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Full-Text Articles in Business

Cross-Border Acquisitions And Employment Policies, Hao Liang, Luc Renneboog, Cara Vansteenkiste Jun 2020

Cross-Border Acquisitions And Employment Policies, Hao Liang, Luc Renneboog, Cara Vansteenkiste

Research Collection Lee Kong Chian School Of Business

Using novel firm-level data on employment quality in an international sample of M&A deals, this paper investigates the cost-benefit trade-off faced by acquirers when providing generous employment policies. We find that shareholders react more positively to deal announcements by acquirers providing generous employee incentives when the deal is domestic, but negatively when the deal is cross-border. These effects are primarily driven by the provision of monetary incentives and are strongest for firms in skilled industries. We argue that generous employment policies increase synergy gains and reduce labor adjustment costs in a domestic takeover. In cross-border deals, however, costs associated with …


Are Corporate Spin-Offs Prone To Insider Trading?, Patrick Augustin, Menachem Brenner, Jianfeng Hu, Marti Subrahmanyam Jun 2020

Are Corporate Spin-Offs Prone To Insider Trading?, Patrick Augustin, Menachem Brenner, Jianfeng Hu, Marti Subrahmanyam

Research Collection Lee Kong Chian School Of Business

Despite abundant empirical evidence of informed trading ahead of major corporate events, no such evidence has been reported in the case of corporate spinoff (SP) announcements. This is surprising, as SP announcements are unexpected, and are also associated with a positive price jump in the parent company’s stock. Using a sample of 280 US announcement events from 1996 to 2013, we document significant pre-announcement informed trading activity in options for about 9 to 16% of events in our sample. In contrast, we find statistically insignificant evidence of informed trading in stocks, suggesting that informed traders employ leverage through options. In …


Do Firms Adapt To Climate Change? Evidence From Establishment-Level Data, Frank Weikai Li, Yupeng Lin, Zuben Jin, Zilong Zhang May 2020

Do Firms Adapt To Climate Change? Evidence From Establishment-Level Data, Frank Weikai Li, Yupeng Lin, Zuben Jin, Zilong Zhang

Research Collection Lee Kong Chian School Of Business

This paper examines firms’ adaptation to long-term changes in climatic conditions. Using detailed information of establishments owned by U.S. public firms from 1990 to 2012, we show that higher abnormal temperatures over the previous five years in a county lead to a significant reduction in local employment and the number of establishments. Further tests suggest that the decline in employment and establishments is largely due to a decline in local consumer demand rather than lower labor productivity. We also find that firms more likely take adaptive actions when their managers are more likely to believe in, or are concerned about, …


Does Intergeneration Succession Influence Stock Prices Of Family Businesses?, Kunlun Zou, Rong Wu, Pu Chen May 2020

Does Intergeneration Succession Influence Stock Prices Of Family Businesses?, Kunlun Zou, Rong Wu, Pu Chen

Research Collection Lee Kong Chian School Of Business

China’s A-shares family listed companies are facing a period of high intergenerational succession. This has attracted the attention and research of many scholars. The existing studies mainly focus on the motives, methods, and influencing factors of family business’ intergenerational succession, and there are few studies involving the reaction of the capital markets. This article takes 45 listed family businesses as samples and uses the synthetic control method to examine the impact and the degree of influence that intergenerational succession has on stock price movements. Thereafter, a difference-in-differences estimation is conducted to test for robustness. At the conclusion of our research, …


Geographical Influences On The Relationship Between Corporate Philanthropy And Corporate Financial Performance, Jane Lu, Xueji Liang, Heli Wang May 2020

Geographical Influences On The Relationship Between Corporate Philanthropy And Corporate Financial Performance, Jane Lu, Xueji Liang, Heli Wang

Research Collection Lee Kong Chian School Of Business

Building on stakeholder theory, the paper argues that geographical differences in stakeholders’ reactions to corporate philanthropy lead to differences in the relationship between corporate philanthropy and corporate financial performance across regions. When comparing the United States and China and different regions within China, it is found that the differences in stakeholder perceptions (as reflected by sinful industry) and information availability (as indicated by advertising intensity) across regions significantly moderate the corporate philanthropy–corporate financial performance relationship. The findings show that the value of corporate philanthropy varies by region and that stakeholder perception and information availability are two important mechanisms through which …


