投资银行是否有激励措施来帮助客户进行创造价值的收购?

Pub Date : 2023-04-24 DOI:10.1111/jacf.12546
John J. McConnell, Valeriy Sibilkov
{"title":"投资银行是否有激励措施来帮助客户进行创造价值的收购?","authors":"John J. McConnell,&nbsp;Valeriy Sibilkov","doi":"10.1111/jacf.12546","DOIUrl":null,"url":null,"abstract":"<p>To many observers, it has long seemed evident that there is a potential conflict between the interests of the investment bankers that do M&amp;A advisory work and the shareholders of the acquiring companies they advise. The potential conflict arises because advisory contracts are structured to reward the bankers for “getting deals done,” with much less reward for deals that do not get done. In other words, contracts are structured so that the bankers generate the lion's share of their fees from those transactions in which their corporate clients end up acquiring the companies they target—but negligible amounts for advisory work that does not lead to a transaction.</p><p>Unfortunately for shareholders of the acquiring corporation, overpaying for an acquisition is a fairly surefire way of ensuring that an acquisition takes place. Indeed, there is a body of evidence from the 1970s and 1980s that suggests that acquirers, on average, were willing to do just that.1 In the many M&amp;A deals that got done during those decades, the shareholders of the companies acquired usually seemed to fare significantly better, on average, than the shareholders of the companies doing the acquiring.2</p><p>And yet, as that columnist went on to point out, Wasserstein's career on Wall Street did not seem to have suffered from his reputed indifference to the shareholders of his corporate clients. Early scholarly evidence on that question tended to support the notion that banks and bankers were not penalized for facilitating overpriced deals.</p><p>In a study that was recently published in the <i>Review of Financial Studies</i>, we re-examined the evidence on the questions: Do bankers pay any penalty for advising on value-destroying acquisitions? Or, conversely, is there any reward to bankers for creating value for their acquisition-minded clients? These questions would seem to be important given that, in the United States alone, corporate acquirers paid investment banks over $20 billion in advisory fees to facilitate their acquisitions during the decade 2002–2011.5</p><p>One of the first studies of advisory contracts in mergers and acquisitions was conducted by Robyn McLaughlin, while a finance professor at Boston College, and its findings were published in an article in the <i>Journal of Financial Economics</i> in 1990. McLaughlin studied advisory contracts in corporate tender offers from 1978 to 1985. He observed that the compensation advisors are paid—the advisory fees—were not contingent on whether the transaction creates value for the client, which is the acquirer. In the typical contract, more than 80% of the advisory fee was paid only if the acquisition was completed. He noted that such contracts appeared to create a severe conflict of interest in which the advisor had an incentive to complete the acquisition regardless of the valuation consequences for the acquirers’ shareholders.</p><p>When discussing his findings, McLaughlin went on to speculate that other mechanisms, such as the reputation of the advisor, could possibly work to limit the conflict of interest between the investment banker and its acquirer client. That is, value-creating acquisitions can generate reputational capital for good advisors that help them obtain future advisory mandates, while the opposite would be the case for advisors involved in value-reducing acquisitions.</p><p>But if the economic logic behind McLaughlin's conjecture was quite plausible, the empirical evidence that followed did not seem to support it. After publication of McLaughlin's study, two studies examined the possible role of reputation in the acquisition advisory business: a 2000 study by P. Raghavendra Rau, then of Purdue University; and a 2011 study by Jack Bao, then of the Ohio State University, and Alex Edmans, then of the Wharton School (Bao-Edmans hereafter). Rau's study, for example, looked at whether the stock price performance of the acquirer following the announcement of an acquisition was related to the future market share of the acquirer's advisor. The main hypothesis of the study was that if a banker's reputation for creating value is an important consideration for corporate acquirers when choosing their advisors, advisors in acquisitions that have created more value for their previous clients should enjoy higher future market share. Rau's study, however, reported no significant relation between post-acquisition stock price performance and future market share. What he found instead was a significant positive relation between the proportion of acquisitions that were completed and the future market share of advisors. Thus, Rau's findings appear to show no effects of the bankers’ reputation for creating value for clients on the likelihood of the bankers being chosen for future transactions. But the findings provide evidence that a reputation for getting deals done does provide a strong incentive for the banker to complete deals, consistent with the incentives provided by the advisory contracts documented by McLaughlin. And, as Rau interprets his findings, acquirers appear to disregard the stock market performance of the advisors’ previous clients either because value-creation in an acquisition is not an objective of the acquirer, or because the acquirers believe that the past performance of advisors’ clients is not indicative of the performance of future acquirer clients.</p><p>And that brings us to the main focus of the Bao-Edmans study, which examines whether the performance of an advisor's clients persists through time. In other words, are the advisors on acquisitions that create value for their clients more likely to be advisors in future acquisitions that also create value for the acquirers? Bao-Edmans find that the client performance of advisors is persistent in the sense that the past performance of deals announced by a given advisor is a predictor of the performance of the future deals on which they are also the advisor. And this in turn implies that an advisor's reputation for helping companies create—or destroy—value through acquisitions provides reliable information that can be used by future clients when choosing their advisors.</p><p>Puzzled by these findings, Bao-Edmans then re-examined Rau's analysis, but focused on the short-run (3-day) announcement period stock market reaction of the acquirer rather than the “long-run” acquirer stock returns considered by Rau. And like Rau, they found no statistically significant relation between measures of value created for acquirers and the future market shares of the acquirer's advisors.</p><p>In a further effort to explain this puzzle, Bao-Edmans examined whether the value created in acquisitions by an investment bank's prior clients was related to the likelihood that the bank would be hired by the same or any other acquirer to advise on a future acquisition. And, consistent with Rau's findings, Bao-Edmans reported no significant relation. All this evidence appeared to confirm the hypothesis that acquirers, when choosing their advisors, disregard the information—and apparently quite valuable information—contained in prior client performance.</p><p>Nevertheless, since the main focus of their study is on the persistence of performance by an advisor's clients, Bao-Edmans present their findings about the effects of client performance on future business of the advisor with caution, commenting that “these results are only suggestive” due to the specifics of the sample used in their analysis.</p><p>With this caveat in mind, we undertook our own study of the relation between the performance of an advisor's clients and its success in winning future acquisition mandates. Our investigation began with four hypotheses that we expected to receive support from our statistical tests if the information contained in the stock price performance of an advisor's prior acquirer clients is a factor in a potential acquirer's future decision to hire an advisor. In our tests we measured acquirer performance as the abnormal stock returns around the announcements of the acquisitions. First, if the premise of our tests is correct, we expected that advisors whose prior clients experienced better stock price performance should be more likely to be chosen as advisors in the future. Second, if an acquirer engaged in several sequential acquisitions, that acquirer should be more likely to choose the same advisor the better performance in the prior transaction. Third, an advisor whose clients achieved better performance should experience an increase in its share of the advisory market in the future. (Note, this change in market share is distinct from the level of the advisor's market share, as examined by Rau.) And, fourth, investment banks whose clients experienced better stock price performance should also experience positive stock price responses at the time their clients’ acquisitions are announced.</p><p>In conducting our analyses, we used an extensive sample of corporate acquisition attempts that took place over the 28-year period 1984–2011.6 Thus, we included aborted as well as completed transactions. We focused only on those acquisition attempts that had at least the potential to result in a change in control—that is, all attempts in which the acquirers owned less than 50% of the target's stock prior to the attempt and were seeking to own more than 50% after the acquisition. Like Rau, we considered an advisor to the acquirer to be any bank that “acts as dealer manager,” “lead or other underwriter,” “provides financial advice,” “provides a fairness opinion,” “initiates the deal or represents shareholders, board[s] of directors, [or] major holder[s].”7 With our criteria in place, we ended up with a sample of 11,324 acquisition attempts in which acquirers had one or, in some cases, several identifiable financial advisors. By contrast—and this difference will become important later—the sample used by Bao-Edmans in their analysis of advisor choice was, for justifiable reasons, much smaller and included only 1224 acquisition attempts.</p><p>We supplemented the data on acquisitions with information from several other data sources. For each acquirer and for each acquirer's financial advisor for which data were available, we collected daily stock returns and market capitalizations from the <i>Center for Research in Security Prices (CRSP)</i> database. We also obtained information about each acquirer's equity and debt issuances and the lead underwriters for each issuance from the <i>SDC's New Issues</i> database. For acquirers that were subsidiaries of a public company, when such data were available, we obtained daily stock returns and market capitalizations of the acquirer's “immediate” or “ultimate” parent. We also obtained information on the analyst coverage of the acquirer from the <i>Institutional Brokers Estimate System (I/B/E/S)</i> to derive a measure of advisors’ security analyst coverage.</p><p>In Table 1, we report summary statistics for the sample to provide an overview of the acquisitions that we examined. The acquiring companies were roughly six times the size of the targets in terms of asset book value. The acquisitions involved primarily publicly traded companies, with 86% of the acquirers and 64% of the targets having publicly traded stock at the time of the acquisition attempt. And 89% of the attempts resulted in a completed transaction.</p><p>Moreover, in almost 14% of the attempts, the acquirer had used the same advisor in a prior acquisition attempt within 5 years of the current attempt. This statistic, however, is not indicative of the general propensity to rehire the same advisor for a subsequent acqussition, which is around 50%. In most acquisitions in the sample, the acquirer had not attempted a prior acquisition or, if it had, it had not used an advisor. And in 8.9% and 5.4% of the attempts, the acquirer had used the advisor in a prior equity or debt offering.</p><p>The main variable in our analyses was a measure of value created for acquirers in prior acquisition attempts. The value created for acquirers in prior deals was estimated by calculating the acquirer's cumulative abnormal return, CAR, over the 5-day interval centered at the announcement date. The CAR was calculated as the cumulative announcement period stock return minus the return on a benchmark portfolio.8</p><p>We used two measures of the value created by an investment bank's acquirer clients in prior deals. The first was derived from Rau's study, in which the CAR for each acquirer client was converted to a dollar value by multiplying the CAR by the market capitalization of the acquirer's common equity as of 60 days prior to the announcement. For each advisor, the dollar values so calculated for its clients were summed over the 1 year, that is, 365 calendar days, and 3 years, that is, 1095 calendar days, prior to the announcement of the acquisition in question and divided by the total equity market capitalization of these clients. The second measure, which was used by Bao-Edmans, is an equally weighted average of the CARs of the advisor's clients over the same 1- or 3-year interval. We referred to the first of these measures as the “value-weighted CAR” (VWCAR) of the advisor's prior clients and the second as the “equal-weighted CAR” (EWCAR) of the advisor's prior clients. We referred to these measures collectively as “prior client performance.”</p><p>As reported in panel B of Table 1, the average 1- and 3-year prior VWCARs for the acquisition attempts we examined were −0.5% and −0.4%, respectively; and the mean 1-year and 3-year prior EWCARs were 0.1% and 0.2%. The average CAR during all of the 11,324 acquisition attempts in our sample was −0.2%, and the median CAR was −0.7%. These results are consistent with the evidence from the 1970s and 1980s cited above.</p><p>Having collected the data and established our measures of prior client performance, we began to investigate the fundamental question of the paper: When choosing their acquisition advisors, does the acquisition performance of the advisors’ prior clients “matter”?</p><p>The first question that we empirically studied was whether an acquirer's choice of an advisor is sensitive to the prior client performance of potential advisors. An affirmative answer to this question is consistent with the idea that a reputation for creating value for clients “matters” for acquirers when choosing their acquisition advisor.</p><p>To address the question, we examined the relation between an investment bank's prior client performance and the likelihood that the bank was chosen as an advisor in subsequent acquisition attempts. We set up a “choice of advisor” model in which we estimated the likelihood that an investment bank was chosen as an advisor relative to the likelihood that the bank was not chosen as the advisor. The choice model is a logistic regression with 1 indicating that the bank is chosen as the advisor and 0 indicating that the bank is not chosen. The primary explanatory variable of interest is prior client performance (i.e., 1- and 3-year VWCARs and EWCARs).</p><p>To implement the model, we identified the bank or banks that were chosen as advisors and the banks that could have been under consideration for advisors but were not chosen. To construct the latter group, we selected investment banks that were likely active in the acquisition advisory market at the time of the acquisition announcement and, therefore, could have been considered as potential advisors. We defined an investment bank as active in the advisory market if it was an advisor in an acquisition attempt in the 1- or 3-year interval (depending on the interval used to construct prior client performance) preceding the acquisition and at least one acquisition attempt after the current acquisition.