Do Shareholder Preferences Affect Corporate Policies?

Size: px
Start display at page:

Download "Do Shareholder Preferences Affect Corporate Policies?"

Transcription

1 Do Shareholder Preferences Affec Corporae Policies? Johan Sulaeman Edwin L. Cox School of Business Souhern Mehodis Universiy January 2009 This paper benefied grealy from he coninuous suppor of my disseraion commiee, Aydoğan Alı, Jennifer Huang, Tom Shively, Laura Sarks, and Sheridan Timan. I also hank Ramin Baghai-Wadji, Will Goezmann, David Hirshleifer, Jonahan Karpoff, Ken Kavajecz, Andrey Ukhov, Kumar Venkaaraman, Rong Wang, and Toni Whied for heir helpful commens and discussion. I am also graeful for he commens received from paricipans a he 2007 Financial Managemen Associaion, 2008 European Finance Associaion and 2008 Asian Finance Associaion annual meeings and seminars a Baruch College, Baylor Universiy, Drexel Universiy, Emory Universiy, Indiana Universiy, McGill Universiy, Souhern Mehodis Universiy, Universiy a Buffalo, UC Irvine, Universiy of Colorado, Universiy of Georgia, Universiy of Hawaii, Universiy of Souh Carolina, Universiy of Texas (Ausin), Universiy of Washingon, Universiy of Waerloo, Universiy of Wisconsin (Milwaukee), and Universiy of Wisconsin (Madison). All errors are enirely my own.

2 Do Shareholder Preferences Affec Corporae Policies? Absrac This paper examines he preferences of insiuional invesors for firm policies and he relaionship beween hese preferences and firm decisions. I find ha insiuions exhibi sysemaic differences in heir preferences for financial and invesmen policies of he firms hey inves in. Furhermore, hese preferences are relaed o subsequen changes in he financial and invesmen policies of firms. In paricular, a firm is more likely o decrease (increase) is leverage raio if is curren leverage is higher (lower) han he preferences of is insiuional shareholders. Overall, he evidence suggess ha he preferences of insiuional shareholders are imporan deerminans of corporae policies.

3 I is well undersood ha differen insiuional invesors have differen invesmen syles and end o hold socks wih differen characerisics - e.g., value versus growh. In his paper, I documen ha he invesmen choices of insiuional invesors also reveal heerogeneous preferences for financial and operaing characerisics. In paricular, some insiuional invesors end o inves in firms ha are underleveraged relaive o oher firms in heir indusries wih similar characerisics, while ohers end o inves in firms ha are overleveraged. I also find ha he preferences of he insiuional invesors ha hold a firm s sock predic he firm s fuure financial and invesmen policies. Insiuional invesors can have heerogeneous preferences regarding he invesmen and financial policies of he firms hey include in heir porfolios for a variey of reasons. Invesors can have differen opinions on he economic oulook, which can affec heir preferences hrough several differen channels. For example, invesors may have differen opinions abou a firm s invesmen sraegy, preferring a more aggressive invesmen sraegy when hey have confidence in managemen and believe he economy is growing bu a less aggressive invesmen sraegy when hey have less confidence in boh managemen and he economic growh prospecs. Similarly, invesors wih a negaive opinion on growh prospecs may prefer a higher amoun of deb o reduce he availabiliy of free cash flow and he flexibiliy managers have in invesing in negaive NPV projecs (Jensen (1986)). Of course, he beneficial effec of deb in reducing managerial flexibiliy o ake value-desroying projecs comes a a cos as managers saddled wih oo much deb may underinves and pass up posiive NPV projecs due o deb overhang (Myers (1977), Sulz (1990), and Har and Moore (1995)). My analysis indicaes ha insiuional invesors display sysemaic differences in heir preferences. I measure each insiuional invesor s preference as he average characerisic 1

