Knowledge that Transforms

Nasdaq's Small Order Execution System (SOES) allows orders to be submitted by computer, thereby assuring rapid execution at quoted prices. We examine trading in the 20 largest Nasdaq stocks around the time of a rule change that reduced the largest SOES trades from 1000 to 500 shares. We show that SOES trades contain information about short-term price movements and that SOES trading declined dramatically with the rule change. However, quoted and effective spreads were unaffected by the rule change.

This paper examines change in property-liability insurers' risk-taking around enactments of state guaranty fund laws. Our evidence suggests that the risk of insurers' asset portfolios increases following enactments. But this increase in risk is significant only for stock insurers. Our evidence of increased risk-taking following guaranty-fund adoptions suggests that the way these funds are organized creates counterproductive investment incentives, especially for stock companies. Because these laws were enacted by states over the period 1969–1981, our evidence on changes in risk-taking helps resolve statistical problems that have been troublesome for studies of bank deposit insurance.

Our simulation results show that tests for long-horizon (i.e.. multi-year) abnormal security returns around firm-specific events are severely misspecified. The rejection frequencies using parametric tests sometimes exceed 30% when the significance level of the test is 5%. Our results are robust to many different abnormal-return models. Conclusions from long-horizon studies require extreme caution. Nonparametric and bootstrap tests are likely to reduce misspecification.

Management compensation is often categorized as either sensitive or insensitive to firm performance. This one-dimensional treatment ignores the variation in the types and terms of compensation contracts. Through a cross-sectional examination of share-holder-authorized compensation arrangements, this paper demonstrates that the terms of stock option and restricted stock plans, and the flexibility afforded the board of directions in negotiating with managers, vary systematically with the characteristics of the assets being managed. This variation in compensation contracting challenges theorists to incorporate the richness of management contracts into models of incentive pay.

We analyze the effect of privatization on the performance of British Airways by examining the privatization's impact on airfares and competitors' stock prices. We find that stock prices of U.S. competitors fell a significant 7% upon British Airways' privatization, implying expectation of a more competitive British Airways. Closer rivals of British Airways experienced a greater drop in stock price than more distant rivals. Further, airfares in markets served by British Airways fell significantly upon privatization. The results suggest that a change from government to private ownership improves economic efficiency.

This paper examines 472 securities that were listed on Nasdaq and moved to the NYSE or Amex. When Nasdaq market makers avoid odd-eighth quotes, bid-ask spreads are large and decline dramatically with exchange listing. When market makers use both odd and even eighths, spreads are smaller and decline only slightly with exchange listing. The large spreads observed when Nasdaq market makers avoid odd-eighths cannot be explained by security-specific characteristics. Instead, the results support the conclusion that the avoidance of odd-eighth quotes is used as a coordination device among Nasdaq market makers to maintain supra-competitive bid-ask spreads.

This study explores multivariate methods for investment analysis based on return histories that differ in length across assets. The longer histories provide greater information about moments of return, not only for the longer-history assets, but for the shorter-history assets as well. To account for the remaining parameter uncertainty, or ‘estimation risk’, portfolio opportunities are characterized by a Bayesian predictive distribution. Examples involving emerging markets demonstrate the value of using the combined sample of histories and accounting for estimation risk, as compared to truncating the sample to produce equal-length histories or ignoring estimation risk by using maximum-likelihood estimates.

This special issue of the Journal of Financial Economics includes six articles that analyze the market microstructure of Nasdaq in various ways. The question of the costs of trading on Nasdaq has become contentious in both the academic and legal/regulatory arenas since the Christie and Schultz (1994) article first noted that many actively traded Nasdaq stocks were almost never quoted on odd eights. The articles in this symposium bring new and interesting insights to this debate.

Mutual funds are typically grouped by their investment objectives or the ‘style’ of their managers. We propose a new empirical to the determination of manager ‘style’. This approach is simple to apply, yet it captures nonlinear patterns of returns that result from virtually all active portfolio management styles. Our classifications are superior to common industry classifications in predicting cross-sectional future performance, as well as past performance, and they also outperform classifications based on risk measures and analogue portfolios. Interestingly, ‘growth’ funds typically break down into several categories that differ in composition and strategy.

This paper examines the magnitude and determinants of transactions costs for a sample of institutional traders with different investment styles. Using order-level data for recent equity transactions totaling $83 billion, we find that trading costs are economically significant and increase with trade difficulty. In addition, costs vary with traderspecific factors such as investment style and order submission strategy, as well as stock-specific factors such as exchange listing. We find evidence that institutional trades in exchange-listed stocks have lower costs than in comparable Nasdaq stocks.