</p><p>We also recognized that other factors may play a role in determining the choice of an advisor and included various “control” variables in the model. Inclusion of these variables was motivated by prior research indicating that such factors can play a role in determining relationships between acquirers and their investment banks.9 Thus, we controlled for prior advisory or underwriter relations between the bank and the acquirer, the bank's record of completing acquisitions in which it was an advisor, the bank's share of the advisory market, the expertise of the bank's stock analysts in the acquirer's industry, and the expertise of the bank in advising acquisitions in the same industry as the target of the current acquisition attempt.</p><p>This set-up gives rise to four regressions, one regression for each measure of prior client performance and each measurement interval (i.e., VWCAR and EWCAR each over 1- and 3-year intervals). The results are reported in Table 2. In each regression, prior client performance is positively and significantly associated with the likelihood that the investment bank was chosen as an advisor. That is, investment banks whose prior clients experienced more positive stock price reactions during announcement of their acquisition attempts were more likely to be chosen as advisors in future acquisitions in comparison with other banks whose clients experienced less favorable stock price reaction to their acquisition announcements. This result suggests that when choosing advisors for an acquisition, acquirers are sensitive to the value created for the advisor's prior clients and they are more likely to hire advisors whose clients experienced more favorable stock price reaction.</p><p>While the relation between prior client performance and advisor choice is statistically significant, an important question is whether it is economically significant. After all, we also found that other factors—prior relationships between acquirers and investment banks, the bank's analyst coverage, and market share—were all also significant determinants of the choice of an advisor. As a way to assess the economic significance of the effect, we examined the relative change in the outcome (i.e., the likelihood of being chosen as an advisor) that would result from a typical change in the explanatory factor (i.e., prior client performance). When so doing, we estimated that a one-standard-deviation increase in prior client performance led to a 0.13%–0.15% increase in the likelihood that the bank would be chosen as an advisor. This effect should be compared to the bank's unconditional likelihood of being chosen, which is 1.5%. Relative to this unconditional probability, a one-standard-deviation increase in prior client performance improves a bank's likelihood of being hired by 8.7%–10.0%. That increase is not inconsiderable given the potential reward associated with being chosen as an advisor. Perhaps McLaughlin was right in his speculation.</p><p>The second question that we studied focuses on acquirers that had hired an advisor for an acquisition attempt and attempted a second acquisition within 5 years of the first. Referring to these acquirers as “serial,” we asked: is a serial acquirer's performance during the announcement of the first acquisition related to the likelihood that the same advisor would be retained for the second acquisition? Essentially, we examined whether acquirers were sensitive to their own performance in prior acquisitions assisted by an advisor when deciding whether to retain that advisor or to choose a different advisor for a subsequent acquisition.</p><p>As we noted earlier, the likelihood that an advisor was retained for the subsequent acquisition—assuming an advisor was hired—is almost 50%. Thus, having a prior advisory relationship with an acquirer appears to provide the advisor with a significant edge. So, the question we were really asking was this: did the favorable prior experience with the acquirer improve these odds?</p><p>To answer this question, we estimated a model of “advisor retention,” which estimates the likelihood that the same advisor was retained for the second acquisition versus the likelihood that a different advisor was retained. With our sample, we identified 934 pairs of acquisitions by serial acquirers. While the acquirer remains the same, advisors may, and often do, change. And in some cases, the acquirer decides to use no advisor at all for the second acquisition.</p><p>In this instance, we estimated a bivariate probit model with 1 indicating that the same advisor was used and 0 indicating that a different advisor was used.10 The key explanatory variable is the first acquisition's CAR.</p><p>As with the choice of advisor analysis, we controlled for other factors that may determine the decision of whether to use an advisor. The full set of these control variables is given in Table 3 along with the results of the regression and includes such variables as the fraction of prior acquisitions with the advisor, an indicator variable for whether the advisor provided analyst coverage to the acquirer, the number of years between acquisitions, the number of prior acquisitions by the acquirer, an indicator for whether the target in the subsequent acquisition was a publicly traded company and other factors.</p><p>The results, as shown in Table 3, indicate that, after controlling for other potential determinants of the decision to retain an advisor, the likelihood that the same advisor is retained for a second acquisition attempt is positively and statistically significantly related to the acquisition performance of the acquirer in its prior acquisition attempt. As for the economic significance of the relation, a one-standard-deviation increase in the acquirer's CAR during the announcement of the acquisition is associated with an increase in the likelihood of advisor retention by 13.6%. Therefore, when it comes to the decision to retain an advisor for the subsequent acquisition, acquirers are sensitive to what happened to their stock price the last time around—and advisors do have an edge in retaining clients when past performance has been more positive. Again, the evidence is consistent with advisors having a market-based incentive to assist in acquisitions that create value for their clients.</p><p>Having established that acquirers appear to be sensitive to prior client performance in making their advisor choices, we revisited the lack of a significant relation between prior client performance and advisors’ market shares that has been reported by both Rau and Bao-Edmans. We noted that because an investment bank's market share is a fairly stationary variable, we should not look for a correlation between prior client performance and the <i>level</i> of market share but should rather examine the <i>change</i> in market share. A smaller regional advisor/bank, even if the few acquisitions that it advised during a year performed exceptionally well, is unlikely to become a top-tier bank over the next year, or even 2 or 3 years. The more likely outcome, assuming a bank's reputation for value-creating deals matters, is that such a bank will experience an increase in advisory appointments coming its way and, perhaps, even a large increase in its relatively smaller market share.</p><p>With that in mind, we examined whether client acquisition performance and the change in client acquisition performance during a calendar year was correlated with the future <i>change</i> in the market shares of advisors over the subsequent 1- and 3-year periods. In terms of simple statistics, the average 1-year change in future market shares of advisors whose clients had positive acquisition performance was between 1.1% and 10.4%; and for those whose clients had negative acquisition performance, the average change was between –13.9% and –19.2%. Thus, in simple terms, better client acquisition performance is associated with a greater change in future market share for the advisors.</p><p>To control for other factors that may affect the change in future market share, we estimated regression models in which the dependent variable was the future change in market share over 1- and 3-year intervals following the calendar year of the acquisition, and the primary explanatory variable was either client acquisition performance or the change in client acquisition performance. The control variables include factors associated with the advisor such as the fraction of acquisitions completed, the fraction of hostile acquisitions attempted, the fraction of contested acquisitions attempted, and the average fraction of cash used as consideration in acquisitions. We also controlled for the bank's prior share of the advisory market and for the change in the bank's share of the advisory market in the year in which client performance was measured. The results of these regressions, of which there are eight, are presented in Table 4.</p><p>As shown in the table, the coefficients of client performance and the change in client performance (i.e., both VWCAR and EWCAR and the change in VWCAR and EWCAR), are positively and statistically significantly related to both the advisors 1- and 3-year changes in future market share of acquisition advisory services. The regressions confirmed that both the level of client acquisition performance, and the change in client performance are positively related to the future change in market shares of advisors.</p><p>As in other analyses, we also examined the economic significance of the effect. Reassuringly, the economic impact of the relation between client performance and future change in market share was similar to those in the prior two analyses. A one-standard-deviation increase in the performance of the bank's acquirer clients resulted in an average 8.7%–9.8% increase in the bank's share of the acquisition advisory market over the following 1-year period. Again, the results are consistent with the advisors having an incentive to advise on deals that create value for the acquirer's shareholders.</p><p>Having established that client performance predicts whether an investment bank is hired by acquirers for their future acquisitions, we asked a related question: Does the stock market recognize, at the time of the announcement of the acquisition, that an advisor in an acquisition that creates value for the client will land more future advisory appointments, will experience a gain in market share, and will ultimately earn more advisory fees? If it does, the prediction is that the bank's stock price will incorporate that information at the time of the announcement of the acquisition attempt by the bank's client.</p><p>To consider that prediction, we examined the correlation between the CAR of the acquirer's stock around the announcement of an acquisition and the CAR of the advisor's stock during the same time interval. We were able to identify 502 observations in which the stock return data of both the acquirer and the acquirer's advisor were available at the time of the announcement of the deal. To examine that relation, we estimated a regression in which the dependent variable is the bank's CAR and the key independent variable is the client's CAR. The regression also included control variables that were related to the bank's announcement period CAR. These variables included the ratio of target size to acquirer size, an indicator variable for whether the parties are in related industries, an indicator for whether the acquisition was perceived as hostile by the target, an indicator for whether cash was offered as consideration, the count of the number of alternative bidders, and an indicator for whether the target was a publicly traded company.</p><p>As reported in Table 5, advisor abnormal stock returns are, indeed, positively correlated with acquirer abnormal stock returns during the acquisition announcement period. The stock market appears to recognize that value created for clients does end up benefiting their advisors, and the market incorporates that information into the advisor's stock price. In economic terms, for every dollar that the acquisition creates (destroys) for an acquirer, the advisor's market value increases (declines) by $0.208.</p><p>We performed several tests that were designed to examine the sensitivity of our general findings to differences among our sample companies. First, we examined whether the relation holds in certain samples of acquisitions that exhibit differences in other contexts. We partitioned our sample by the target's public/private status11 and by the method of payment for the target.12 Then we examined whether prior client performance was related to the choice of advisor in each of the resulting subsamples. This allowed us to examine whether, for instance, client performance in acquisitions of public targets affects the choice of an advisor for an acquisition of a public target. We performed similar analyses for acquisitions of private targets, for acquisitions in which consideration was exclusively cash, and for acquisitions in which consideration was all stock. The relation between client performance and advisor choice remained significant in these subsamples, with the single exception of the “cash-only” sample. In that particular sample, the number of observations dropped by 90% relative to the full sample, which may be the reason for our inability to detect a significant relation.</p><p>Second, most of our advisor choice analyses involved a lead/lag relation between prior client performance and the awarding of advisor mandates. Therefore, we estimated the choice model using a variety of lead/lag relations, ranging from 1- to 5-year intervals. In every instance, the sign of the coefficient of interest was positive and statistically significant. These robustness tests reassured us that the significant relation between client performance and advisory choice persists in various contexts.</p><p>In our study of over 11,000 M&amp;A attempts made during the period 1984–2011, we found that the stock market responses to the announcements of acquisition bids are positively associated with both the probability that the advisor investment banks will be chosen by the same or other acquirers for their next deals, and with changes over time in the banks’ shares of the M&amp;A advisory business. What these findings tell us is that, contrary to a common perception, when choosing their advisors, acquiring companies consider the past performance of the advisors’ other corporate clients; and when deciding whether to stick with the advisors they used on earlier deals, they consider the market reactions to those deals. Advisors in deals that receive more positive market reactions are more likely both to be rehired by prior acquirer clients, and to be hired for the first time by “new” acquirers. In this way, market forces provide advisors with incentives to assist their corporate clients in identifying and completing value-increasing acquisitions.</p><p>What's more, the reward to advisors for assisting in value-increasing deals comes not only in the form of increases in market share and higher client retention rates, but from increases in their own market values. That is, when acquisitions that increase value for the acquirers are announced, the stock prices of their advisors tend to increase as well (with each $1 increase in the bidder's market value accompanied, on average, by a 20-cent increase in the value of its advisor's stock). This accompanying value increase for the advisor can be explained as not just the value associated with its relationship with its current client, but also from a projected increase in the bank's future market share of the M&amp;A advisory business.</p><p>In sum, our results suggest that market forces counteract, at least to some extent, the potential conflict of interest built into acquirer advisory contracts that appear to reward advisors mainly just for closing deals.</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.12546","citationCount":"0","resultStr":"{\"title\":\"Do investment banks have incentives to help clients make value-creating acquisitions?