投资者基础、资本成本和在纽约证券交易所的新上市

Pub Date : 2023-04-24 DOI:10.1111/jacf.12538
Gregory B. Kadlec, John J. McConnell
{"title":"投资者基础、资本成本和在纽约证券交易所的新上市","authors":"Gregory B. Kadlec,&nbsp;John J. McConnell","doi":"10.1111/jacf.12538","DOIUrl":null,"url":null,"abstract":"<p>The notion that investor base has an effect on share value has intuitive appeal and is strongly supported by “streetlore.” But standard finance theory, as represented by the familiar Capital Asset Pricing Model (CAPM) or its recent challenger, the Arbitrage Pricing Theory (APT), does not attribute any particular role to the size of investor base as a determinant of share values. Indeed, from the perspective of traditional finance theory, each of the corporate actions cited above is viewed as value neutral. Yet empirical research suggests that certain of these corporate practices are associated, at least on average, with an increase in share values. While various explanations have been offered for these increases in share value, the role of investor base has been largely unexplored.</p><p>In this article, we report the results of our recent study of 273 companies that during the 1980s decided to switch the trading locale of their shares from the over-the-counter (OTC) or NASDAQ market to the NYSE.1 We found that share prices increased by about 6%, on average, at the time the stocks became listed on the NYSE, and that the investor base of these firms increased by almost 20%. We also found that the average stock experienced a reduction in bid/ask spread of about 5% after listing. In an analysis of the relation among share prices, investor base, and bid/ask spread, we found that the stock price increase was significantly correlated with both the percentage increase in investor base and the reduction in bid/ask spread.</p><p>In short, our analysis supports the popular idea that an expanded shareholder base can increase a firm's stock price.</p><p>We are not, of course, the first to study the effect of an NYSE listing on share price. That honor appears to belong to a study published in the <i>Journal of Business</i> in 1937.2 Like most research on listings that came after it, this early study came to the conclusion that a new listing on the NYSE is associated with an increase in stock price.3 Financial theorists have tended to attribute this increase in value to the increase in “liquidity” that is said to accompany stocks that switch to the NYSE. Typical of this thinking is a 1986 study (involving one of the present authors)4 which argues that the differences in the market structure and means of transacting between the NYSE and the OTC market could lead to a lower cost of transacting and, therefore, greater liquidity. The greater liquidity, in turn, leads to a higher stock price.</p><p>We conducted our analysis on a sample of 273 NASDAQ stocks that became newly-listed on the NYSE during the period August 1980 through December 1989. This sample includes all stocks that listed over this period (except those that listed during October 1987) for which sufficient data were available to conduct the study. The sample covers a wide range of industries, with firms representing 50 of the 83 possible two-digit Standard Industrial Classification (SIC) codes. Of the 273 companies, 188 are industrials, 77 are financials, and 8 are utilities.</p><p>As shown in panel A of Table 1, the new listings were spread reasonably evenly throughout the decade. As shown in panel B, the sample is balanced between firms with a relatively long history of trading in the OTC/NASDAQ market and those with a short history of OTC/NASDAQ trading. For example, 26% of the sample firms had traded in the OTC/NASDAQ market for more than 10 years, while 31% had traded in the OTC/NASDAQ market for three years or less. Finally, as shown in panel C, the sample is not dominated by stocks with either very low or very high prices. The median price of the stocks just prior to listing was $19 5/8.</p><p>To determine whether listing on the NYSE during the 1980s was accompanied by an increase in stock price, we calculated each stock's rate of return (after adjusting for overall market movements) from the week that the company first announced that the stock would change its trading locale until the week the stock actually began to trade on the NYSE. This interval averages four weeks, with a maximum of 22 weeks and a minimum of one week. Of the stocks in the sample, 69% earned a positive market-adjusted return over this interval and the average market adjusted return was 5.8%. On an annualized basis, this amounts to an “excess” return of almost 70%.</p><p>Clearly, during the 1980s, listing on the NYSE was accompanied by a boost in shareholder wealth.</p><p>As we noted, traditional finance theory does not attribute any particular role to investor base as a determinant of share values. But, in his 1987 Presidential Address to the American Finance Association, Robert Merton proposed a theory of asset pricing based on the premise that investors invest in only a subset of all available securities.7 To support his premise, he posits that investors—perhaps because it is costly to gather and assimilate information— have limited ability to be aware of the almost limitless set of available securities. He also observes that some institutional investors are restricted in the types of securities in which they can invest.</p><p>The net result of Merton's analysis is a model of asset pricing in which investor base plays a prominent role. In particular, the Merton model extends and supplements the traditional Capital Asset Pricing Model (CAPM) model of security pricing by including a second risk factor (the first, of course, is beta) that depends upon the size of a stock's investor base. The smaller the investor base, the higher this risk factor and thus the higher the stock's required rate of return. Or, to put it differently, in Merton's version of the CAPM, actions that management takes to increase the firm's investor base can reduce the firm's cost of capital and so increase its share price.</p><p>From our perspective, Merton's model accomplishes two things. First, it provides a theoretical justification for corporate management's concern with investor base. Second, the model provides the conceptual framework in which we conducted our statistical analysis of the effect of investor base on stock price when shares become listed on the NYSE.