The Impact Of Investor Protection Law On Global Takeovers: Lbo Vs. Non-Lbo Transactions, Xiaping Cao, Douglas Cummings, Jeremy C. Goh, Xiaoming Wang Mar 2020

The Impact Of Investor Protection Law On Global Takeovers: Lbo Vs. Non-Lbo Transactions, Xiaping Cao, Douglas Cummings, Jeremy C. Goh, Xiaoming Wang

Research Collection Lee Kong Chian School Of Business

This paper examines the impact of investor protection laws on value creation in LBOs versus non-LBO takeovers. We find that value creation measured by takeover premium is significantly higher in countries with better investor protection. The value effect of investor protection laws is more pronounced for LBOs than non-LBO takeover transactions. Among LBOs, investor protection’s value effect is lower for club deals than others. These results suggest that institutional context and legal environment determine the extent of value creation for takeovers around the world.


How Inheritance Law Affects Family Firm Performance: Evidence From A Natural Experiment, Yong Kyu Gam, Min Jung Kang, Junho Park, Hojong Shin Feb 2020

How Inheritance Law Affects Family Firm Performance: Evidence From A Natural Experiment, Yong Kyu Gam, Min Jung Kang, Junho Park, Hojong Shin

Research Collection Lee Kong Chian School Of Business

We argue that changes in the inheritance system affect incentives leading to sibling rivalry among descendants and therefore have a material impact on family firm performance. Using South Korea's 1991 inheritance law reform that stipulates the equal distribution of a deceased person's property to descendants, we find that the performance and operating growth rate in family firms show significant enhancement compared with those of nonfamily firms. Moreover, the positive effects are greater for family firms that undergo a business succession with multiple sons and married daughters. Overall, our results suggest that changing to equal bequests of inheritance has a positive …


Political Ideology Of The Board And Ceo Dismissal Following Financial Misconduct, Uisung Park, Warren Boeker, David Gomulya Jan 2020

Political Ideology Of The Board And Ceo Dismissal Following Financial Misconduct, Uisung Park, Warren Boeker, David Gomulya

Research Collection Lee Kong Chian School Of Business

Why do some boards refuse to take serious action against CEOs who have committed financial misconduct? Past work has directed attention to the antecedents of misconduct while largely overlooking this question. The relatively few studies to examine it have typically revolved around the capacity of boards to take action, or their relationships to their CEOs. This study instead examines how the beliefs and values held by board members can influence their actions following financial misconduct. Focusing on political ideology, we argue and find that politically conservative boards are more likely to respond by dismissing the CEO than are liberal boards. …


Corporate Governance And Institutional Investors: Proxy Voting Behavior After The Stewardship Code (コーポレートガバナンスと機関投資家―スチュワードシップコード改訂後の議決権行使の状況について), Mari Yamauchi, Toru Yoshikawa Dec 2019

Corporate Governance And Institutional Investors: Proxy Voting Behavior After The Stewardship Code (コーポレートガバナンスと機関投資家―スチュワードシップコード改訂後の議決権行使の状況について), Mari Yamauchi, Toru Yoshikawa

Research Collection Lee Kong Chian School Of Business

本稿では,日本版スチュワードシップコードの改訂により始まった機関投資家 による議決権行使の結果について,投資家のタイプごとに分析し,どのような投 資家がどのような会社提案議案についてより多くの反対票を投じているかについ て検討した。先行研究に従えば,資産運用会社のように投資先企業とアームズレ ングスの関係を持つ投資家は,保険会社のように投資先企業とビジネス上の関係 を持つ投資家と比較すると,会社側提案に対して異議を唱える可能性が高いとさ れる。また,株式持ち合いなど日本的背景を考慮すると,日本においては,外資 系投資家の方が国内の投資家に比べて,会社提案に対して反対票を投じる可能性 が高いことも予想される。2018年度の議決権行使の結果を分析したところ,ほぼ 先行研究と同じ結果が得られ,業種で分類した場合,資産運用会社の方が生損保 のような保険会社より反対票の比率が高いこと,資本国籍で分類すると,外資投 資家の方が買収防衛策の導入や退任役員への退職慰労金の支給など特定の項目に ついて,日系の投資家に比べて反対率が高いことが確認された。


Peer Effects Of Corporate Social Responsibility, Jie Cao, Hao Liang, Xintong Zhan Dec 2019