\",\"authors\":\"John J. McConnell,&nbsp;Valeriy Sibilkov\",\"doi\":\"10.1111/jacf.12546\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>To many observers, it has long seemed evident that there is a potential conflict between the interests of the investment bankers that do M&amp;A advisory work and the shareholders of the acquiring companies they advise. The potential conflict arises because advisory contracts are structured to reward the bankers for “getting deals done,” with much less reward for deals that do not get done. In other words, contracts are structured so that the bankers generate the lion's share of their fees from those transactions in which their corporate clients end up acquiring the companies they target—but negligible amounts for advisory work that does not lead to a transaction.</p><p>Unfortunately for shareholders of the acquiring corporation, overpaying for an acquisition is a fairly surefire way of ensuring that an acquisition takes place. Indeed, there is a body of evidence from the 1970s and 1980s that suggests that acquirers, on average, were willing to do just that.1 In the many M&amp;A deals that got done during those decades, the shareholders of the companies acquired usually seemed to fare significantly better, on average, than the shareholders of the companies doing the acquiring.2</p><p>And yet, as that columnist went on to point out, Wasserstein's career on Wall Street did not seem to have suffered from his reputed indifference to the shareholders of his corporate clients. Early scholarly evidence on that question tended to support the notion that banks and bankers were not penalized for facilitating overpriced deals.</p><p>In a study that was recently published in the <i>Review of Financial Studies</i>, we re-examined the evidence on the questions: Do bankers pay any penalty for advising on value-destroying acquisitions? Or, conversely, is there any reward to bankers for creating value for their acquisition-minded clients? These questions would seem to be important given that, in the United States alone, corporate acquirers paid investment banks over $20 billion in advisory fees to facilitate their acquisitions during the decade 2002–2011.5</p><p>One of the first studies of advisory contracts in mergers and acquisitions was conducted by Robyn McLaughlin, while a finance professor at Boston College, and its findings were published in an article in the <i>Journal of Financial Economics</i> in 1990. McLaughlin studied advisory contracts in corporate tender offers from 1978 to 1985. He observed that the compensation advisors are paid—the advisory fees—were not contingent on whether the transaction creates value for the client, which is the acquirer. In the typical contract, more than 80% of the advisory fee was paid only if the acquisition was completed. He noted that such contracts appeared to create a severe conflict of interest in which the advisor had an incentive to complete the acquisition regardless of the valuation consequences for the acquirers’ shareholders.</p><p>When discussing his findings, McLaughlin went on to speculate that other mechanisms, such as the reputation of the advisor, could possibly work to limit the conflict of interest between the investment banker and its acquirer client. That is, value-creating acquisitions can generate reputational capital for good advisors that help them obtain future advisory mandates, while the opposite would be the case for advisors involved in value-reducing acquisitions.</p><p>But if the economic logic behind McLaughlin's conjecture was quite plausible, the empirical evidence that followed did not seem to support it. After publication of McLaughlin's study, two studies examined the possible role of reputation in the acquisition advisory business: a 2000 study by P. Raghavendra Rau, then of Purdue University; and a 2011 study by Jack Bao, then of the Ohio State University, and Alex Edmans, then of the Wharton School (Bao-Edmans hereafter). Rau's study, for example, looked at whether the stock price performance of the acquirer following the announcement of an acquisition was related to the future market share of the acquirer's advisor. The main hypothesis of the study was that if a banker's reputation for creating value is an important consideration for corporate acquirers when choosing their advisors, advisors in acquisitions that have created more value for their previous clients should enjoy higher future market share. Rau's study, however, reported no significant relation between post-acquisition stock price performance and future market share. What he found instead was a significant positive relation between the proportion of acquisitions that were completed and the future market share of advisors. Thus, Rau's findings appear to show no effects of the bankers’ reputation for creating value for clients on the likelihood of the bankers being chosen for future transactions. But the findings provide evidence that a reputation for getting deals done does provide a strong incentive for the banker to complete deals, consistent with the incentives provided by the advisory contracts documented by McLaughlin. And, as Rau interprets his findings, acquirers appear to disregard the stock market performance of the advisors’ previous clients either because value-creation in an acquisition is not an objective of the acquirer, or because the acquirers believe that the past performance of advisors’ clients is not indicative of the performance of future acquirer clients.</p><p>And that brings us to the main focus of the Bao-Edmans study, which examines whether the performance of an advisor's clients persists through time. In other words, are the advisors on acquisitions that create value for their clients more likely to be advisors in future acquisitions that also create value for the acquirers? Bao-Edmans find that the client performance of advisors is persistent in the sense that the past performance of deals announced by a given advisor is a predictor of the performance of the future deals on which they are also the advisor. And this in turn implies that an advisor's reputation for helping companies create—or destroy—value through acquisitions provides reliable information that can be used by future clients when choosing their advisors.</p><p>Puzzled by these findings, Bao-Edmans then re-examined Rau's analysis, but focused on the short-run (3-day) announcement period stock market reaction of the acquirer rather than the “long-run” acquirer stock returns considered by Rau. And like Rau, they found no statistically significant relation between measures of value created for acquirers and the future market shares of the acquirer's advisors.</p><p>In a further effort to explain this puzzle, Bao-Edmans examined whether the value created in acquisitions by an investment bank's prior clients was related to the likelihood that the bank would be hired by the same or any other acquirer to advise on a future acquisition. And, consistent with Rau's findings, Bao-Edmans reported no significant relation. All this evidence appeared to confirm the hypothesis that acquirers, when choosing their advisors, disregard the information—and apparently quite valuable information—contained in prior client performance.</p><p>Nevertheless, since the main focus of their study is on the persistence of performance by an advisor's clients, Bao-Edmans present their findings about the effects of client performance on future business of the advisor with caution, commenting that “these results are only suggestive” due to the specifics of the sample used in their analysis.</p><p>With this caveat in mind, we undertook our own study of the relation between the performance of an advisor's clients and its success in winning future acquisition mandates. Our investigation began with four hypotheses that we expected to receive support from our statistical tests if the information contained in the stock price performance of an advisor's prior acquirer clients is a factor in a potential acquirer's future decision to hire an advisor. In our tests we measured acquirer performance as the abnormal stock returns around the announcements of the acquisitions. First, if the premise of our tests is correct, we expected that advisors whose prior clients experienced better stock price performance should be more likely to be chosen as advisors in the future. Second, if an acquirer engaged in several sequential acquisitions, that acquirer should be more likely to choose the same advisor the better performance in the prior transaction. Third, an advisor whose clients achieved better performance should experience an increase in its share of the advisory market in the future. (Note, this change in market share is distinct from the level of the advisor's market share, as examined by Rau.) And, fourth, investment banks whose clients experienced better stock price performance should also experience positive stock price responses at the time their clients’ acquisitions are announced.</p><p>In conducting our analyses, we used an extensive sample of corporate acquisition attempts that took place over the 28-year period 1984–2011.6 Thus, we included aborted as well as completed transactions. We focused only on those acquisition attempts that had at least the potential to result in a change in control—that is, all attempts in which the acquirers owned less than 50% of the target's stock prior to the attempt and were seeking to own more than 50% after the acquisition. Like Rau, we considered an advisor to the acquirer to be any bank that “acts as dealer manager,” “lead or other underwriter,” “provides financial advice,” “provides a fairness opinion,” “initiates the deal or represents shareholders, board[s] of directors, [or] major holder[s].”7 With our criteria in place, we ended up with a sample of 11,324 acquisition attempts in which acquirers had one or, in some cases, several identifiable financial advisors. By contrast—and this difference will become important later—the sample used by Bao-Edmans in their analysis of advisor choice was, for justifiable reasons, much smaller and included only 1224 acquisition attempts.</p><p>We supplemented the data on acquisitions with information from several other data sources. For each acquirer and for each acquirer's financial advisor for which data were available, we collected daily stock returns and market capitalizations from the <i>Center for Research in Security Prices (CRSP)</i> database. We also obtained information about each acquirer's equity and debt issuances and the lead underwriters for each issuance from the <i>SDC's New Issues</i> database. For acquirers that were subsidiaries of a public company, when such data were available, we obtained daily stock returns and market capitalizations of the acquirer's “immediate” or “ultimate” parent. We also obtained information on the analyst coverage of the acquirer from the <i>Institutional Brokers Estimate System (I/B/E/S)</i> to derive a measure of advisors’ security analyst coverage.</p><p>In Table 1, we report summary statistics for the sample to provide an overview of the acquisitions that we examined. The acquiring companies were roughly six times the size of the targets in terms of asset book value. The acquisitions involved primarily publicly traded companies, with 86% of the acquirers and 64% of the targets having publicly traded stock at the time of the acquisition attempt. And 89% of the attempts resulted in a completed transaction.</p><p>Moreover, in almost 14% of the attempts, the acquirer had used the same advisor in a prior acquisition attempt within 5 years of the current attempt. This statistic, however, is not indicative of the general propensity to rehire the same advisor for a subsequent acqussition, which is around 50%. In most acquisitions in the sample, the acquirer had not attempted a prior acquisition or, if it had, it had not used an advisor. And in 8.9% and 5.4% of the attempts, the acquirer had used the advisor in a prior equity or debt offering.</p><p>The main variable in our analyses was a measure of value created for acquirers in prior acquisition attempts. The value created for acquirers in prior deals was estimated by calculating the acquirer's cumulative abnormal return, CAR, over the 5-day interval centered at the announcement date. The CAR was calculated as the cumulative announcement period stock return minus the return on a benchmark portfolio.8</p><p>We used two measures of the value created by an investment bank's acquirer clients in prior deals. The first was derived from Rau's study, in which the CAR for each acquirer client was converted to a dollar value by multiplying the CAR by the market capitalization of the acquirer's common equity as of 60 days prior to the announcement. For each advisor, the dollar values so calculated for its clients were summed over the 1 year, that is, 365 calendar days, and 3 years, that is, 1095 calendar days, prior to the announcement of the acquisition in question and divided by the total equity market capitalization of these clients. The second measure, which was used by Bao-Edmans, is an equally weighted average of the CARs of the advisor's clients over the same 1- or 3-year interval. We referred to the first of these measures as the “value-weighted CAR” (VWCAR) of the advisor's prior clients and the second as the “equal-weighted CAR” (EWCAR) of the advisor's prior clients. We referred to these measures collectively as “prior client performance.”</p><p>As reported in panel B of Table 1, the average 1- and 3-year prior VWCARs for the acquisition attempts we examined were −0.5% and −0.4%, respectively; and the mean 1-year and 3-year prior EWCARs were 0.1% and 0.2%. The average CAR during all of the 11,324 acquisition attempts in our sample was −0.2%, and the median CAR was −0.7%. These results are consistent with the evidence from the 1970s and 1980s cited above.</p><p>Having collected the data and established our measures of prior client performance, we began to investigate the fundamental question of the paper: When choosing their acquisition advisors, does the acquisition performance of the advisors’ prior clients “matter”?</p><p>The first question that we empirically studied was whether an acquirer's choice of an advisor is sensitive to the prior client performance of potential advisors. An affirmative answer to this question is consistent with the idea that a reputation for creating value for clients “matters” for acquirers when choosing their acquisition advisor.</p><p>To address the question, we examined the relation between an investment bank's prior client performance and the likelihood that the bank was chosen as an advisor in subsequent acquisition attempts. We set up a “choice of advisor” model in which we estimated the likelihood that an investment bank was chosen as an advisor relative to the likelihood that the bank was not chosen as the advisor. The choice model is a logistic regression with 1 indicating that the bank is chosen as the advisor and 0 indicating that the bank is not chosen. The primary explanatory variable of interest is prior client performance (i.e., 1- and 3-year VWCARs and EWCARs).</p><p>To implement the model, we identified the bank or banks that were chosen as advisors and the banks that could have been under consideration for advisors but were not chosen. To construct the latter group, we selected investment banks that were likely active in the acquisition advisory market at the time of the acquisition announcement and, therefore, could have been considered as potential advisors. We defined an investment bank as active in the advisory market if it was an advisor in an acquisition attempt in the 1- or 3-year interval (depending on the interval used to construct prior client performance) preceding the acquisition and at least one acquisition attempt after the current acquisition.