</p><p>The first set of terms, R<sub>f</sub> + B<sub>k</sub>[E(R<sub>M</sub>)−R<sub>f</sub>], represents the expected return according to the familiar CAPM. The new term, I<sub>k</sub>−B<sub>k</sub>I<sub>M</sub>, is an additional risk premium that reflects investors’ compensation for investing in companies with a smaller investor base.</p><p>The investor base risk premium has two components: a firm-specific component, I<sub>k</sub>, which reflects the degree to which a specific firm's investor base is less than “complete”; and a market-wide component, B<sub>k</sub>I<sub>M</sub>, which reflects the degree to which the average firm's investor base is less than complete.</p><p>According to the model, then, a change in the cost of capital brought about by a change in investor base is equal to the change in I<sub>k</sub>. Therefore, to determine whether a 19% increase in shareholder base can explain a 6% increase in stock price, we have to assign values to the various components of l<sub>k</sub>. Because the annual non-beta risk for a typical stock is about 8%, we begin by assuming that S<sup>2</sup><sub>k</sub> = 0.08. The average market value of equity for the firms in our sample was $290 million, and the market value of all stocks traded on the NYSE, AMEX, and the OTC market at the time was approximately $3.5 trillion8 (thus making M<sub>k</sub> = 290/3,500,000, or .00008). Suppose that a firm had 10,000 shareholders before listing and there are approximately 40 million shareholders in total (making Q<sub>k</sub> = 10,000/40,000,000, or 0.00025). Finally, empirical studies of aggregate risk aversion suggest that A = 2 is a reasonable estimate.9</p><p>Putting each of the above values into equation (1), we estimate the average I<sub>k</sub> of the firms in our sample to be 0.053 <i>prior to listing</i>. This can be interpreted as saying that the average firms’ cost of capital before listing on the NYSE contained an investor base risk premium of roughly 5.3%.</p><p>If we then repeat the same calculations with 12,000 shareholders (which represents a 20% increase from 10,000), the firm's post-listing I<sub>k</sub> falls to 0.044. Thus, the annual expected return on the average stock in our sample is now 0.9% (0.053–0.044) lower than it was prior to listing. If we assume that the expected return on the average stock prior to listing was 15%, a reduction of 0.9% in the cost of capital translates into a one-time increase in stock price of 6%.</p><p>In short, using Merton's model with reasonable parameters, we can explain our reported 6% increase in share prices solely in terms of the effect of increasing investor base.</p><p><b>A Liquidity Model</b>. As we mentioned at the outset, earlier empirical studies have typically attributed the increases in value that come with new listings to increases in liquidity that supposedly accompany such listings. In a 1986 study, Yakov Amihud and Haim Mendelson developed a theoretical model of asset pricing and liquidity as measured by bid/ask spread.10 In their model, a stock's expected return declines along its bid/ask spread.</p><p>Thus, if listing reduces a stock's bid/ask spread, this model predicts an increase in the stock price. The Amihud and Mendelson model provides the theoretical underpinnings for our empirical analysis of the relation between stock prices and bid/ask spread when stocks list on the NYSE.</p><p>As we also noted, our first look at the data showed that new listings are associated with an increase in investor base and a decrease in bid/ask spread. To determine which, if either, of these factors can explain the increase in stock price that accompanies a new listing, we estimated a multiple regression in which the dependent (“left-hand-side”) variable is the stock's market-adjusted return over the listing period and the independent (right-hand-side) variables are the changes in the stock's investor base risk premium and bid/ask spread after listing.</p><p>Based upon the results of the regression analysis, both of the independent variables are statistically significant. In the parlance of econometrics, both the change in investor base and the change in bid/ask spread help to “explain” the increase in stock price that accompanies a new listing.</p><p>For widely-held stocks, the effect of the investor base factor on expected returns is likely to be modest at best. But, for firms with few shareholders, a small investor base could significantly increase the firm's cost of capital. This suggests that managers of firms with few shareholders have an incentive to take actions that expand their firm's investor base.</p><p>We have cited a number of corporate practices designed to expand investor base: stock splits, the hiring of shareholder relations officers, meetings with security analysts, the issuance of ADRs, and the listing of shares on major domestic and international exchanges. Others come to mind. For example, firms that issue equity can choose an underwritten as opposed to a rights offering. In an underwritten offering, the newly issued shares reach new investors, thereby expanding the firm's investor base; whereas in rights offering they do not. Another way in which a firm might expand its investor base is through scheduled press releases that generate media coverage and increases investor recognition of the firm. Or perhaps the initiation of a scheduled dividend policy making the firm eligible to investors prohibited from investing in non-dividend paying stocks may have the effect of increasing investor base. In general, any action that eliminates a constraint on investors’ ability to hold the security is likely to increase the investor base. Such constraints may be deliberate, such as “prudent investor” rules that prohibit funds from investing in particular types of stocks, or they may arise unintentionally from information constraints that result in a lack of awareness by investors.</p><p>Of course, actions to increase the investor base, like almost all decisions, involve a cost/benefit tradeoff. Whether the benefits of a particular action exceed the costs requires the quantification of each. Merton's model provides a framework within which such decisions can be analyzed. Our empirical analysis gives some indication of the effect of investor base on stock value.