The accuracy of the tick test: Evidence from the Australian stock exchange

In the absence of information regarding whether a trade is buyer or seller initiated, many researchers have employed the ‘tick’ rule as a proxy. These researchers have been supported in their endeavours by the work of Lee and Ready (1991) which suggests that the tick rule is 90% accurate. Unfortunately, the difficulty of securing data on this issue has made Lee and Ready's paper somewhat unique in that there have been few attempts to confirm their result in US markets and no attempts in other markets. The purpose of this work is to test the robustness of their result in the Australian securities market. Using cleaner intra-day data we mimic the Lee and Ready study to cast some doubt upon the robustness of their findings in different markets. Our results suggest an overall accuracy of approximately 74% as opposed to Lee and Ready's 90%. However, accuracy in excess of 90% is documented when zero ticks are excluded. Further analysis provides evidence that a volatile or trending market will decrease the accuracy of the tick rule. It is also demonstrated that the tick rule is less likely to accurately classify seller initiated trades and small buyer initiated trades.     

The asset pricing effects of UK market liquidity shocks: Evidence from tick data

Using tick data covering a 12 year period including much of the recent financial crisis we provide an unprecedented examination of the relationship between liquidity and stock returns in the UK market. Previous research on liquidity using high frequency data omits the recent financial crisis and is focused on the US, which has a different market structure to the UK. We first construct several microstructure liquidity measures for FTSE All Share stocks, demonstrating that tick data reveal patterns in intra-day liquidity not observable with lower frequency daily data. Our asymptotic principal component analysis captures commonality in liquidity across stocks to construct systematic market liquidity factors. We find that cross-sectional differences in returns exist across portfolios sorted by liquidity risk. These are strongly robust to market, size and value risk. The inclusion of a momentum factor partially explains some of the liquidity premia but they remain statistically significant. However, during the crisis period a long liquidity risk strategy experiences significantly negative alphas.     

The association between management earnings forecasts, earnings management, and stock market valuation: Evidence from French IPOs

This study investigates managers' motivations to engage in earnings management through purposeful interventions in the setting of discretionary accruals, in the context of initial public offerings (IPOs) in France. Firms issuing forecasts in their prospectuses are expected to differ from nonforecasters in the level of earnings management during the year following the public offering. Within the context of contracting theory, four research questions are addressed. First, are IPO firms issuing forecasts more inclined to manage earnings 1 year after an IPO compared to nonforecasting firms? Second, is a forecasting firm's level of earnings management conditioned by earnings-forecast deviation? Third, is earnings management by IPO forecasting firms affected by contractual and governance environments? Fourth, how do investors see through earnings management following IPO earnings forecasts, i.e., how do stock market participants value earnings components (i.e., nondiscretionary and discretionary accruals)? Our findings document that in the year following an IPO, the magnitude of earnings management is much higher for forecasters than for nonforecasters. Results also show that a firm's accrual behavior is affected by earnings-forecast deviation, but the relationship is moderated by contractual and governance constraints. Finally, it would appear that French investors do not adequately readjust the relationship between reported earnings and a firm's market value for the year in which earnings are subject to manipulations.     

Rank and file equity compensation and earnings management: Evidence from stock options

The widespread use of rank and file equity‐based compensation suggests that executives believe that rank and file employees can affect firm outcomes, and some research supports this view. If equity‐based incentives influence rank and file employees’ productive efforts, they might also influence their earnings management decisions. We find that increases in rank and file employees’ option‐based compensation—our proxy for equity‐based compensation—are associated with increases in earnings management and that this relation is attributable to real activities (as opposed to accrual) earnings management. Cross‐sectional tests indicate that the relation is stronger when rank and file option compensation is likely to generate greater performance incentives and attenuated in the presence of more intense monitoring. Finally, we explore the role of cash constraints and overvaluation as potential alternative explanations for this relation and find that neither accounts for our results.     