4 of he socks in is porfolio. The null hypohesis ha he preferences for leverage (i.e., he average porfolio deb raios) of all insiuional invesors are he same is srongly rejeced boh for he raw deb raios and when he deb raios are measured relaive o he expeced deb raios based on indusry and firm characerisics. When insiuions are sored ino quiniles based on he average leverage of heir holdings, insiuions in he op quinile hold socks ha have, on average, 13 percenage poins higher leverage han he socks held by insiuions in he boom quinile afer conrolling for various indusry and firm characerisics. I confirm using a simulaion approach ha his difference is significanly higher han wha one would observe if insiuional invesors picked socks randomly. Moreover, he heerogeneiy persiss when insiuional invesors iniiae new posiions: he new socks iniially purchased by insiuions currenly holding underleveraged socks are more underleveraged relaive o he new socks purchased by insiuions holding overleveraged socks. Afer documening he heerogeneiy in he leverage preferences of insiuional invesors, I analyze he exen o which hese preferences influence fuure corporae decisions. I firs infer a paricular firm s insiuional preference by aggregaing he preferences of all of is insiuional shareholders. I hen examine wheher his aggregaed preference is relaed o fuure policy decisions of he firm. In paricular, I ask wheher a firm held by invesors ha prefer lower (higher) leverage subsequenly makes financial decisions ha decrease (increase) is deb raio afer conrolling for various deerminans of deb raio. I find ha his is indeed he case: abou 17 percen of he gap beween he aggregaed preference of insiuional shareholders and he firm s curren deb raio is closed wihin he firs year afer conrolling for various firm and indusry characerisics. Quaniaively, he esimaed effec of insiuional preferences on capial srucure choices is as srong as he reversion o he arge leverage proxy previously used in he lieraure. 2

5 I also examine wheher his relaionship is more pronounced in firms wih cerain characerisics. In paricular, I focus on firm characerisics ha are relaed o he likelihood ha firm managers accommodae he preferences of heir shareholders. If he relaionship beween insiuional preferences and fuure firm decisions is driven by insiuional influence, his relaionship should be less pronounced when firm managers are less likely o accommodae he preferences of insiuional shareholders. Consisen wih his hypohesis, he effec of insiuional preferences is less pronounced when he firm is a consiuen of S&P 500 (and herefore has a relaively larger poenial shareholder base), larger, older, or managed by hese CEOs wih weaker career concerns due o heir age or heir dual posiion as he chairman of he board. Lasly, I examine he poenial moivaion for firms o incorporae he preferences of insiuional shareholders in heir policy choices. In paricular, I focus on wheher ignoring he preferences of insiuional shareholders has any negaive effecs on sock prices. I find ha firms ha change heir leverage raios in he opposie direcion of heir shareholders preferences experience a higher insiuional exi rae and lower sock reurns han firms ha change heir leverage raios in he direcion of heir shareholders preferences. Firms ignoring he preferences of heir shareholders underperform hose following he preferences of heir shareholders by 6.12% in he year afer he capial srucure decisions were made (afer conrolling for size, B/M, and momenum facors). This gap in sock performance is no reversed in he subsequen years, which suggess ha he inferior sock performance is reflecing a permanen change in firm valuaion and no due o shor-erm price pressures. This paper is relaed o he long line of lieraure covering invesors preferences and clieneles. Researchers in his area have documened he preferences of insiuional invesors for socks wih cerain characerisics, such as socks wih high volailiy, high-price socks, 3