</p>","PeriodicalId":0,"journal":{"name":"","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/jacf.12538","citationCount":"0","resultStr":"{\"title\":\"Investor base, cost of capital, and new listings on the NYSE\",\"authors\":\"Gregory B. Kadlec,&nbsp;John J. McConnell\",\"doi\":\"10.1111/jacf.12538\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>The notion that investor base has an effect on share value has intuitive appeal and is strongly supported by “streetlore.” But standard finance theory, as represented by the familiar Capital Asset Pricing Model (CAPM) or its recent challenger, the Arbitrage Pricing Theory (APT), does not attribute any particular role to the size of investor base as a determinant of share values. Indeed, from the perspective of traditional finance theory, each of the corporate actions cited above is viewed as value neutral. Yet empirical research suggests that certain of these corporate practices are associated, at least on average, with an increase in share values. While various explanations have been offered for these increases in share value, the role of investor base has been largely unexplored.</p><p>In this article, we report the results of our recent study of 273 companies that during the 1980s decided to switch the trading locale of their shares from the over-the-counter (OTC) or NASDAQ market to the NYSE.1 We found that share prices increased by about 6%, on average, at the time the stocks became listed on the NYSE, and that the investor base of these firms increased by almost 20%. We also found that the average stock experienced a reduction in bid/ask spread of about 5% after listing. In an analysis of the relation among share prices, investor base, and bid/ask spread, we found that the stock price increase was significantly correlated with both the percentage increase in investor base and the reduction in bid/ask spread.</p><p>In short, our analysis supports the popular idea that an expanded shareholder base can increase a firm's stock price.</p><p>We are not, of course, the first to study the effect of an NYSE listing on share price. That honor appears to belong to a study published in the <i>Journal of Business</i> in 1937.2 Like most research on listings that came after it, this early study came to the conclusion that a new listing on the NYSE is associated with an increase in stock price.3 Financial theorists have tended to attribute this increase in value to the increase in “liquidity” that is said to accompany stocks that switch to the NYSE. Typical of this thinking is a 1986 study (involving one of the present authors)4 which argues that the differences in the market structure and means of transacting between the NYSE and the OTC market could lead to a lower cost of transacting and, therefore, greater liquidity. The greater liquidity, in turn, leads to a higher stock price.</p><p>We conducted our analysis on a sample of 273 NASDAQ stocks that became newly-listed on the NYSE during the period August 1980 through December 1989. This sample includes all stocks that listed over this period (except those that listed during October 1987) for which sufficient data were available to conduct the study. The sample covers a wide range of industries, with firms representing 50 of the 83 possible two-digit Standard Industrial Classification (SIC) codes. Of the 273 companies, 188 are industrials, 77 are financials, and 8 are utilities.</p><p>As shown in panel A of Table 1, the new listings were spread reasonably evenly throughout the decade. As shown in panel B, the sample is balanced between firms with a relatively long history of trading in the OTC/NASDAQ market and those with a short history of OTC/NASDAQ trading. For example, 26% of the sample firms had traded in the OTC/NASDAQ market for more than 10 years, while 31% had traded in the OTC/NASDAQ market for three years or less. Finally, as shown in panel C, the sample is not dominated by stocks with either very low or very high prices. The median price of the stocks just prior to listing was $19 5/8.</p><p>To determine whether listing on the NYSE during the 1980s was accompanied by an increase in stock price, we calculated each stock's rate of return (after adjusting for overall market movements) from the week that the company first announced that the stock would change its trading locale until the week the stock actually began to trade on the NYSE. This interval averages four weeks, with a maximum of 22 weeks and a minimum of one week. Of the stocks in the sample, 69% earned a positive market-adjusted return over this interval and the average market adjusted return was 5.8%. On an annualized basis, this amounts to an “excess” return of almost 70%.</p><p>Clearly, during the 1980s, listing on the NYSE was accompanied by a boost in shareholder wealth.</p><p>As we noted, traditional finance theory does not attribute any particular role to investor base as a determinant of share values. But, in his 1987 Presidential Address to the American Finance Association, Robert Merton proposed a theory of asset pricing based on the premise that investors invest in only a subset of all available securities.7 To support his premise, he posits that investors—perhaps because it is costly to gather and assimilate information— have limited ability to be aware of the almost limitless set of available securities. He also observes that some institutional investors are restricted in the types of securities in which they can invest.</p><p>The net result of Merton's analysis is a model of asset pricing in which investor base plays a prominent role. In particular, the Merton model extends and supplements the traditional Capital Asset Pricing Model (CAPM) model of security pricing by including a second risk factor (the first, of course, is beta) that depends upon the size of a stock's investor base. The smaller the investor base, the higher this risk factor and thus the higher the stock's required rate of return. Or, to put it differently, in Merton's version of the CAPM, actions that management takes to increase the firm's investor base can reduce the firm's cost of capital and so increase its share price.</p><p>From our perspective, Merton's model accomplishes two things. First, it provides a theoretical justification for corporate management's concern with investor base. Second, the model provides the conceptual framework in which we conducted our statistical analysis of the effect of investor base on stock price when shares become listed on the NYSE.</p><p>The first set of terms, R<sub>f</sub> + B<sub>k</sub>[E(R<sub>M</sub>)−R<sub>f</sub>], represents the expected return according to the familiar CAPM. The new term, I<sub>k</sub>−B<sub>k</sub>I<sub>M</sub>, is an additional risk premium that reflects investors’ compensation for investing in companies with a smaller investor base.