‐to‐peer (P2P) lending. P2P lenders usually are inexpert, so helping them to make the best decision for their investments is vital. In this study, while we aim to compare the performance of different artificial neural network (ANN) models, we evaluate loans from two perspectives: risk and return. The net present value (NPV) is considered as the return variable. To the best of our knowledge, NPV has been used in few studies in the P2P lending context. Considering the advantages of using NPV, we aim to improve decision‐making models in this market by the use of NPV and the integration of supervised learning and optimization algorithms that can be considered as one of our contributions. In order to predict NPV, three ANN models are compared concerning mean square error, mean absolute error, and root‐mean‐square error to find the optimal ANN model. Furthermore, for the risk evaluation, the probability of default of loans is computed using logistic regression. Investors in the P2P lending market can share their assets between different loans, so the procedure of P2P investment is similar to portfolio optimization. In this context, we minimize the risk of a portfolio for a minimum acceptable level of return. To analyse the effectiveness of our proposed model, we compare our decision‐making algorithm with the output of a traditional model. The experimental results on a real‐world data set show that our model leads to a better investment concerning both risk and return.     

Right‐to‐Work Laws and Financial Leverage

High leverage can be used to improve a firm's bargaining position with unions. I find that this use of leverage in the United States is concentrated in states without right‐to‐work (RTW) laws. The use of high leverage by unionized firms in these states is associated with high market‐to‐book ratios and is more likely when shareholder and manager interests are aligned through compensation contracts. I confirm these findings by examining the adoption of RTW laws in Oklahoma, as well as presidential and congressional elections. Moreover, I confirm the importance of RTW laws using cash balances instead of leverage.     

On the Publicity of Two‐Stage Spin‐Offs and Equity Carve‐Outs

We investigate the effect of pre‐offer publicity on ownership, pricing, and aftermarket performance for equity carve‐outs (ECOs) and two‐stage spin‐offs (COSOs). Contrary to ECOs, for COSOs the parent firm's shareholders end up with free shares in the subsidiary. As the value of large share blocks is likely to be negatively affected by the emergence of new blocks after the divestiture, we hypothesize that parent firms undertaking COSOs may conduct more pre‐offer publicity to attract more retail investors, keeping outside ownership diffuse and inflating aftermarket performance until the distribution of the free shares. We find empirical support for our hypotheses.     

Dividend preference of tradable‐share and non‐tradable‐share holders in Mainland China

Comprehensive data on corporate announcements of Chinese firms allows us to examine the preference for, and determinants of, cash and stock dividends. The results indicate that Chinese public investors prefer stock dividends over cash dividends, which are preferred by large state and legal person shareholders generally. Stock dividends, which do not require an explicit cash outflow from a firm, are found to be positively related to higher earnings, supporting the signalling hypothesis of dividend policy. In an imperfect market, these results have some implications for government regulation of financial markets.     

Endogenous Financial Constraint and Investment‐Cash‐Flow Sensitivity

This paper studies a dynamic investment model with moral hazard. The moral hazard problem implies an endogenous financial constraint on investment that makes the firm's investment sensitive to cash flows. I show that the production technology and the severity of the moral hazard problem substantially affect the dependence of the investment‐cash‐flow sensitivity on the financial constraint. Specifically, if the production technology exhibits almost constant returns to scale in capital or the moral hazard problem is relatively severe, the dependence is negative. Otherwise, the pattern is reversed to some extent. Moreover, the calibrated benchmark model can quantitatively account for the negative dependence of investment and Tobin's Q on size and age observed in the data.     

Short‐ and Long‐Term Effects of Multimarket Trading

We analyze short‐ and long‐term effects of multimarket trading by examining the entries of multiple markets into transacting three ETFs, DIA, QQQ, and SPY. We find that large‐scale entries improve overall market quality, while small‐scale entries have ambiguous effects. Our results show that the competition effect dominates the fragmentation effect over a long horizon and that market fragmentation leads to a decline in trading costs. Further, we find that the order handling rules help mitigate the fragmentation effect and facilitate the competition effect. We do not find that multimarket trading harms price efficiency or increases price volatility.