State ownership and stock liquidity: Evidence from privatization

We provide unique firm-level evidence of the relation between state ownership and stock liquidity. Using a broad sample of newly privatized firms (NPFs) from 53 countries over the period 1994–2014, our study identifies a non-monotonic association between state ownership and stock liquidity. The inverse U-shaped relation is consistent with trade-offs between costs and benefits of state ownership and suggests an optimal level of government shareholdings that maximizes stock liquidity of NPFs. We further identify that the inflection point from the cost/benefit trade-off is contingent upon characteristics of the nation's institutional environment.     

Short-selling,margin-trading,and stock liquidity: Evidence from the Chinese stock markets

This paper examines the impacts of two forms of leveraged trading—margin trading and short selling—on the trading liquidity of individual stocks in China. We find that trading liquidity for relevant stocks generally improves after restrictions on leveraged trading are removed. However, margin trading and short selling have opposite impacts on liquidity. During ordinary periods, margin trading benefits liquidity, whereas short selling damages liquidity; however, during market downturns, their roles are reversed. We also provide evidence suggesting that short sellers are informed traders in China and that short selling reduces stock liquidity because of the increased risk of adverse selection faced by uninformed traders.     

Impact of a tick size reduction on liquidity: evidence from the Sydney Futures Exchange

This paper examines the impact of a reduction in the minimum price increment on liquidity and execution costs in a futures market setting. In 2006, the Sydney Futures Exchange halved the minimum tick in the 3 Year Commonwealth Treasury Bond Futures. Results indicate that bid‐ask spreads are significantly reduced after the change. Quoted depth, both at the best quotes and visible in the limit order book, is significantly lower after the tick reduction. Further analysis reveals that execution costs are significantly reduced after the change. We conclude that a tick size reduction improves liquidity and reduces execution costs in a futures market setting.     

Hedging and earnings management in the light of IFRS implementation: Evidence from the UK stock market

This study examines the association between IFRS implementation, hedging and earnings management. It identifies the financial attributes of firms that utilise hedging and explores the IFRS transition process for hedgers and non-hedgers. This study also investigates the effects of a firm’s decision to use hedging or earnings management on firm value. The findings show that the transition to IFRSs has affected the equity, earnings, leverage and liquidity of hedgers in a significantly positive manner as opposed to non-hedgers, who presented a generally significant negative change in their respective figures. Hedgers tend to be larger sized and exhibit higher profitability, growth, leverage and liquidity. Hedgers also tend to have foreign revenues, be cross-listed in foreign stock markets and audited by a Big 4 auditor. This study reports that hedging and earnings management display an inverse relation. Firm value is found to be positively related to hedging and negatively related to discretionary accruals and managerial opportunism. Effective corporate governance mechanisms are found to display a negative association with discretionary accruals and a positive relation with firm value.     

Reexamination of earnings management before and after SOX: Evidence from SEC staff accounting bulletins 99-100

A substantial literature suggests that earnings management improved for U.S. firms in the post-2002 time period as a result of the Sarbanes-Oxley Act (henceforth, SOX) (Coates and Srinivasan, 2014) which was passed in the latter part of 2002. However, few papers have explored the impact of the Security and Exchange Commission’s Staff Accounting Bulletins (SABs) 99-100 in the year 2000 following their passage in late 1999. As a result, some of the reductions in earnings management that prior research attributes to SOX may have been due to these two SABs. We find that in 2000 there was a significant decline in the zero earnings discontinuity in quarterly earnings considered by prior research to be evidence of earnings management to avoid small losses. Surprisingly, we find only mixed evidence that SOX provided an incremental impact to that of the SABs, which occurs mainly in the quarterly distribution of EPS rather than in scaled quarterly earnings. We also find evidence that the passage of the SABs significantly reduced the practice where firms take write-offs in the fourth quarter that turn a profit for the year into a loss. Overall, our findings suggest that the decline in quarterly earnings management started well before SOX due to the SEC’s initiatives.     