</p><p>We also recognized that other factors may play a role in determining the choice of an advisor and included various “control” variables in the model. Inclusion of these variables was motivated by prior research indicating that such factors can play a role in determining relationships between acquirers and their investment banks.9 Thus, we controlled for prior advisory or underwriter relations between the bank and the acquirer, the bank's record of completing acquisitions in which it was an advisor, the bank's share of the advisory market, the expertise of the bank's stock analysts in the acquirer's industry, and the expertise of the bank in advising acquisitions in the same industry as the target of the current acquisition attempt.</p><p>This set-up gives rise to four regressions, one regression for each measure of prior client performance and each measurement interval (i.e., VWCAR and EWCAR each over 1- and 3-year intervals). The results are reported in Table 2. In each regression, prior client performance is positively and significantly associated with the likelihood that the investment bank was chosen as an advisor. That is, investment banks whose prior clients experienced more positive stock price reactions during announcement of their acquisition attempts were more likely to be chosen as advisors in future acquisitions in comparison with other banks whose clients experienced less favorable stock price reaction to their acquisition announcements. This result suggests that when choosing advisors for an acquisition, acquirers are sensitive to the value created for the advisor's prior clients and they are more likely to hire advisors whose clients experienced more favorable stock price reaction.</p><p>While the relation between prior client performance and advisor choice is statistically significant, an important question is whether it is economically significant. After all, we also found that other factors—prior relationships between acquirers and investment banks, the bank's analyst coverage, and market share—were all also significant determinants of the choice of an advisor. As a way to assess the economic significance of the effect, we examined the relative change in the outcome (i.e., the likelihood of being chosen as an advisor) that would result from a typical change in the explanatory factor (i.e., prior client performance). When so doing, we estimated that a one-standard-deviation increase in prior client performance led to a 0.13%–0.15% increase in the likelihood that the bank would be chosen as an advisor. This effect should be compared to the bank's unconditional likelihood of being chosen, which is 1.5%. Relative to this unconditional probability, a one-standard-deviation increase in prior client performance improves a bank's likelihood of being hired by 8.7%–10.0%. That increase is not inconsiderable given the potential reward associated with being chosen as an advisor. Perhaps McLaughlin was right in his speculation.</p><p>The second question that we studied focuses on acquirers that had hired an advisor for an acquisition attempt and attempted a second acquisition within 5 years of the first. Referring to these acquirers as “serial,” we asked: is a serial acquirer's performance during the announcement of the first acquisition related to the likelihood that the same advisor would be retained for the second acquisition? Essentially, we examined whether acquirers were sensitive to their own performance in prior acquisitions assisted by an advisor when deciding whether to retain that advisor or to choose a different advisor for a subsequent acquisition.</p><p>As we noted earlier, the likelihood that an advisor was retained for the subsequent acquisition—assuming an advisor was hired—is almost 50%. Thus, having a prior advisory relationship with an acquirer appears to provide the advisor with a significant edge. So, the question we were really asking was this: did the favorable prior experience with the acquirer improve these odds?</p><p>To answer this question, we estimated a model of “advisor retention,” which estimates the likelihood that the same advisor was retained for the second acquisition versus the likelihood that a different advisor was retained. With our sample, we identified 934 pairs of acquisitions by serial acquirers. While the acquirer remains the same, advisors may, and often do, change. And in some cases, the acquirer decides to use no advisor at all for the second acquisition.</p><p>In this instance, we estimated a bivariate probit model with 1 indicating that the same advisor was used and 0 indicating that a different advisor was used.10 The key explanatory variable is the first acquisition's CAR.</p><p>As with the choice of advisor analysis, we controlled for other factors that may determine the decision of whether to use an advisor. The full set of these control variables is given in Table 3 along with the results of the regression and includes such variables as the fraction of prior acquisitions with the advisor, an indicator variable for whether the advisor provided analyst coverage to the acquirer, the number of years between acquisitions, the number of prior acquisitions by the acquirer, an indicator for whether the target in the subsequent acquisition was a publicly traded company and other factors.</p><p>The results, as shown in Table 3, indicate that, after controlling for other potential determinants of the decision to retain an advisor, the likelihood that the same advisor is retained for a second acquisition attempt is positively and statistically significantly related to the acquisition performance of the acquirer in its prior acquisition attempt. As for the economic significance of the relation, a one-standard-deviation increase in the acquirer's CAR during the announcement of the acquisition is associated with an increase in the likelihood of advisor retention by 13.6%. Therefore, when it comes to the decision to retain an advisor for the subsequent acquisition, acquirers are sensitive to what happened to their stock price the last time around—and advisors do have an edge in retaining clients when past performance has been more positive. Again, the evidence is consistent with advisors having a market-based incentive to assist in acquisitions that create value for their clients.</p><p>Having established that acquirers appear to be sensitive to prior client performance in making their advisor choices, we revisited the lack of a significant relation between prior client performance and advisors’ market shares that has been reported by both Rau and Bao-Edmans. We noted that because an investment bank's market share is a fairly stationary variable, we should not look for a correlation between prior client performance and the <i>level</i> of market share but should rather examine the <i>change</i> in market share. A smaller regional advisor/bank, even if the few acquisitions that it advised during a year performed exceptionally well, is unlikely to become a top-tier bank over the next year, or even 2 or 3 years. The more likely outcome, assuming a bank's reputation for value-creating deals matters, is that such a bank will experience an increase in advisory appointments coming its way and, perhaps, even a large increase in its relatively smaller market share.</p><p>With that in mind, we examined whether client acquisition performance and the change in client acquisition performance during a calendar year was correlated with the future <i>change</i> in the market shares of advisors over the subsequent 1- and 3-year periods. In terms of simple statistics, the average 1-year change in future market shares of advisors whose clients had positive acquisition performance was between 1.1% and 10.4%; and for those whose clients had negative acquisition performance, the average change was between –13.9% and –19.2%. Thus, in simple terms, better client acquisition performance is associated with a greater change in future market share for the advisors.</p><p>To control for other factors that may affect the change in future market share, we estimated regression models in which the dependent variable was the future change in market share over 1- and 3-year intervals following the calendar year of the acquisition, and the primary explanatory variable was either client acquisition performance or the change in client acquisition performance. The control variables include factors associated with the advisor such as the fraction of acquisitions completed, the fraction of hostile acquisitions attempted, the fraction of contested acquisitions attempted, and the average fraction of cash used as consideration in acquisitions. We also controlled for the bank's prior share of the advisory market and for the change in the bank's share of the advisory market in the year in which client performance was measured. The results of these regressions, of which there are eight, are presented in Table 4.</p><p>As shown in the table, the coefficients of client performance and the change in client performance (i.e., both VWCAR and EWCAR and the change in VWCAR and EWCAR), are positively and statistically significantly related to both the advisors 1- and 3-year changes in future market share of acquisition advisory services. The regressions confirmed that both the level of client acquisition performance, and the change in client performance are positively related to the future change in market shares of advisors.</p><p>As in other analyses, we also examined the economic significance of the effect. Reassuringly, the economic impact of the relation between client performance and future change in market share was similar to those in the prior two analyses. A one-standard-deviation increase in the performance of the bank's acquirer clients resulted in an average 8.7%–9.8% increase in the bank's share of the acquisition advisory market over the following 1-year period. Again, the results are consistent with the advisors having an incentive to advise on deals that create value for the acquirer's shareholders.</p><p>Having established that client performance predicts whether an investment bank is hired by acquirers for their future acquisitions, we asked a related question: Does the stock market recognize, at the time of the announcement of the acquisition, that an advisor in an acquisition that creates value for the client will land more future advisory appointments, will experience a gain in market share, and will ultimately earn more advisory fees? If it does, the prediction is that the bank's stock price will incorporate that information at the time of the announcement of the acquisition attempt by the bank's client.</p><p>To consider that prediction, we examined the correlation between the CAR of the acquirer's stock around the announcement of an acquisition and the CAR of the advisor's stock during the same time interval. We were able to identify 502 observations in which the stock return data of both the acquirer and the acquirer's advisor were available at the time of the announcement of the deal. To examine that relation, we estimated a regression in which the dependent variable is the bank's CAR and the key independent variable is the client's CAR. The regression also included control variables that were related to the bank's announcement period CAR. These variables included the ratio of target size to acquirer size, an indicator variable for whether the parties are in related industries, an indicator for whether the acquisition was perceived as hostile by the target, an indicator for whether cash was offered as consideration, the count of the number of alternative bidders, and an indicator for whether the target was a publicly traded company.</p><p>As reported in Table 5, advisor abnormal stock returns are, indeed, positively correlated with acquirer abnormal stock returns during the acquisition announcement period. The stock market appears to recognize that value created for clients does end up benefiting their advisors, and the market incorporates that information into the advisor's stock price. In economic terms, for every dollar that the acquisition creates (destroys) for an acquirer, the advisor's market value increases (declines) by $0.208.</p><p>We performed several tests that were designed to examine the sensitivity of our general findings to differences among our sample companies. First, we examined whether the relation holds in certain samples of acquisitions that exhibit differences in other contexts. We partitioned our sample by the target's public/private status11 and by the method of payment for the target.12 Then we examined whether prior client performance was related to the choice of advisor in each of the resulting subsamples. This allowed us to examine whether, for instance, client performance in acquisitions of public targets affects the choice of an advisor for an acquisition of a public target. We performed similar analyses for acquisitions of private targets, for acquisitions in which consideration was exclusively cash, and for acquisitions in which consideration was all stock. The relation between client performance and advisor choice remained significant in these subsamples, with the single exception of the “cash-only” sample. In that particular sample, the number of observations dropped by 90% relative to the full sample, which may be the reason for our inability to detect a significant relation.</p><p>Second, most of our advisor choice analyses involved a lead/lag relation between prior client performance and the awarding of advisor mandates. Therefore, we estimated the choice model using a variety of lead/lag relations, ranging from 1- to 5-year intervals. In every instance, the sign of the coefficient of interest was positive and statistically significant. These robustness tests reassured us that the significant relation between client performance and advisory choice persists in various contexts.</p><p>In our study of over 11,000 M&amp;A attempts made during the period 1984–2011, we found that the stock market responses to the announcements of acquisition bids are positively associated with both the probability that the advisor investment banks will be chosen by the same or other acquirers for their next deals, and with changes over time in the banks’ shares of the M&amp;A advisory business. What these findings tell us is that, contrary to a common perception, when choosing their advisors, acquiring companies consider the past performance of the advisors’ other corporate clients; and when deciding whether to stick with the advisors they used on earlier deals, they consider the market reactions to those deals. Advisors in deals that receive more positive market reactions are more likely both to be rehired by prior acquirer clients, and to be hired for the first time by “new” acquirers. In this way, market forces provide advisors with incentives to assist their corporate clients in identifying and completing value-increasing acquisitions.</p><p>What's more, the reward to advisors for assisting in value-increasing deals comes not only in the form of increases in market share and higher client retention rates, but from increases in their own market values. That is, when acquisitions that increase value for the acquirers are announced, the stock prices of their advisors tend to increase as well (with each $1 increase in the bidder's market value accompanied, on average, by a 20-cent increase in the value of its advisor's stock). This accompanying value increase for the advisor can be explained as not just the value associated with its relationship with its current client, but also from a projected increase in the bank's future market share of the M&amp;A advisory business.</p><p>In sum, our results suggest that market forces counteract, at least to some extent, the potential conflict of interest built into acquirer advisory contracts that appear to reward advisors mainly just for closing deals.</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.12546\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1111/jacf.12546\",\"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.12546","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