</p><p>The investor base risk premium has two components: a firm-specific component, I<sub>k</sub>, which reflects the degree to which a specific firm's investor base is less than “complete”; and a market-wide component, B<sub>k</sub>I<sub>M</sub>, which reflects the degree to which the average firm's investor base is less than complete.</p><p>According to the model, then, a change in the cost of capital brought about by a change in investor base is equal to the change in I<sub>k</sub>. Therefore, to determine whether a 19% increase in shareholder base can explain a 6% increase in stock price, we have to assign values to the various components of l<sub>k</sub>. Because the annual non-beta risk for a typical stock is about 8%, we begin by assuming that S<sup>2</sup><sub>k</sub> = 0.08. The average market value of equity for the firms in our sample was $290 million, and the market value of all stocks traded on the NYSE, AMEX, and the OTC market at the time was approximately $3.5 trillion8 (thus making M<sub>k</sub> = 290/3,500,000, or .00008). Suppose that a firm had 10,000 shareholders before listing and there are approximately 40 million shareholders in total (making Q<sub>k</sub> = 10,000/40,000,000, or 0.00025). Finally, empirical studies of aggregate risk aversion suggest that A = 2 is a reasonable estimate.9</p><p>Putting each of the above values into equation (1), we estimate the average I<sub>k</sub> of the firms in our sample to be 0.053 <i>prior to listing</i>. This can be interpreted as saying that the average firms’ cost of capital before listing on the NYSE contained an investor base risk premium of roughly 5.3%.</p><p>If we then repeat the same calculations with 12,000 shareholders (which represents a 20% increase from 10,000), the firm's post-listing I<sub>k</sub> falls to 0.044. Thus, the annual expected return on the average stock in our sample is now 0.9% (0.053–0.044) lower than it was prior to listing. If we assume that the expected return on the average stock prior to listing was 15%, a reduction of 0.9% in the cost of capital translates into a one-time increase in stock price of 6%.</p><p>In short, using Merton's model with reasonable parameters, we can explain our reported 6% increase in share prices solely in terms of the effect of increasing investor base.</p><p><b>A Liquidity Model</b>. As we mentioned at the outset, earlier empirical studies have typically attributed the increases in value that come with new listings to increases in liquidity that supposedly accompany such listings. In a 1986 study, Yakov Amihud and Haim Mendelson developed a theoretical model of asset pricing and liquidity as measured by bid/ask spread.10 In their model, a stock's expected return declines along its bid/ask spread.</p><p>Thus, if listing reduces a stock's bid/ask spread, this model predicts an increase in the stock price. The Amihud and Mendelson model provides the theoretical underpinnings for our empirical analysis of the relation between stock prices and bid/ask spread when stocks list on the NYSE.</p><p>As we also noted, our first look at the data showed that new listings are associated with an increase in investor base and a decrease in bid/ask spread. To determine which, if either, of these factors can explain the increase in stock price that accompanies a new listing, we estimated a multiple regression in which the dependent (“left-hand-side”) variable is the stock's market-adjusted return over the listing period and the independent (right-hand-side) variables are the changes in the stock's investor base risk premium and bid/ask spread after listing.</p><p>Based upon the results of the regression analysis, both of the independent variables are statistically significant. In the parlance of econometrics, both the change in investor base and the change in bid/ask spread help to “explain” the increase in stock price that accompanies a new listing.</p><p>For widely-held stocks, the effect of the investor base factor on expected returns is likely to be modest at best. But, for firms with few shareholders, a small investor base could significantly increase the firm's cost of capital. This suggests that managers of firms with few shareholders have an incentive to take actions that expand their firm's investor base.</p><p>We have cited a number of corporate practices designed to expand investor base: stock splits, the hiring of shareholder relations officers, meetings with security analysts, the issuance of ADRs, and the listing of shares on major domestic and international exchanges. Others come to mind. For example, firms that issue equity can choose an underwritten as opposed to a rights offering. In an underwritten offering, the newly issued shares reach new investors, thereby expanding the firm's investor base; whereas in rights offering they do not. Another way in which a firm might expand its investor base is through scheduled press releases that generate media coverage and increases investor recognition of the firm. Or perhaps the initiation of a scheduled dividend policy making the firm eligible to investors prohibited from investing in non-dividend paying stocks may have the effect of increasing investor base. In general, any action that eliminates a constraint on investors’ ability to hold the security is likely to increase the investor base. Such constraints may be deliberate, such as “prudent investor” rules that prohibit funds from investing in particular types of stocks, or they may arise unintentionally from information constraints that result in a lack of awareness by investors.</p><p>Of course, actions to increase the investor base, like almost all decisions, involve a cost/benefit tradeoff. Whether the benefits of a particular action exceed the costs requires the quantification of each. Merton's model provides a framework within which such decisions can be analyzed. Our empirical analysis gives some indication of the effect of investor base on stock value.</p>\",\"PeriodicalId\":0,\"journal\":{\"name\":\"\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0,\"publicationDate\":\"2023-04-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://onlinelibrary.wiley.com/doi/epdf/10.1111/jacf.12538\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1111/jacf.12538\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"","FirstCategoryId":"1085","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/jacf.12538","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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摘要