Foreign institutional ownership and stock market liquidity: Evidence from Indonesia

From January 2002 to August 2007, foreign institutions held almost 70% of the free-float value of the Indonesian equity market, or 41% of the total market capitalization. Over the same period, liquidity on the Jakarta Stock Exchange improved substantially with the average bid–ask spread more than halved and the average depth more than doubled. In this study we examine the Granger causality between foreign institutional ownership and liquidity, while controlling for persistence in foreign ownership and liquidity measures. We find that foreign holdings have a negative impact on future liquidity: a 10% increase in foreign institutional ownership in the current month is associated with approximately 2% increase in the bid–ask spread, 3% decrease in depth, and 4% rise in price sensitivity in the next month, challenging the view that foreign institutions enhance liquidity in small emerging markets. Our findings are consistent with the negative liquidity impact of institutional investor ownership in developed markets.     

The impact of reporting changes on hidden liquidity: Evidence from the Chicago stock exchange

This paper analyzes the NYSE Chicago's move to the Pillar integrated trading platform in November 2019. Following the move to Pillar, reported trading volume increases significantly for both equities and exchange traded funds (ETFs). The increase in trading volume and volume share in the NYSE Chicago is largely driven by trades against hidden liquidity. This increase in hidden liquidity is economically significant and is largely determined by the reporting of qualified contingent trades, QCTs. Although these trades were reported in the NYSE's Daily Trades and Quotes (DTAQ) files, these trades were not reported to the SEC's MIDAS database until to the move to Pillar. This paper shows the cross trade volume in the CHX comprises a significant amount of hidden volume in the U.S.     

The impact of short-selling and margin-buying on liquidity: Evidence from the Chinese stock market

We propose a framework based on limit order book to analyze the impact of short-selling and margin-buying on liquidity. We show that when short-sellers are perceived as informed, adverse selection may lead to uninformed traders withdrawing their limit orders. Given that the Chinese stock market has strong information asymmetry and a high proportion of uninformed traders, we predict that the pilot program launched in March 2010, which lifts restrictions on short-selling and margin-buying for a designated list of stocks, may have a negative impact on liquidity. We perform difference-in-differences tests and show evidence that allowing for short-selling and margin-buying indeed has a significantly negative impact on liquidity for stocks on the designated list. In particular, the negative impact on liquidity is more pronounced for stocks with high information asymmetry. Nevertheless, when short-selling volume dries up due to regulation changes in August 2015, i.e., the “T+1” trading rule on short-selling, we show that consistent with model predictions, lifting restrictions on short-selling and margin-buying has a positive effect on liquidity.     

The effect of tick size on managerial learning from stock prices

We investigate the effect of tick size, a key feature of market microstructure, on managerial learning from stock prices. Using a randomized controlled tick-size experiment, the 2016 Tick Size Pilot Program, we find that a larger tick size increases a firm's investment sensitivity to stock prices, suggesting that managers glean more new information from stock prices to guide their investment decisions as the tick size increases. Consistently, we also find that changes in managerial beliefs, as reflected in adjustments of forecasted capital expenditures, respond more strongly to market feedback under a larger tick size. Additional evidence suggests the following mechanism through which tick size affects managerial learning: a larger tick size reduces algorithmic trading, in turn encouraging fundamental information acquisition. Increased fundamental information acquisition generates incremental information about growth opportunities, macroeconomic factors, and industry factors, with respect to which the market has a comparative information advantage over management.     

Split-share reform and earnings management: Evidence from China

This paper investigates the impact of split-share structure reform on earnings management in China. A unique institutional feature of China was the co-existence of two types of share that endowed all shareholders with equal voting and cash flow rights but different tradability. This split-share structure significantly constrained the tradability of shares that led the Chinese Securities Regulatory Commission to make it mandatory for the conversion of non-tradable shares into tradable shares from 2006 onwards. We investigate whether such a conversion has any effect on information quality through reduced earnings manipulation. We specifically examine the incentives for earnings management during the reform-transition period. A unique feature of the split-share reform has been the requirement for non-tradable share holders to compensate the tradable share holders. We argue that the rational response from the non-tradable share holders would be to pay a lower consideration to tradable share holders by portraying a favorable picture through income-increasing earnings management. We also test for the effect of an increase in tradable shares on earnings management during the reform-transition and post-reform period.     