对许多观察家来说,长期以来似乎很明显,从事并购的投资银行家之间存在潜在的利益冲突;一份咨询工作,并为收购公司的股东提供咨询。潜在冲突的产生是因为咨询合同的结构是为了奖励“完成交易”的银行家,而对没有完成的交易的奖励要少得多。换言之,合同的结构使银行家从他们的公司客户最终收购他们目标公司的交易中获得最大份额的费用,但对于没有导致交易的咨询工作来说,金额微不足道。不幸的是,对于收购公司的股东来说,为收购支付过高的费用是确保收购发生的一种相当可靠的方式。事实上,20世纪70年代和80年代的大量证据表明,收购方平均愿意这样做;在那几十年里完成的一笔交易中,被收购公司的股东通常看起来比那些宣布无罪的公司的股东要好得多。2然而,正如这位专栏作家继续指出的那样,Wasserstein在华尔街的职业生涯似乎并没有因为他对公司客户的股东漠不关心而受到影响。关于这个问题的早期学术证据倾向于支持这样一种观点,即银行和银行家不会因为为高价交易提供便利而受到惩罚。在最近发表在《金融研究评论》上的一项研究中,我们重新审查了以下问题的证据:银行家为破坏价值的收购提供建议会支付任何罚款吗?或者,反过来说,银行家们为有收购意识的客户创造价值,有什么奖励吗?这些问题似乎很重要,因为仅在美国,企业收购方就向投资银行支付了200多亿美元的咨询费,以促进其在2002-2011年的收购,其研究结果发表在1990年《金融经济学杂志》的一篇文章中。麦克劳林研究了1978年至1985年公司投标报价中的咨询合同。他观察到,支付给顾问的薪酬——顾问费——并不取决于交易是否为客户(即收购方)创造价值。在典型的合同中,只有在收购完成的情况下,才支付80%以上的咨询费。他指出,此类合同似乎造成了严重的利益冲突,顾问有动机完成收购,而不管对收购方股东的估值结果如何。在讨论他的发现时,麦克劳林继续推测,其他机制,如顾问的声誉,可能会限制投资银行家与其收购方客户之间的利益冲突。也就是说,创造价值的收购可以为优秀的顾问创造声誉资本,帮助他们获得未来的咨询授权,而参与降低价值收购的顾问则恰恰相反。但是,如果麦克劳林推测背后的经济逻辑是合理的,那么随后的实证证据似乎并不支持这一点。麦克劳林的研究发表后,有两项研究考察了声誉在收购咨询业务中的可能作用:普渡大学的P·拉加文德拉·劳2000年的一项研究;2011年,时任俄亥俄州立大学的Jack Bao和时任沃顿商学院的Alex Edmans(以下简称Bao Edmans)进行了一项研究。例如,Rau的研究着眼于收购方在宣布收购后的股价表现是否与收购方顾问未来的市场份额有关。该研究的主要假设是,如果银行家创造价值的声誉是企业收购方在选择顾问时的一个重要考虑因素,那么为以前的客户创造了更多价值的收购顾问应该享有更高的未来市场份额。然而,Rau的研究报告称,收购后的股价表现与未来市场份额之间没有显著关系。相反,他发现完成的收购比例与顾问未来的市场份额之间存在显著的正相关关系。因此,Rau的研究结果似乎表明,银行家为客户创造价值的声誉对未来交易中选择银行家的可能性没有影响。但这些发现提供了证据,证明完成交易的声誉确实为银行家完成交易提供了强有力的激励,这与麦克劳林记录的咨询合同提供的激励一致。 我们用其他几个数据来源的信息补充了收购数据。对于每个收购方和每个收购方的财务顾问,我们从证券价格研究中心(CRSP)数据库中收集了每日股票回报和市值。我们还从SDC的新股数据库中获得了有关每个收购方的股权和债务发行以及每次发行的主承销商的信息。对于作为上市公司子公司的收购方,当这些数据可用时,我们获得了收购方“直接”或“最终”母公司的每日股票回报和市值。我们还从机构经纪人评估系统(I/B/E/S)中获得了收购方的分析师覆盖范围信息,以得出顾问安全分析师覆盖范围的衡量标准。在表1中,我们报告了样本的汇总统计数据,以提供我们检查的收购的概述。就资产账面价值而言,收购公司的规模大约是目标公司的六倍。收购主要涉及上市公司,86%的收购方和64%的目标在收购尝试时拥有上市股票。89%的尝试都导致了交易的完成。此外,在近14%的尝试中,收购方在当前尝试的5年内,在之前的收购尝试中使用了相同的顾问。然而,这一统计数据并不能表明在随后的招聘中重新雇佣同一顾问的普遍倾向,约为50%。在样本中的大多数收购中,收购方没有尝试过之前的收购,或者,如果尝试过,也没有使用顾问。在8.9%和5.4%的尝试中,收购方在之前的股权或债务发行中使用了该顾问。我们分析的主要变量是衡量收购方在之前的收购尝试中创造的价值。收购方在先前交易中创造的价值是通过计算以公告日期为中心的5天内收购方的累计异常回报率CAR来估计的。CAR计算为累计公告期股票回报减去基准投资组合的回报。8我们使用了两种衡量投资银行收购方客户在之前交易中创造价值的指标。第一个来源于Rau的研究,在该研究中,每个收购方客户的CAR通过将CAR乘以截至公告发布前60天收购方普通股的市值而转换为美元价值。对于每个顾问,为其客户计算的美元价值是在宣布收购之前的1年,即365个日历日和3年,即1095个日历日内的总和,并除以这些客户的总股本。鲍埃德曼斯使用的第二种衡量标准是顾问客户在同一1年或3年内CAR的同等加权平均值。我们将这些指标中的第一项称为顾问先前客户的“价值加权CAR”(VWCAR),第二项则称为顾问之前客户的“等权重CAR”。我们将这些指标统称为“先前客户表现”。如表1的面板B所示,我们检查的收购尝试的平均1年和3年前VWCAR分别为-0.5%和-0.4%;1年和3年前的平均EWCAR分别为0.1%和0.2%。在我们的样本中,11324次采集尝试的平均CAR为-0.2%,中位数为-0.7%。这些结果与上述20世纪70年代和80年代的证据一致。在收集了数据并确定了我们对先前客户业绩的衡量标准后,我们开始调查论文的基本问题:在选择收购顾问时,顾问先前客户的收购业绩“重要”吗?我们实证研究的第一个问题是,收购方对顾问的选择是否对潜在顾问之前的客户表现敏感。这个问题的肯定答案与这样一种观点一致,即在选择收购顾问时,为客户创造价值的声誉对收购方来说“很重要”。为了解决这个问题,我们研究了投资银行之前的客户表现与该银行在随后的收购尝试中被选为顾问的可能性之间的关系。我们建立了一个“顾问选择”模型,在该模型中,我们估计了一家投资银行被选为顾问的可能性与该银行未被选为咨询顾问的可能性。选择模型是逻辑回归,1表示选择银行作为顾问,0表示未选择银行。感兴趣的主要解释变量是先前的客户表现(即1年和3年的VWCAR和EWCAR)。 为了实施该模型,我们确定了被选为顾问的一家或多家银行,以及本可以考虑作为顾问但没有被选中的银行。为了构建后一组,我们选择了在收购公告发布时可能活跃在收购咨询市场的投资银行,因此,这些银行可能被视为潜在的顾问。我们将投资银行定义为活跃于咨询市场,如果它是收购前1年或3年(取决于用于构建先前客户业绩的时间间隔)内的收购尝试的顾问,并且在当前收购后至少有一次收购尝试。我们还认识到,其他因素可能在决定顾问的选择中发挥作用,并在模型中包括各种“控制”变量。纳入这些变量的动机是先前的研究表明,这些因素可以在决定收购方与其投资银行之间的关系中发挥作用。9因此,我们控制了银行与收购方之间先前的顾问或承销商关系、银行作为顾问完成收购的记录、银行在咨询市场的份额,该行股票分析师在收购方所在行业的专业知识,以及该行在为当前收购尝试的目标所在行业的收购提供咨询方面的专业知识。这种设置产生了四个回归,一个回归用于先前客户绩效的每个衡量标准和每个衡量区间(即VWCAR和EWCAR分别超过1年和3年的区间)。结果见表2。在每次回归中,先前的客户表现与投资银行被选为顾问的可能性呈正相关。也就是说,与其他银行相比,那些之前的客户在宣布收购尝试时股价反应不太好的投资银行更有可能被选为未来收购的顾问。这一结果表明,在为收购选择顾问时,收购方对顾问之前的客户创造的价值很敏感,他们更有可能雇佣客户经历了更有利股价反应的顾问。虽然之前的客户表现和顾问选择之间的关系在统计上是显著的,但一个重要的问题是它是否具有经济意义。毕竟,我们还发现,其他因素——收购方和投资银行之间的先前关系、银行的分析师覆盖率和市场份额——也是选择顾问的重要决定因素。作为评估影响的经济意义的一种方法,我们研究了解释因素(即先前客户表现)的典型变化所导致的结果的相对变化(即被选为顾问的可能性)。在这样做的时候,我们估计,之前客户表现的一个标准差增加导致银行被选为顾问的可能性增加0.13%-0.15%。这种影响应该与银行被选中的无条件可能性(1.5%)进行比较。相对于这种无条件可能性,之前客户表现的一个标准差增加会使银行被聘用的可能性提高8.7%-10.0%。考虑到被选为顾问的潜在回报,这一增加并不小。也许麦克劳林的推测是对的。我们研究的第二个问题集中在那些聘请顾问进行收购尝试并在第一次收购后5年内尝试第二次收购的收购方身上。将这些收购方称为“连续收购方”,我们问道:连续收购方在宣布第一次收购期间的表现是否与第二次收购中保留同一顾问的可能性有关?从本质上讲,我们研究了收购方在决定是聘请顾问还是为后续收购选择不同的顾问时,是否对自己在顾问协助下的先前收购中的表现敏感。正如我们之前所指出的,假设聘请了顾问,那么在随后的收购中聘请顾问的可能性几乎为50%。因此,与收购方建立事先的顾问关系似乎为顾问提供了显著的优势。所以,我们真正要问的问题是:之前与收购方的良好经验是否提高了这些几率?为了回答这个问题,我们估计了一个“顾问保留”模型,该模型估计了第二次收购中保留同一顾问的可能性与保留不同顾问的可能性。在我们的样本中,我们确定了934对由连续收购方进行的收购。 虽然收购方保持不变,但顾问可能而且经常会改变。在某些情况下,收购方决定在第二次收购中根本不使用顾问。在这种情况下,我们估计了一个双变量probit模型,其中1表示使用了相同的顾问,0表示使用了不同的顾问。10关键的解释变量是第一笔收购的CAR。与顾问分析的选择一样,我们控制了可能决定是否使用顾问的其他因素。表3中给出了这些控制变量的完整集合以及回归结果,其中包括顾问先前收购的分数、顾问是否为收购方提供分析师覆盖的指标变量、收购之间的年数、收购方先前收购的次数、,衡量后续收购目标是否为上市公司的指标以及其他因素。如表3所示,结果表明,在控制了决定保留顾问的其他潜在决定因素后,同一顾问在第二次收购尝试中被保留的可能性与收购方在其先前收购尝试中的收购表现呈正相关,并在统计学上显著相关。就关系的经济意义而言,在宣布收购期间,收购方的CAR增加一个标准差,顾问保留的可能性增加13.6%。因此,当决定为后续收购保留顾问时,收购方对上一次股价的变化很敏感,当过去的表现更为积极时,顾问在留住客户方面确实有优势。同样,证据与顾问有基于市场的动机来协助为客户创造价值的收购是一致的。在确定收购方在选择顾问时似乎对之前的客户表现很敏感后,我们重新审视了Rau和Bao Edmans报告的之前客户表现与顾问市场份额之间缺乏显著关系的问题。我们注意到,由于投资银行的市场份额是一个相当稳定的变量,我们不应该寻找先前客户表现与市场份额水平之间的相关性,而应该研究市场份额的变化。一家规模较小的区域顾问/银行,即使在一年中为其提供咨询的少数几笔收购表现异常出色,也不太可能在未来一年,甚至两三年内成为顶级银行。假设一家银行在创造价值的交易方面的声誉很重要,那么更有可能的结果是,这家银行将面临越来越多的顾问任命,甚至可能在其相对较小的市场份额上大幅增加。考虑到这一点,我们研究了一个日历年内客户收购业绩和客户收购业绩的变化是否与随后1年和3年内顾问市场份额的未来变化相关。就简单统计而言,客户收购业绩为正的顾问未来市场份额的平均1年变化在1.1%至10.4%之间;对于那些客户收购业绩为负的客户,平均变化在-13.9%至-19.2%之间。因此,简单地说,更好的客户收购业绩与顾问未来市场份额的更大变化有关。为了控制可能影响未来市场份额变化的其他因素,我们估计了回归模型,其中因变量是收购日历年后1年和3年内市场份额的未来变化,主要解释变量是客户收购业绩或客户收购业绩的变化。控制变量包括与顾问相关的因素,如完成的收购比例、尝试的恶意收购比例、试图的有争议收购比例以及收购中用作对价的现金的平均比例。我们还控制了该行之前在咨询市场的份额,以及衡量客户业绩当年该行在咨询市场份额的变化。这些回归的结果如表4所示,其中有八个。如表所示,客户绩效和客户绩效变化的系数(即VWCAR和EWCAR以及VWCAR与EWCAR的变化),与顾问在收购咨询服务未来市场份额的1年和3年变化呈正相关,具有统计学意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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Do investment banks have incentives to help clients make value-creating acquisitions?