投资者基础对股票价值有影响的概念具有直观的吸引力,并得到了“街头传说”的有力支持。但以熟悉的资本资产定价模型(CAPM)或其最近的挑战者套利定价理论(APT)为代表的标准金融理论,并没有将投资者基础的大小作为股票价值的决定因素。事实上,从传统金融理论的角度来看,上述每一项公司行为都被视为价值中立。然而,实证研究表明,至少在平均水平上,这些公司的某些做法与股价上涨有关。虽然人们对股票价值的增加提出了各种解释,但投资者基础的作用在很大程度上尚未被探索。在这篇文章中,我们报告了我们最近对273家公司的研究结果,这些公司在20世纪80年代决定将其股票的交易地点从场外交易(OTC)或纳斯达克市场转移到纽约证券交易所。1我们发现,股票在纽约证券交易所上市时,股价平均上涨了约6%,这些公司的投资者基础增加了近20%。我们还发现,上市后,普通股票的买卖价差减少了约5%。在分析股价、投资者基础和买卖价差之间的关系时,我们发现股价上涨与投资者基础的百分比增长和买卖价差的减少显著相关。简而言之,我们的分析支持了一种流行的观点,即扩大股东基础可以提高公司的股价。当然,我们并不是第一个研究纽约证券交易所上市对股价影响的人。这一荣誉似乎属于1937.2年发表在《商业杂志》上的一项研究。与之后对上市的大多数研究一样,这项早期研究得出的结论是,在纽约证券交易所上市与股价上涨有关。3金融理论家倾向于将这种价值上涨归因于所谓的股票转投纽约证券交易所时“流动性”的增加。这种想法的典型代表是1986年的一项研究(涉及本作者之一)4,该研究认为,纽约证券交易所和场外交易市场之间的市场结构和交易方式的差异可能会降低交易成本,从而提高流动性。流动性越大,股价就越高。我们对1980年8月至1989年12月期间在纽约证券交易所新上市的273只纳斯达克股票样本进行了分析。该样本包括在此期间上市的所有股票(1987年10月上市的股票除外),这些股票有足够的数据可用于进行研究。样本涵盖了广泛的行业,在83个可能的两位数标准行业分类(SIC)代码中,有50个公司代表。273家公司中,188家为工业公司,77家为金融公司,8家为公用事业公司。如表1的面板A所示,新的上市公司在整个十年中的分布相当均匀。如图B所示,样本在OTC/纳斯达克市场交易历史相对较长的公司和OTC/纳斯达克交易历史较短的公司之间是平衡的。例如,26%的样本公司在OTC/纳斯达克市场交易超过10年,而31%的公司在OTC或纳斯达克市场交易三年或更短。最后,如图C所示,样本并不是由价格非常低或非常高的股票主导的。这些股票在上市前的中位价格为19.5/8美元。为了确定20世纪80年代在纽约证券交易所上市是否伴随着股价上涨,我们计算了每只股票的回报率(根据整体市场走势进行调整后),从该公司首次宣布股票将改变交易地点的那一周起,直到该股票真正开始在纽约证券交易所交易的那一周止。此间隔平均为四周,最长为22周,最短为一周。在样本中的股票中,69%的股票在这段时间内获得了正的市场调整回报,平均市场调整回报率为5.8%。按年化计算,这相当于近70%的“超额”回报。显然,在20世纪80年代,在纽约证券交易所上市的同时,股东财富也在增加。正如我们所指出的,传统的金融理论并没有将投资者基础作为股票价值的决定因素来发挥任何特殊作用。但是,在1987年向美国金融协会发表的总统演讲中,罗伯特·默顿提出了一种资产定价理论,其前提是投资者只投资于所有可用证券的一个子集。7为了支持他的前提,他认为,投资者——也许是因为收集和吸收信息的成本很高——意识到几乎无限的可用证券的能力有限。 他还观察到,一些机构投资者在可以投资的证券类型上受到限制。默顿分析的最终结果是一个资产定价模型,投资者基础在其中发挥着重要作用。