Peer Effects Of Corporate Social Responsibility, Jie Cao, Hao Liang, Xintong Zhan

Research Collection Lee Kong Chian School Of Business

We investigate how firms react to their product-market peers' commitment to and adoption of corporate social responsibility (CSR) using a regression discontinuity design approach. Relying on the passage or failure of CSR proposals by a narrow margin of votes during shareholder meetings, we find the passage of a close-call CSR proposal and its implementation are followed by the adoption of similar CSR practices by peer firms. In addition, peers that have greater difficulty in catching up with the voting firm in CSR experience significantly lower stock returns around the passage, consistent with the notion that the spillover effect of the …


Momentum And Reversal: The Role Of Short Selling, Zhaobo Zhu, Xinrui Duan, Licheng Sun, Jun Tu Jul 2019

Momentum And Reversal: The Role Of Short Selling, Zhaobo Zhu, Xinrui Duan, Licheng Sun, Jun Tu

Research Collection Lee Kong Chian School Of Business

This paper investigates the relation between short selling and momentum. We document that a consistent momentum strategy that buys lightly shorted winners and sells heavily shorted losers exhibits strong short-term momentum and no long-term reversal. In contrast, an inconsistent momentum strategy that buys heavily shorted winners and sells lightly shorted losers experiences weak short-term momentum and persistent long-term reversal. Our results are robust after controlling for firm characteristics, proxy for short-sale constraints, and investor sentiment, as well as an exogenous shock (the Taxpayer Relief Act of 1997). These findings present a new challenge to existing theories of momentum that rely …


Crossed Wires: Endorsement Signals And The Effects Of Ipo Firm Delistings On Venture Capitalists’ Reputations, David Gomulya, Kyuho Jin, Peggy M. Lee, Timothy G. Pollock Jun 2019

Crossed Wires: Endorsement Signals And The Effects Of Ipo Firm Delistings On Venture Capitalists’ Reputations, David Gomulya, Kyuho Jin, Peggy M. Lee, Timothy G. Pollock

Research Collection Lee Kong Chian School Of Business

Signaling theorists have paid a great deal of attention to the costs of acquiring characteristics that can serve as signals, such as endorsements from reputable third parties. However limited attention has been devoted to the penalty costs associated with providing inaccurate signals and the factors that can exacerbate or attenuate the penalties. In this study, we examine the effect of negative feedback loops on venture capital firms’ reputations that result from the failures (delistings) of the newly-public firms they once endorsed. Drawing on signaling and attribution theories, we argue that endorsements by reputable VC firms create high expectations that, when …


Informed Options Trading Prior To Bankruptcy Filings, Li Ge, Jianfeng Hu, Mark Humphery-Jenner, Tse-Chun Lin May 2019

Informed Options Trading Prior To Bankruptcy Filings, Li Ge, Jianfeng Hu, Mark Humphery-Jenner, Tse-Chun Lin

Research Collection Lee Kong Chian School Of Business

Prior evidence on pre-bankruptcy-filing informed trade is mixed. The inconclusive findings might result from the sole focus on stock trading. We reassess the presence of pre-filing informed and insider trades by examining the information content of options trading before bankruptcy announcements. We find that bankruptcy filing returns are not significantly related to pre-filing insider stock trading. However, filing returns are significantly negatively related to pre-filing insider and informed options trading. The informational content of options trading reduces with options illiquidity and the amount of information impounded into pre-filing stock prices.


Scaled Pca: A New Approach To Dimension Reduction, Dashan Huang, Fuwei Jiang, Guoshi Tong, Guofu Zhou Mar 2019

Scaled Pca: A New Approach To Dimension Reduction, Dashan Huang, Fuwei Jiang, Guoshi Tong, Guofu Zhou

Research Collection Lee Kong Chian School Of Business

The notion that bond risk premium varies with business cycles is challenged once real time macro data are used. In this paper, we argue that the macro factors extracted by using the standard PCA are not the most relevant for forecasting bond risk premium, because the PCA factors are designed to explain the most variation of macro data instead of the variation of bond risk premium. With the latter objective in mind, we propose a scaled PCA (sPCA) approach, which incorporates the information in bond risk premium in the factor extraction procedure. The real time macro sPCA factors have much …