To many observers, it has long seemed evident that there is a potential conflict between the interests of the investment bankers that do M&A advisory work and the shareholders of the acquiring companies they advise. The potential conflict arises because advisory contracts are structured to reward the bankers for “getting deals done,” with much less reward for deals that do not get done. In other words, contracts are structured so that the bankers generate the lion's share of their fees from those transactions in which their corporate clients end up acquiring the companies they target—but negligible amounts for advisory work that does not lead to a transaction.

Unfortunately for shareholders of the acquiring corporation, overpaying for an acquisition is a fairly surefire way of ensuring that an acquisition takes place. Indeed, there is a body of evidence from the 1970s and 1980s that suggests that acquirers, on average, were willing to do just that.1 In the many M&A deals that got done during those decades, the shareholders of the companies acquired usually seemed to fare significantly better, on average, than the shareholders of the companies doing the acquiring.2

And yet, as that columnist went on to point out, Wasserstein's career on Wall Street did not seem to have suffered from his reputed indifference to the shareholders of his corporate clients. Early scholarly evidence on that question tended to support the notion that banks and bankers were not penalized for facilitating overpriced deals.

In a study that was recently published in the Review of Financial Studies, we re-examined the evidence on the questions: Do bankers pay any penalty for advising on value-destroying acquisitions? Or, conversely, is there any reward to bankers for creating value for their acquisition-minded clients? These questions would seem to be important given that, in the United States alone, corporate acquirers paid investment banks over $20 billion in advisory fees to facilitate their acquisitions during the decade 2002–2011.5

One of the first studies of advisory contracts in mergers and acquisitions was conducted by Robyn McLaughlin, while a finance professor at Boston College, and its findings were published in an article in the Journal of Financial Economics in 1990. McLaughlin studied advisory contracts in corporate tender offers from 1978 to 1985. He observed that the compensation advisors are paid—the advisory fees—were not contingent on whether the transaction creates value for the client, which is the acquirer. In the typical contract, more than 80% of the advisory fee was paid only if the acquisition was completed. He noted that such contracts appeared to create a severe conflict of interest in which the advisor had an incentive to complete the acquisition regardless of the valuation consequences for the acquirers’ shareholders.