特别是,Merton模型扩展和补充了传统的资本资产定价模型(CAPM)的证券定价模型,包括了取决于股票投资者基础规模的第二个风险因素(当然,第一个是贝塔)。投资者基数越小,风险系数就越高,因此股票所需的回报率也就越高。或者,换言之,在默顿版本的CAPM中,管理层为增加公司投资者基础而采取的行动可以降低公司的资本成本,从而提高股价。从我们的角度来看,默顿模型完成了两件事。首先,为企业管理层关注投资者基础提供了理论依据。其次,该模型提供了一个概念框架,我们在该框架中对股票在纽约证券交易所上市时投资者基础对股价的影响进行了统计分析。第一组术语Rf+Bk[E(RM)−Rf]表示根据熟悉的CAPM的预期回报。新术语Ik−BkIM是一种额外的风险溢价,反映了投资者对投资于投资者基础较小的公司的补偿。投资者基础风险溢价有两个组成部分:企业特定组成部分Ik,反映了特定企业的投资者基础不“完整”的程度;以及一个市场范围的组成部分BkIM,它反映了普通公司的投资者基础不完整的程度。根据该模型,投资者基础的变化所带来的资本成本的变化等于Ik的变化。因此,为了确定股东基数增加19%是否可以解释股价上涨6%,我们必须为lk的各个组成部分赋值。因为典型股票的年度非贝塔风险约为8%,我们首先假设S2k=0.08。我们样本中公司的股票平均市值为2.9亿美元,在纽约证券交易所、美国运通、,当时的场外交易市场约为3.5万亿美元8(因此Mk=290/35000000,或0.00008)。假设一家公司在上市前有10000名股东,总共约有4000万股东(因此Qk=10000/400000,或0.00025)。最后,对总风险厌恶的实证研究表明,A=2是一个合理的估计。9将上述每个值代入方程(1),我们估计样本中公司在上市前的平均Ik为0.053。这可以解释为,公司在纽约证券交易所上市前的平均资本成本包含大约5.3%的投资者基本风险溢价。如果我们对12000名股东重复同样的计算(比10000名股东增加了20%),公司上市后的Ik将降至0.044。因此,我们样本中平均股票的年预期回报率现在比上市前低0.9%(0.053-0.044)。如果我们假设上市前平均股票的预期回报率为15%,那么0.9%的资本成本降低就意味着股价一次性上涨6%。简而言之,使用具有合理参数的默顿模型,我们可以仅从增加投资者基础的影响来解释我们报告的股价上涨6%。流动性模型。正如我们在一开始所提到的,早期的实证研究通常将新上市带来的价值增加归因于流动性的增加,而流动性应该伴随着新上市而增加。在1986年的一项研究中,Yakov Amihud和Haim Mendelson开发了一个以买卖价差衡量的资产定价和流动性的理论模型。10在他们的模型中,股票的预期回报率沿着买卖价差下降。因此,如果上市减少了股票的买卖价差,该模型预测股价会上涨。Amihud和Mendelson模型为我们对股票在纽约证券交易所上市时股价与买卖价差之间关系的实证分析提供了理论基础。正如我们所指出的,我们对数据的第一次观察表明,新上市与投资者基础的增加和买卖价差的减少有关。为了确定这些因素中的哪一个可以解释伴随新上市的股价上涨,我们估计了一个多元回归,其中因变量(“左手边”)是股票在上市期间的市场调整回报,自变量(右手边)是股票上市后投资者基础风险溢价和买卖价差的变化。根据回归分析的结果,这两个自变量都具有统计学意义。
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Investor base, cost of capital, and new listings on the NYSE