Overseas Listing Location And Cost Of Capital: Evidence From Chinese Firms Listed In Hong Kong, Singapore, And The United States, Warrington College Of Business, Frank Weikai Li, Central University Of Finance And Economics Jan 2019

Overseas Listing Location And Cost Of Capital: Evidence From Chinese Firms Listed In Hong Kong, Singapore, And The United States, Warrington College Of Business, Frank Weikai Li, Central University Of Finance And Economics

Research Collection Lee Kong Chian School Of Business

As at the end of 2012, more than 600 nonstate-owned Chinese firms were listed in overseas stock markets. We find that Chinese firms listed in the US have the lowest cost of capital when compared to those listed in Hong Kong and Singapore, and these results hold when controlling for firm characteristics and the endogeneity of listing locations. Cross-sectional tests indicate that listing in the US is more beneficial to those firms which face higher information asymmetry and agency costs. Overall, our evidence supports the view that the institutional environment has a first-order impact on a firm’s cost of capital.


New Factors Wanted: Evidence From A Simple Specification Test, Ai He, Dashan Huang, Guofu Zhou Oct 2018

New Factors Wanted: Evidence From A Simple Specification Test, Ai He, Dashan Huang, Guofu Zhou

Research Collection Lee Kong Chian School Of Business

In this paper, we examine the pricing errors (PEs) of three kinds of factor models: a) six well known ones– the CAPM, the Fama-French three-factor model, the Carhart four-factor model, the Fama-French five-factor model, the Hou-Xue-Zhang Q-factor model, and the Stambaugh-Yuan mispricing-factor model; b) principal component factors of sixty-two anomalies; c) extracted statistical factors. We find that there is a systematic PE reversal pattern. A spread portfolio that buys stocks in the bottom PE decile and sells stocks in the top PE decile earns significant abnormal returns across all the models, implying that none of them is adequate in explaining …


Identifying Ineffective Monitors From Securities Class Action Lawsuits, Chi Shen Wei, Lei Zhang Oct 2018

Identifying Ineffective Monitors From Securities Class Action Lawsuits, Chi Shen Wei, Lei Zhang

Research Collection Lee Kong Chian School Of Business

We identify “ineffective” institutional monitors based on the prevalence of occurrences of securities class-action lawsuits in their overall portfolio. We find that firms with a higher representation of such institutional investors among the firms’ large shareholders have a greater likelihood of future litigation and experience more negative market reactions upon such litigation filings. These firms exhibit other unfavorable governance outcomes including poorer acquisitions and lower CEO turnover-performance sensitivity. We find suggestive evidence that ineffective monitoring may be a result of higher operational risk.


Warrants And Their Underlying Stocks: Microstructure Evidence From An Emerging Market, Charlie Charoenwong, David K. Ding, Nuttawat Visaltanachoti Sep 2018

Warrants And Their Underlying Stocks: Microstructure Evidence From An Emerging Market, Charlie Charoenwong, David K. Ding, Nuttawat Visaltanachoti

Research Collection Lee Kong Chian School Of Business

The Stock Exchange of Thailand provides an ideal platform for comparing the trading characteristics of warrants and their underlying stocks since both of them trade in the same market under identical trading rules. If their patterns diverge significantly, it may be possible for an astute trader to devise profitable arbitrage strategies during the life of the warrants. We find that both their patterns are downward-sloping for spreads, U-shaped for flow toxicity, volatility, depth concentration, and trading volume; and upward-sloping for depth and market order flow ratio. This implies that trading under identical market structures leads to similar trading characteristics. We …


Reading Between The Lines: Not All Csr Is Good Csr, David K. Ding, Christo Ferreira, Udomsak Wongchoti Aug 2018

Reading Between The Lines: Not All Csr Is Good Csr, David K. Ding, Christo Ferreira, Udomsak Wongchoti

Research Collection Lee Kong Chian School Of Business

Purpose: This paper aims to investigate whether corporate social responsibility (CSR), as evidenced in annual financial reports, is associated with a firm’s financial performance in New Zealand. Design/methodology/approach: A word count approach of several key CSR indicators found in the audited financial reports of NZX50 constituent firms is used. Several variables are constructed that measure the presence of CSR within the annual report such as sustainability, responsibility, social, environment, diversity, employee and community, and eight other variables within the annual report that measure the penetration of stakeholder engagement. Control variables and alternative measures of CSR are also included. Descriptive statistics …