When discussing his findings, McLaughlin went on to speculate that other mechanisms, such as the reputation of the advisor, could possibly work to limit the conflict of interest between the investment banker and its acquirer client. That is, value-creating acquisitions can generate reputational capital for good advisors that help them obtain future advisory mandates, while the opposite would be the case for advisors involved in value-reducing acquisitions.

But if the economic logic behind McLaughlin's conjecture was quite plausible, the empirical evidence that followed did not seem to support it. After publication of McLaughlin's study, two studies examined the possible role of reputation in the acquisition advisory business: a 2000 study by P. Raghavendra Rau, then of Purdue University; and a 2011 study by Jack Bao, then of the Ohio State University, and Alex Edmans, then of the Wharton School (Bao-Edmans hereafter). Rau's study, for example, looked at whether the stock price performance of the acquirer following the announcement of an acquisition was related to the future market share of the acquirer's advisor. The main hypothesis of the study was that if a banker's reputation for creating value is an important consideration for corporate acquirers when choosing their advisors, advisors in acquisitions that have created more value for their previous clients should enjoy higher future market share. Rau's study, however, reported no significant relation between post-acquisition stock price performance and future market share. What he found instead was a significant positive relation between the proportion of acquisitions that were completed and the future market share of advisors. Thus, Rau's findings appear to show no effects of the bankers’ reputation for creating value for clients on the likelihood of the bankers being chosen for future transactions. But the findings provide evidence that a reputation for getting deals done does provide a strong incentive for the banker to complete deals, consistent with the incentives provided by the advisory contracts documented by McLaughlin. And, as Rau interprets his findings, acquirers appear to disregard the stock market performance of the advisors’ previous clients either because value-creation in an acquisition is not an objective of the acquirer, or because the acquirers believe that the past performance of advisors’ clients is not indicative of the performance of future acquirer clients.

And that brings us to the main focus of the Bao-Edmans study, which examines whether the performance of an advisor's clients persists through time. In other words, are the advisors on acquisitions that create value for their clients more likely to be advisors in future acquisitions that also create value for the acquirers? Bao-Edmans find that the client performance of advisors is persistent in the sense that the past performance of deals announced by a given advisor is a predictor of the performance of the future deals on which they are also the advisor. And this in turn implies that an advisor's reputation for helping companies create—or destroy—value through acquisitions provides reliable information that can be used by future clients when choosing their advisors.

Puzzled by these findings, Bao-Edmans then re-examined Rau's analysis, but focused on the short-run (3-day) announcement period stock market reaction of the acquirer rather than the “long-run” acquirer stock returns considered by Rau. And like Rau, they found no statistically significant relation between measures of value created for acquirers and the future market shares of the acquirer's advisors.

In a further effort to explain this puzzle, Bao-Edmans examined whether the value created in acquisitions by an investment bank's prior clients was related to the likelihood that the bank would be hired by the same or any other acquirer to advise on a future acquisition. And, consistent with Rau's findings, Bao-Edmans reported no significant relation. All this evidence appeared to confirm the hypothesis that acquirers, when choosing their advisors, disregard the information—and apparently quite valuable information—contained in prior client performance.

Nevertheless, since the main focus of their study is on the persistence of performance by an advisor's clients, Bao-Edmans present their findings about the effects of client performance on future business of the advisor with caution, commenting that “these results are only suggestive” due to the specifics of the sample used in their analysis.

With this caveat in mind, we undertook our own study of the relation between the performance of an advisor's clients and its success in winning future acquisition mandates. Our investigation began with four hypotheses that we expected to receive support from our statistical tests if the information contained in the stock price performance of an advisor's prior acquirer clients is a factor in a potential acquirer's future decision to hire an advisor. In our tests we measured acquirer performance as the abnormal stock returns around the announcements of the acquisitions. First, if the premise of our tests is correct, we expected that advisors whose prior clients experienced better stock price performance should be more likely to be chosen as advisors in the future. Second, if an acquirer engaged in several sequential acquisitions, that acquirer should be more likely to choose the same advisor the better performance in the prior transaction. Third, an advisor whose clients achieved better performance should experience an increase in its share of the advisory market in the future. (Note, this change in market share is distinct from the level of the advisor's market share, as examined by Rau.) And, fourth, investment banks whose clients experienced better stock price performance should also experience positive stock price responses at the time their clients’ acquisitions are announced.

In conducting our analyses, we used an extensive sample of corporate acquisition attempts that took place over the 28-year period 1984–2011.6 Thus, we included aborted as well as completed transactions. We focused only on those acquisition attempts that had at least the potential to result in a change in control—that is, all attempts in which the acquirers owned less than 50% of the target's stock prior to the attempt and were seeking to own more than 50% after the acquisition. Like Rau, we considered an advisor to the acquirer to be any bank that “acts as dealer manager,” “lead or other underwriter,” “provides financial advice,” “provides a fairness opinion,” “initiates the deal or represents shareholders, board[s] of directors, [or] major holder[s].”7 With our criteria in place, we ended up with a sample of 11,324 acquisition attempts in which acquirers had one or, in some cases, several identifiable financial advisors. By contrast—and this difference will become important later—the sample used by Bao-Edmans in their analysis of advisor choice was, for justifiable reasons, much smaller and included only 1224 acquisition attempts.

We supplemented the data on acquisitions with information from several other data sources. For each acquirer and for each acquirer's financial advisor for which data were available, we collected daily stock returns and market capitalizations from the Center for Research in Security Prices (CRSP) database. We also obtained information about each acquirer's equity and debt issuances and the lead underwriters for each issuance from the SDC's New Issues database. For acquirers that were subsidiaries of a public company, when such data were available, we obtained daily stock returns and market capitalizations of the acquirer's “immediate” or “ultimate” parent. We also obtained information on the analyst coverage of the acquirer from the Institutional Brokers Estimate System (I/B/E/S) to derive a measure of advisors’ security analyst coverage.

In Table 1, we report summary statistics for the sample to provide an overview of the acquisitions that we examined. The acquiring companies were roughly six times the size of the targets in terms of asset book value. The acquisitions involved primarily publicly traded companies, with 86% of the acquirers and 64% of the targets having publicly traded stock at the time of the acquisition attempt. And 89% of the attempts resulted in a completed transaction.

Moreover, in almost 14% of the attempts, the acquirer had used the same advisor in a prior acquisition attempt within 5 years of the current attempt. This statistic, however, is not indicative of the general propensity to rehire the same advisor for a subsequent acqussition, which is around 50%. In most acquisitions in the sample, the acquirer had not attempted a prior acquisition or, if it had, it had not used an advisor. And in 8.9% and 5.4% of the attempts, the acquirer had used the advisor in a prior equity or debt offering.

The main variable in our analyses was a measure of value created for acquirers in prior acquisition attempts. The value created for acquirers in prior deals was estimated by calculating the acquirer's cumulative abnormal return, CAR, over the 5-day interval centered at the announcement date. The CAR was calculated as the cumulative announcement period stock return minus the return on a benchmark portfolio.8

We used two measures of the value created by an investment bank's acquirer clients in prior deals. The first was derived from Rau's study, in which the CAR for each acquirer client was converted to a dollar value by multiplying the CAR by the market capitalization of the acquirer's common equity as of 60 days prior to the announcement. For each advisor, the dollar values so calculated for its clients were summed over the 1 year, that is, 365 calendar days, and 3 years, that is, 1095 calendar days, prior to the announcement of the acquisition in question and divided by the total equity market capitalization of these clients. The second measure, which was used by Bao-Edmans, is an equally weighted average of the CARs of the advisor's clients over the same 1- or 3-year interval. We referred to the first of these measures as the “value-weighted CAR” (VWCAR) of the advisor's prior clients and the second as the “equal-weighted CAR” (EWCAR) of the advisor's prior clients. We referred to these measures collectively as “prior client performance.”

As reported in panel B of Table 1, the average 1- and 3-year prior VWCARs for the acquisition attempts we examined were −0.5% and −0.4%, respectively; and the mean 1-year and 3-year prior EWCARs were 0.1% and 0.2%. The average CAR during all of the 11,324 acquisition attempts in our sample was −0.2%, and the median CAR was −0.7%. These results are consistent with the evidence from the 1970s and 1980s cited above.

Having collected the data and established our measures of prior client performance, we began to investigate the fundamental question of the paper: When choosing their acquisition advisors, does the acquisition performance of the advisors’ prior clients “matter”?

The first question that we empirically studied was whether an acquirer's choice of an advisor is sensitive to the prior client performance of potential advisors. An affirmative answer to this question is consistent with the idea that a reputation for creating value for clients “matters” for acquirers when choosing their acquisition advisor.

To address the question, we examined the relation between an investment bank's prior client performance and the likelihood that the bank was chosen as an advisor in subsequent acquisition attempts. We set up a “choice of advisor” model in which we estimated the likelihood that an investment bank was chosen as an advisor relative to the likelihood that the bank was not chosen as the advisor. The choice model is a logistic regression with 1 indicating that the bank is chosen as the advisor and 0 indicating that the bank is not chosen. The primary explanatory variable of interest is prior client performance (i.e., 1- and 3-year VWCARs and EWCARs).

To implement the model, we identified the bank or banks that were chosen as advisors and the banks that could have been under consideration for advisors but were not chosen. To construct the latter group, we selected investment banks that were likely active in the acquisition advisory market at the time of the acquisition announcement and, therefore, could have been considered as potential advisors. We defined an investment bank as active in the advisory market if it was an advisor in an acquisition attempt in the 1- or 3-year interval (depending on the interval used to construct prior client performance) preceding the acquisition and at least one acquisition attempt after the current acquisition.

We also recognized that other factors may play a role in determining the choice of an advisor and included various “control” variables in the model. Inclusion of these variables was motivated by prior research indicating that such factors can play a role in determining relationships between acquirers and their investment banks.9 Thus, we controlled for prior advisory or underwriter relations between the bank and the acquirer, the bank's record of completing acquisitions in which it was an advisor, the bank's share of the advisory market, the expertise of the bank's stock analysts in the acquirer's industry, and the expertise of the bank in advising acquisitions in the same industry as the target of the current acquisition attempt.