The notion that investor base has an effect on share value has intuitive appeal and is strongly supported by “streetlore.” But standard finance theory, as represented by the familiar Capital Asset Pricing Model (CAPM) or its recent challenger, the Arbitrage Pricing Theory (APT), does not attribute any particular role to the size of investor base as a determinant of share values. Indeed, from the perspective of traditional finance theory, each of the corporate actions cited above is viewed as value neutral. Yet empirical research suggests that certain of these corporate practices are associated, at least on average, with an increase in share values. While various explanations have been offered for these increases in share value, the role of investor base has been largely unexplored.

In this article, we report the results of our recent study of 273 companies that during the 1980s decided to switch the trading locale of their shares from the over-the-counter (OTC) or NASDAQ market to the NYSE.1 We found that share prices increased by about 6%, on average, at the time the stocks became listed on the NYSE, and that the investor base of these firms increased by almost 20%. We also found that the average stock experienced a reduction in bid/ask spread of about 5% after listing. In an analysis of the relation among share prices, investor base, and bid/ask spread, we found that the stock price increase was significantly correlated with both the percentage increase in investor base and the reduction in bid/ask spread.

In short, our analysis supports the popular idea that an expanded shareholder base can increase a firm's stock price.

We are not, of course, the first to study the effect of an NYSE listing on share price. That honor appears to belong to a study published in the Journal of Business in 1937.2 Like most research on listings that came after it, this early study came to the conclusion that a new listing on the NYSE is associated with an increase in stock price.3 Financial theorists have tended to attribute this increase in value to the increase in “liquidity” that is said to accompany stocks that switch to the NYSE. Typical of this thinking is a 1986 study (involving one of the present authors)4 which argues that the differences in the market structure and means of transacting between the NYSE and the OTC market could lead to a lower cost of transacting and, therefore, greater liquidity. The greater liquidity, in turn, leads to a higher stock price.

We conducted our analysis on a sample of 273 NASDAQ stocks that became newly-listed on the NYSE during the period August 1980 through December 1989. This sample includes all stocks that listed over this period (except those that listed during October 1987) for which sufficient data were available to conduct the study. The sample covers a wide range of industries, with firms representing 50 of the 83 possible two-digit Standard Industrial Classification (SIC) codes. Of the 273 companies, 188 are industrials, 77 are financials, and 8 are utilities.

As shown in panel A of Table 1, the new listings were spread reasonably evenly throughout the decade. As shown in panel B, the sample is balanced between firms with a relatively long history of trading in the OTC/NASDAQ market and those with a short history of OTC/NASDAQ trading. For example, 26% of the sample firms had traded in the OTC/NASDAQ market for more than 10 years, while 31% had traded in the OTC/NASDAQ market for three years or less. Finally, as shown in panel C, the sample is not dominated by stocks with either very low or very high prices. The median price of the stocks just prior to listing was $19 5/8.

To determine whether listing on the NYSE during the 1980s was accompanied by an increase in stock price, we calculated each stock's rate of return (after adjusting for overall market movements) from the week that the company first announced that the stock would change its trading locale until the week the stock actually began to trade on the NYSE. This interval averages four weeks, with a maximum of 22 weeks and a minimum of one week. Of the stocks in the sample, 69% earned a positive market-adjusted return over this interval and the average market adjusted return was 5.8%. On an annualized basis, this amounts to an “excess” return of almost 70%.

Clearly, during the 1980s, listing on the NYSE was accompanied by a boost in shareholder wealth.

As we noted, traditional finance theory does not attribute any particular role to investor base as a determinant of share values. But, in his 1987 Presidential Address to the American Finance Association, Robert Merton proposed a theory of asset pricing based on the premise that investors invest in only a subset of all available securities.7 To support his premise, he posits that investors—perhaps because it is costly to gather and assimilate information— have limited ability to be aware of the almost limitless set of available securities. He also observes that some institutional investors are restricted in the types of securities in which they can invest.

The net result of Merton's analysis is a model of asset pricing in which investor base plays a prominent role. In particular, the Merton model extends and supplements the traditional Capital Asset Pricing Model (CAPM) model of security pricing by including a second risk factor (the first, of course, is beta) that depends upon the size of a stock's investor base. The smaller the investor base, the higher this risk factor and thus the higher the stock's required rate of return. Or, to put it differently, in Merton's version of the CAPM, actions that management takes to increase the firm's investor base can reduce the firm's cost of capital and so increase its share price.

From our perspective, Merton's model accomplishes two things. First, it provides a theoretical justification for corporate management's concern with investor base. Second, the model provides the conceptual framework in which we conducted our statistical analysis of the effect of investor base on stock price when shares become listed on the NYSE.