Choosing The Precision Of Performance Metrics, Alan D. Crane, Andrew Koch, Chi Shen Wei Aug 2018

Choosing The Precision Of Performance Metrics, Alan D. Crane, Andrew Koch, Chi Shen Wei

Research Collection Lee Kong Chian School Of Business

There is a standard trade-off in contracts between the provision of incentives and insurance. We hypothesize that this trade-off influences the precision with which firm performance is measured. We find that firm outcomes are measured less precisely when chance plays a large role in these outcomes. Further, this precision is determined through the choice of shares outstanding. This has several novel implications. Nominal stock prices can remain constant over time, and firms with unpredictable cash flows should have more shares and lower stock price levels, all else equal. We find evidence consistent with these implications.


The Competitive Landscape Of High-Frequency Trading Firms, Ekkehart Boehmer, Dan Li, Gideon Saar Jun 2018

The Competitive Landscape Of High-Frequency Trading Firms, Ekkehart Boehmer, Dan Li, Gideon Saar

Research Collection Lee Kong Chian School Of Business

We examine product differentiation in the high-frequency trading (HFT) industry, where the “products” are secretive proprietary trading strategies. We demonstrate how principal component analysis can be used to detect underlying strategies that are common to multiple HFT firms, and show that there are three product categories with distinct attributes. We study how HFT competition in each product category impacts the market environment, presenting evidence that indicates how it influences the short-horizon volatility of stocks as well as the viability of trading venues.


Option Listing And Information Asymmetry, Jianfeng Hu May 2018

Option Listing And Information Asymmetry, Jianfeng Hu

Research Collection Lee Kong Chian School Of Business

Option listing increases informed and uninformed trading by 12.4% and 23.9%, respectively, in the US between 2001 and 2010, hence reducing relative information risk. We establish the causal effects using control stocks with similar propensities of listing and a quasi-natural experiment using option listing standards. The benefits are more prominent for stocks with active options trading and opaque stocks. The reduction of information risk is larger for good news than bad news, and the stock price response to earnings surprise weakens after listing. The results suggest that options improve the overall market information environment beyond substitutional effects to stock trading.


Are Bond Ratings Informative? Evidence From Regulatory Regime Changes, Louis H. Ederington, Jeremy Goh, Yen Teik Lee, Lisa Yang May 2018

Are Bond Ratings Informative? Evidence From Regulatory Regime Changes, Louis H. Ederington, Jeremy Goh, Yen Teik Lee, Lisa Yang

Research Collection Lee Kong Chian School Of Business

The recent Dodd-Frank Act (Section 939B) enacted in 2010 repeals credit rating agencies’ (CRAs) exemption from Regulation Fair Disclosure. We test whether CRAs continue to provide new information to the market after the repeal. We find that the significant pre-repeal stock price responses to rating changes disappear after the regime change. Bond price reactions however remain significant. These results are even more significant at the investment-speculative boundary. Our evidence suggests that CRAs serve as a conduit for transmitting private information before the repeal. It also shows that regulatory constraint is a channel by which credit ratings affect cost of financing.


Capm-Based Company (Mis)Valuations, Olivier Dessaint, Jacques Olivier, Clemens A. Otto, David Thesmar May 2018

Capm-Based Company (Mis)Valuations, Olivier Dessaint, Jacques Olivier, Clemens A. Otto, David Thesmar

Research Collection Lee Kong Chian School Of Business

There is a discrepancy between CAPM-implied and realized returns. Using the CAPM in capital budgeting -- as recommended in finance textbooks -- should thus have valuation effects. For instance, low beta projects should be valued more by CAPM-using managers than by the market. This paper empirically tests this hypothesis using publicly announced M&A decisions and shows that takeovers of lower beta targets are accompanied by lower cumulative abnormal returns for the bidders. Specifically, our estimates imply an average net loss to bidders corresponding to 12% of the average deal value and exceeding USD 10 billion per year in aggregate.