Audit opinion and earnings management: Evidence from Greece

This study examines the relationship between audit opinions and earnings management, as measured by discretionary accruals, for listed firms on the Athens Stock Exchange (ASE). We divide the qualified audit opinions into two categories: qualified for the going-concern uncertainty and qualified for other reasons. The results indicate that audit opinions are not related to earnings management. Client financial characteristics, such as profitability and size are determinants of the going-concern audit opinion decision. The decision of auditors to issue qualified opinions for other reasons is explained by the type of audit opinion issued in the previous year.     

Drug approval decisions: A note on stock liquidity effects

We analyze the relationship between positive stock returns, changes in trading activities, and liquidity improvements following drug approval announcements. Using a unique hand-collected data set on approval decisions in Europe, we find that stock liquidity does change. Stocks temporarily exhibit strong abnormal trading volume, lower spreads, and permanently become more liquid. Our results suggest that the initial positive wealth effect of a new drug release reflects both positive information content and liquidity improvements.     

Disclosure and liquidity management: Evidence from regulation fair disclosure

We examine the effect of the firm’s information environment on its liquidity policy by exploiting a natural experiment involving Regulation Fair Disclosure (Regulation FD). We find, on average, Regulation FD has a negative impact on firm cash holdings. We also directly evaluate changes in firm disclosure policy and find the negative Regulation FD-cash holdings relation is stronger for firms that increased public disclosure and holds largely for firms that faced lower proprietary costs of public disclosure. Furthermore, we find this negative relation is more pronounced for firms with limited access to the credit market. We capture the medium-term effect of Regulation FD two years before and two years after the implementation. Overall, our results suggest that the change in the amount of information disclosed in response to Regulation FD, an externality effect, affects information asymmetry between firms and outside investors and thus cash holdings.     

Market liquidity risk factor and financial market anomalies: Evidence from the Chinese stock market

The Chinese stock market is an order-driven market and hence its characteristics are structurally different from quote-driven markets. There are no studies that consider the role of the market liquidity risk factor in determining cross-sectional stock returns in a model including financial market anomalies for order-driven markets. Our aim is to test whether financial market anomalies such as firm size, the book-to-market ratio, the turnover rate, and momentum both with and without the inclusion of the market liquidity risk factor in the case of the Chinese stock market can explain cross-sectional stock returns. The empirical framework is based on the model proposed by Avramov and Chordia (AC, 2006). Our main finding is that the AC model can capture financial market anomalies except momentum when we include the market liquidity risk factor on the Chinese stock market.     

Ownership structure and real earnings management: Evidence from China

Although ownership structure is fundamental to corporate accounting behaviors, the current literature provides scarce evidence about the governance effect of ownership structure on real earnings management (REM). We seek to address this issue by using a sample of Chinese listed firms which are likely to engage in earnings management during 2003–2014. We find that Chinese firms with more influential largest shareholders are more prone to REM; and that firms with state control and managerial ownership are less likely to engage in REM. We further find that there exists a joint and sequential relationship between REM and accrual-based earnings management in China. Our findings are robust to different variable measurements, samples and regression models. Our study contributes to the research on the relationship between ownership structure and earnings management and contributes to the understanding of REM in emerging economies. Our findings have significant implications for shareholders, analysts and regulators, and are important and relevant given that MSCI decides to include China mainland stocks in its indexes starting 2018.     

External financing and earnings management: Evidence from international data

Corporate financing conditions in the external capital market are significantly affected by information asymmetry, while internal financing is not. Given that earnings information influences market perceptions regarding firms’ quality, firms relying on external financing should have incentives to manage earnings to improve their financing conditions. This study investigates the effect of corporate external financing behavior on earnings management. Using a sample comprising 75,790 observations of 12,874 firms in 43 countries, we find that accrual-based and real earnings management are positively associated with firms’ reliance on external financing. This positive relationship holds especially true for firms that rely on equity rather than debt financing. We argue that reliance on external financing (especially equity financing), which is subject to problems arising from information asymmetry, generates a motive for earnings management.