The first set of terms, Rf + Bk[E(RM)−Rf], represents the expected return according to the familiar CAPM. The new term, Ik−BkIM, is an additional risk premium that reflects investors’ compensation for investing in companies with a smaller investor base.

The investor base risk premium has two components: a firm-specific component, Ik, which reflects the degree to which a specific firm's investor base is less than “complete”; and a market-wide component, BkIM, which reflects the degree to which the average firm's investor base is less than complete.

According to the model, then, a change in the cost of capital brought about by a change in investor base is equal to the change in Ik. Therefore, to determine whether a 19% increase in shareholder base can explain a 6% increase in stock price, we have to assign values to the various components of lk. Because the annual non-beta risk for a typical stock is about 8%, we begin by assuming that S2k = 0.08. The average market value of equity for the firms in our sample was $290 million, and the market value of all stocks traded on the NYSE, AMEX, and the OTC market at the time was approximately $3.5 trillion8 (thus making Mk = 290/3,500,000, or .00008). Suppose that a firm had 10,000 shareholders before listing and there are approximately 40 million shareholders in total (making Qk = 10,000/40,000,000, or 0.00025). Finally, empirical studies of aggregate risk aversion suggest that A = 2 is a reasonable estimate.9

Putting each of the above values into equation (1), we estimate the average Ik of the firms in our sample to be 0.053 prior to listing. This can be interpreted as saying that the average firms’ cost of capital before listing on the NYSE contained an investor base risk premium of roughly 5.3%.

If we then repeat the same calculations with 12,000 shareholders (which represents a 20% increase from 10,000), the firm's post-listing Ik falls to 0.044. Thus, the annual expected return on the average stock in our sample is now 0.9% (0.053–0.044) lower than it was prior to listing. If we assume that the expected return on the average stock prior to listing was 15%, a reduction of 0.9% in the cost of capital translates into a one-time increase in stock price of 6%.

In short, using Merton's model with reasonable parameters, we can explain our reported 6% increase in share prices solely in terms of the effect of increasing investor base.

A Liquidity Model. As we mentioned at the outset, earlier empirical studies have typically attributed the increases in value that come with new listings to increases in liquidity that supposedly accompany such listings. In a 1986 study, Yakov Amihud and Haim Mendelson developed a theoretical model of asset pricing and liquidity as measured by bid/ask spread.10 In their model, a stock's expected return declines along its bid/ask spread.

Thus, if listing reduces a stock's bid/ask spread, this model predicts an increase in the stock price. The Amihud and Mendelson model provides the theoretical underpinnings for our empirical analysis of the relation between stock prices and bid/ask spread when stocks list on the NYSE.

As we also noted, our first look at the data showed that new listings are associated with an increase in investor base and a decrease in bid/ask spread. To determine which, if either, of these factors can explain the increase in stock price that accompanies a new listing, we estimated a multiple regression in which the dependent (“left-hand-side”) variable is the stock's market-adjusted return over the listing period and the independent (right-hand-side) variables are the changes in the stock's investor base risk premium and bid/ask spread after listing.

Based upon the results of the regression analysis, both of the independent variables are statistically significant. In the parlance of econometrics, both the change in investor base and the change in bid/ask spread help to “explain” the increase in stock price that accompanies a new listing.

For widely-held stocks, the effect of the investor base factor on expected returns is likely to be modest at best. But, for firms with few shareholders, a small investor base could significantly increase the firm's cost of capital. This suggests that managers of firms with few shareholders have an incentive to take actions that expand their firm's investor base.

We have cited a number of corporate practices designed to expand investor base: stock splits, the hiring of shareholder relations officers, meetings with security analysts, the issuance of ADRs, and the listing of shares on major domestic and international exchanges. Others come to mind. For example, firms that issue equity can choose an underwritten as opposed to a rights offering. In an underwritten offering, the newly issued shares reach new investors, thereby expanding the firm's investor base; whereas in rights offering they do not. Another way in which a firm might expand its investor base is through scheduled press releases that generate media coverage and increases investor recognition of the firm. Or perhaps the initiation of a scheduled dividend policy making the firm eligible to investors prohibited from investing in non-dividend paying stocks may have the effect of increasing investor base. In general, any action that eliminates a constraint on investors’ ability to hold the security is likely to increase the investor base. Such constraints may be deliberate, such as “prudent investor” rules that prohibit funds from investing in particular types of stocks, or they may arise unintentionally from information constraints that result in a lack of awareness by investors.

Of course, actions to increase the investor base, like almost all decisions, involve a cost/benefit tradeoff. Whether the benefits of a particular action exceed the costs requires the quantification of each. Merton's model provides a framework within which such decisions can be analyzed. Our empirical analysis gives some indication of the effect of investor base on stock value.

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