Are Overconfident Ceos Better Leaders? Evidence From Stakeholder Commitments, Kenny Phua, T. Mandy Tham, Chi Shen Wei Mar 2018

Are Overconfident Ceos Better Leaders? Evidence From Stakeholder Commitments, Kenny Phua, T. Mandy Tham, Chi Shen Wei

Research Collection Lee Kong Chian School Of Business

We find evidence that the leadership of overconfident chief executive officers (CEOs) induces stakeholders to take actions that contribute to the leader's vision. By being intentionally overexposed to the idiosyncratic risk of their firms, overconfident CEOs exhibit a strong belief in their firms’ prospects. This belief attracts suppliers beyond the firm's observable expansionary corporate activities. Overconfident CEOs induce more supplier commitments including greater relationship-specific investment and longer relationship duration. Overconfident CEOs also induce stronger labor commitments as employees exhibit lower turnover rates and greater ownership of company stock in benefit plans.


Do Underwriters Compete In Ipo Pricing?, Evgeny Lyandres, Fangjian Fu, Erica X. N. Li Feb 2018

Do Underwriters Compete In Ipo Pricing?, Evgeny Lyandres, Fangjian Fu, Erica X. N. Li

Research Collection Lee Kong Chian School Of Business

We propose and implement a direct test of the hypothesis of oligopolistic competition in the U.S. underwriting market against the alternative of implicit collusion among underwriters. We construct a simple model of interaction between heterogenous underwriters and heterogenous firms and solve it under two alternative assumptions: oligopolistic competition among underwriters and implicit collusion among them. The two solutions lead to different equilibrium relations between the compensation of underwriters of different quality on one hand and the time-varying demand for public incorporation on the other hand. Our empirical results, obtained using 39 years of IPO data, are generally consistent with the …


Future-Time Framing: The Effect Of Language On Corporate Future Orientation, Hao Liang, Christopher Marquis, Luc Renneboog, Sunny Li Sun Jan 2018

Future-Time Framing: The Effect Of Language On Corporate Future Orientation, Hao Liang, Christopher Marquis, Luc Renneboog, Sunny Li Sun

Research Collection Lee Kong Chian School Of Business

We examine how international variation in corporate future-oriented behavior, such as corporate social responsibility and research and development investment, could partially stem from characteristics of the languages spoken at firms. We develop a future-time framing perspective rooted in the literatures on organizational categorization and framing. Our theory and hypotheses focus on how companies with working languages that obligatorily separate the future tense and the present tense engage less in future-oriented behaviors, and this effect is attenuated by exposure to multilingual environments. The results based on a large global sample of firms from 39 countries support our theory, highlighting the importance …


Is Corporate Social Responsibility An Agency Problem?, Hao Liang, Luc Renneboog Jan 2018

Is Corporate Social Responsibility An Agency Problem?, Hao Liang, Luc Renneboog

Research Collection Lee Kong Chian School Of Business

This chapter examines whether CSR investments occur mostly in firms with severe agency problems, which suggests that CSR is an agency issue. We demonstrate that this is not the case: CSR investments and performance are higher when dividends are high, leverage is high, cash flows and cash holdings are low, and when there is a high managerial pay-for-performance sensitivity. All these variables combined represent managerial discipline in terms of corporate investing. We also document that better legal protection of shareholder rights is positively related to CSR performance. This implies that when shareholders are more powerful relative to the management, the …


The Flow Of Funds In Asean, Philip C. Zerrillo Nov 2017

The Flow Of Funds In Asean, Philip C. Zerrillo

Research Collection Lee Kong Chian School Of Business

In his novel, Memoirs of a Geisha, Arthur Golden wrote, “Water can carve its way even through stone. And when trapped, water makes a new path.” Something similar seems to be happening with the flow of funds in ASEAN.


Analyst Effort Allocation And Firms' Information Environment, Rong Wang, Jarrad Harford, Feng Jiang, Fei Xie Aug 2017

Analyst Effort Allocation And Firms' Information Environment, Rong Wang, Jarrad Harford, Feng Jiang, Fei Xie

Research Collection Lee Kong Chian School Of Business

We show that a firm’s information environment is significantly impacted by the characteristics of the other firms its analysts cover. Analysts strategically allocate effort among portfolio firms by devoting more effort to firms that are relatively more important for their career concerns. Specifically, controlling for analyst and firm characteristics, we find that within each analyst’s portfolio, firms ranked relatively higher based on market capitalization, trading volume, or institutional ownership receive more accurate, frequent, and informative earnings forecast revisions and stock recommendation changes that contain greater information content from that analyst. Firms’ relative rank across analysts varies widely, so this is …