This set-up gives rise to four regressions, one regression for each measure of prior client performance and each measurement interval (i.e., VWCAR and EWCAR each over 1- and 3-year intervals). The results are reported in Table 2. In each regression, prior client performance is positively and significantly associated with the likelihood that the investment bank was chosen as an advisor. That is, investment banks whose prior clients experienced more positive stock price reactions during announcement of their acquisition attempts were more likely to be chosen as advisors in future acquisitions in comparison with other banks whose clients experienced less favorable stock price reaction to their acquisition announcements. This result suggests that when choosing advisors for an acquisition, acquirers are sensitive to the value created for the advisor's prior clients and they are more likely to hire advisors whose clients experienced more favorable stock price reaction.

While the relation between prior client performance and advisor choice is statistically significant, an important question is whether it is economically significant. After all, we also found that other factors—prior relationships between acquirers and investment banks, the bank's analyst coverage, and market share—were all also significant determinants of the choice of an advisor. As a way to assess the economic significance of the effect, we examined the relative change in the outcome (i.e., the likelihood of being chosen as an advisor) that would result from a typical change in the explanatory factor (i.e., prior client performance). When so doing, we estimated that a one-standard-deviation increase in prior client performance led to a 0.13%–0.15% increase in the likelihood that the bank would be chosen as an advisor. This effect should be compared to the bank's unconditional likelihood of being chosen, which is 1.5%. Relative to this unconditional probability, a one-standard-deviation increase in prior client performance improves a bank's likelihood of being hired by 8.7%–10.0%. That increase is not inconsiderable given the potential reward associated with being chosen as an advisor. Perhaps McLaughlin was right in his speculation.

The second question that we studied focuses on acquirers that had hired an advisor for an acquisition attempt and attempted a second acquisition within 5 years of the first. Referring to these acquirers as “serial,” we asked: is a serial acquirer's performance during the announcement of the first acquisition related to the likelihood that the same advisor would be retained for the second acquisition? Essentially, we examined whether acquirers were sensitive to their own performance in prior acquisitions assisted by an advisor when deciding whether to retain that advisor or to choose a different advisor for a subsequent acquisition.

As we noted earlier, the likelihood that an advisor was retained for the subsequent acquisition—assuming an advisor was hired—is almost 50%. Thus, having a prior advisory relationship with an acquirer appears to provide the advisor with a significant edge. So, the question we were really asking was this: did the favorable prior experience with the acquirer improve these odds?

To answer this question, we estimated a model of “advisor retention,” which estimates the likelihood that the same advisor was retained for the second acquisition versus the likelihood that a different advisor was retained. With our sample, we identified 934 pairs of acquisitions by serial acquirers. While the acquirer remains the same, advisors may, and often do, change. And in some cases, the acquirer decides to use no advisor at all for the second acquisition.

In this instance, we estimated a bivariate probit model with 1 indicating that the same advisor was used and 0 indicating that a different advisor was used.10 The key explanatory variable is the first acquisition's CAR.

As with the choice of advisor analysis, we controlled for other factors that may determine the decision of whether to use an advisor. The full set of these control variables is given in Table 3 along with the results of the regression and includes such variables as the fraction of prior acquisitions with the advisor, an indicator variable for whether the advisor provided analyst coverage to the acquirer, the number of years between acquisitions, the number of prior acquisitions by the acquirer, an indicator for whether the target in the subsequent acquisition was a publicly traded company and other factors.

The results, as shown in Table 3, indicate that, after controlling for other potential determinants of the decision to retain an advisor, the likelihood that the same advisor is retained for a second acquisition attempt is positively and statistically significantly related to the acquisition performance of the acquirer in its prior acquisition attempt. As for the economic significance of the relation, a one-standard-deviation increase in the acquirer's CAR during the announcement of the acquisition is associated with an increase in the likelihood of advisor retention by 13.6%. Therefore, when it comes to the decision to retain an advisor for the subsequent acquisition, acquirers are sensitive to what happened to their stock price the last time around—and advisors do have an edge in retaining clients when past performance has been more positive. Again, the evidence is consistent with advisors having a market-based incentive to assist in acquisitions that create value for their clients.

Having established that acquirers appear to be sensitive to prior client performance in making their advisor choices, we revisited the lack of a significant relation between prior client performance and advisors’ market shares that has been reported by both Rau and Bao-Edmans. We noted that because an investment bank's market share is a fairly stationary variable, we should not look for a correlation between prior client performance and the level of market share but should rather examine the change in market share. A smaller regional advisor/bank, even if the few acquisitions that it advised during a year performed exceptionally well, is unlikely to become a top-tier bank over the next year, or even 2 or 3 years. The more likely outcome, assuming a bank's reputation for value-creating deals matters, is that such a bank will experience an increase in advisory appointments coming its way and, perhaps, even a large increase in its relatively smaller market share.

With that in mind, we examined whether client acquisition performance and the change in client acquisition performance during a calendar year was correlated with the future change in the market shares of advisors over the subsequent 1- and 3-year periods. In terms of simple statistics, the average 1-year change in future market shares of advisors whose clients had positive acquisition performance was between 1.1% and 10.4%; and for those whose clients had negative acquisition performance, the average change was between –13.9% and –19.2%. Thus, in simple terms, better client acquisition performance is associated with a greater change in future market share for the advisors.

To control for other factors that may affect the change in future market share, we estimated regression models in which the dependent variable was the future change in market share over 1- and 3-year intervals following the calendar year of the acquisition, and the primary explanatory variable was either client acquisition performance or the change in client acquisition performance. The control variables include factors associated with the advisor such as the fraction of acquisitions completed, the fraction of hostile acquisitions attempted, the fraction of contested acquisitions attempted, and the average fraction of cash used as consideration in acquisitions. We also controlled for the bank's prior share of the advisory market and for the change in the bank's share of the advisory market in the year in which client performance was measured. The results of these regressions, of which there are eight, are presented in Table 4.

As shown in the table, the coefficients of client performance and the change in client performance (i.e., both VWCAR and EWCAR and the change in VWCAR and EWCAR), are positively and statistically significantly related to both the advisors 1- and 3-year changes in future market share of acquisition advisory services. The regressions confirmed that both the level of client acquisition performance, and the change in client performance are positively related to the future change in market shares of advisors.

As in other analyses, we also examined the economic significance of the effect. Reassuringly, the economic impact of the relation between client performance and future change in market share was similar to those in the prior two analyses. A one-standard-deviation increase in the performance of the bank's acquirer clients resulted in an average 8.7%–9.8% increase in the bank's share of the acquisition advisory market over the following 1-year period. Again, the results are consistent with the advisors having an incentive to advise on deals that create value for the acquirer's shareholders.

Having established that client performance predicts whether an investment bank is hired by acquirers for their future acquisitions, we asked a related question: Does the stock market recognize, at the time of the announcement of the acquisition, that an advisor in an acquisition that creates value for the client will land more future advisory appointments, will experience a gain in market share, and will ultimately earn more advisory fees? If it does, the prediction is that the bank's stock price will incorporate that information at the time of the announcement of the acquisition attempt by the bank's client.

To consider that prediction, we examined the correlation between the CAR of the acquirer's stock around the announcement of an acquisition and the CAR of the advisor's stock during the same time interval. We were able to identify 502 observations in which the stock return data of both the acquirer and the acquirer's advisor were available at the time of the announcement of the deal. To examine that relation, we estimated a regression in which the dependent variable is the bank's CAR and the key independent variable is the client's CAR. The regression also included control variables that were related to the bank's announcement period CAR. These variables included the ratio of target size to acquirer size, an indicator variable for whether the parties are in related industries, an indicator for whether the acquisition was perceived as hostile by the target, an indicator for whether cash was offered as consideration, the count of the number of alternative bidders, and an indicator for whether the target was a publicly traded company.

As reported in Table 5, advisor abnormal stock returns are, indeed, positively correlated with acquirer abnormal stock returns during the acquisition announcement period. The stock market appears to recognize that value created for clients does end up benefiting their advisors, and the market incorporates that information into the advisor's stock price. In economic terms, for every dollar that the acquisition creates (destroys) for an acquirer, the advisor's market value increases (declines) by $0.208.

We performed several tests that were designed to examine the sensitivity of our general findings to differences among our sample companies. First, we examined whether the relation holds in certain samples of acquisitions that exhibit differences in other contexts. We partitioned our sample by the target's public/private status11 and by the method of payment for the target.12 Then we examined whether prior client performance was related to the choice of advisor in each of the resulting subsamples. This allowed us to examine whether, for instance, client performance in acquisitions of public targets affects the choice of an advisor for an acquisition of a public target. We performed similar analyses for acquisitions of private targets, for acquisitions in which consideration was exclusively cash, and for acquisitions in which consideration was all stock. The relation between client performance and advisor choice remained significant in these subsamples, with the single exception of the “cash-only” sample. In that particular sample, the number of observations dropped by 90% relative to the full sample, which may be the reason for our inability to detect a significant relation.

Second, most of our advisor choice analyses involved a lead/lag relation between prior client performance and the awarding of advisor mandates. Therefore, we estimated the choice model using a variety of lead/lag relations, ranging from 1- to 5-year intervals. In every instance, the sign of the coefficient of interest was positive and statistically significant. These robustness tests reassured us that the significant relation between client performance and advisory choice persists in various contexts.

In our study of over 11,000 M&A attempts made during the period 1984–2011, we found that the stock market responses to the announcements of acquisition bids are positively associated with both the probability that the advisor investment banks will be chosen by the same or other acquirers for their next deals, and with changes over time in the banks’ shares of the M&A advisory business. What these findings tell us is that, contrary to a common perception, when choosing their advisors, acquiring companies consider the past performance of the advisors’ other corporate clients; and when deciding whether to stick with the advisors they used on earlier deals, they consider the market reactions to those deals. Advisors in deals that receive more positive market reactions are more likely both to be rehired by prior acquirer clients, and to be hired for the first time by “new” acquirers. In this way, market forces provide advisors with incentives to assist their corporate clients in identifying and completing value-increasing acquisitions.

What's more, the reward to advisors for assisting in value-increasing deals comes not only in the form of increases in market share and higher client retention rates, but from increases in their own market values. That is, when acquisitions that increase value for the acquirers are announced, the stock prices of their advisors tend to increase as well (with each $1 increase in the bidder's market value accompanied, on average, by a 20-cent increase in the value of its advisor's stock). This accompanying value increase for the advisor can be explained as not just the value associated with its relationship with its current client, but also from a projected increase in the bank's future market share of the M&A advisory business.

In sum, our results suggest that market forces counteract, at least to some extent, the potential conflict of interest built into acquirer advisory contracts that appear to reward advisors mainly just for closing deals.

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