6 liquid socks, and socks of large firms (Falkensein (1996), Benne, Sias, and Sarks (1998), Gompers and Merick (2001), Badrinah, Kale, and Ryan (1996) and Del Guercio (1996)). The curren paper exends his lieraure in wo ways. Firs, while he lieraure has examined he preference of insiuional invesors as a monolihic group (eiher for he whole universe of insiuional invesors or for each ype of insiuional invesors), he analysis in his paper focuses on he disinc preference of each insiuional invesor. Second, he curren paper is he firs o examine he heerogeneous preferences of insiuional invesors for financial and invesmen characerisics. 1 This paper also exends he vas lieraure on he role of insiuional invesors as poenial moniors of firm managers. 2 The mehodology used in his paper allows for an examinaion of he influence of insiuional invesors using a considerably broader sample han previous sudies ha focus on shareholder proposals or argeing by specific insiuions/insiuion groups. 3,4 Furhermore, he aggregaed preference of insiuional invesors provides a benchmark o measure he exen of hese invesors influence in firm decisions hrough boh direc acions (such as shareholder proposals or proxy voing), indirec acions (he possibiliy of 1 The curren paper is also indirecly relaed o he lieraure on dividend clieneles (Grinsein and Michaely (2005)). Alhough he curren paper does no analyze firm payou decisions, he mehodology used in his paper can be exended o examine insiuional invesors heerogenous preferences for dividend and heir poenially conflicing effecs on firm payou policy. These heerogeneous preferences can be driven by boh agency-relaed reasons (e.g., invesors may disagree on he opimal payou policy ha minimizes he poenial coss of agency issue) and ax-relaed reasons (e.g., ax-exemp insiuions may be araced by firms ha pay dividends as hypohesized by Allen, Bernardo, and Welch (2000)). 2 This monioring role can be boh direc and indirec. Indirecly, insiuional invesors can faciliae monioring hrough he marke for corporae conrol by faciliaing akeovers (Brickley, Lease, and Smih (1997), Jarrell and Poulsen (1987), and Agrawal and Mandelker (1992)). Insiuional invesors holding large sakes can also ac as direc moniors by influencing he acions of firm managers (Shleifer and Vishny (1986) and Admai, Pfleiderer, and Zechner (1994)). 3 A parial lis of sudies focusing on shareholder proposals includes Karpoff, Malaesa, and Walkling (1996), Daily, Johnson, Ellsrand, and Dalon (1996), Bizjak and Marquee (1998), Del Guercio and Hawkins (1999), Gillan and Sarks (2000), Prevos and Rao (2000), and Mavos and Osrovsky (2006). 4 Gillan and Sarks (2007) provide a recen survey of he srand of lieraure ha focuses on specific insiuional invesor groups. The sudies in his lieraure include Nesbi (1994), Wahal, Wiles, and Zenner (1995), Smih (1996), Srickland, Wiles, and Zenner (1996), Wahal (1996), and Carleon, Nelson, and Weisbach (1998). 4

7 selling (Parrino, Sias, and Sarks (2003))), and, more imporanly, unobservable communicaions beween hese invesors and firm managemen. In addiion o he leverage and invesmen decisions explored in his paper, his benchmark can be applied o oher ypes of firm decisions o gain useful insighs on he general role of insiuional invesors in corporae policy decisions. This paper is closely relaed o several recen sudies. Focusing on firm acquisiion decisions, Harford, Jener, and Li (2007) documen ha cross-holdings by a firm s shareholders affec is choice of akeover arges. In he mos closely relaed sudy o his paper, Cronqvis and Fahlenbrach (2007) documen he heerogeneiy of blockholders in erms of he financial, invesmen, and execuive compensaion policies of he socks hey hold. Alhough he curren paper also documens he heerogeneiy of invesors holdings in financial and invesmen policies, i differs from Cronqvis and Fahlenbrach (2007) in several imporan ways. Firs, his paper focuses on he relaionship beween invesors preferences and fuure changes in firm policies. Second, he wide availabiliy of insiuional holdings daa (all publicly raded U.S. socks since 1980) allows his paper o examine a considerably broader sample of firms for a longer period of ime han Cronqvis and Fahlenbrach (2007) s blockholder sample for he period. Third, he approach used in his paper allows for an examinaion of (1) he dynamics of he relaionship beween insiuional invesors and firm managers, and (2) wheher he influence of insiuional invesors has a posiive effec on firm valuaion. The remainder of his paper is srucured as follows. Secion I describes he daa and mehodology. Secion II presens and discusses he evidence on he heerogeneiy of insiuional preference for financial policies. Secion III documens he role of insiuional preference on firm financial policy choices. Secion IV documens he poenial moivaions 5

8 for firms o incorporae insiuional preference in heir financial policy choices. Secion V discusses he evidence on insiuional preferences for operaing policies. Secion VI concludes. I. Daa and Definiions A. Sample Consrucion In his sudy, I use hree main daabases: he Thomson Financial 13F Insiuional Holdings daabase (formerly known as he CDA/Specrum s34 daabase), he annual COMPU- STAT daabase and he monhly CRSP sock reurns daabase. I resric he sample o exclude financial firms (SIC codes ) and uiliies (SIC codes ) since hese indusries are highly regulaed. Alhough Thomson (CDA/Specrum) provides quarerly snapshos of insiuional invesors porfolios exraced from 13F repors filed wih he SEC 5, mos of he analyses in his sudy focus only on repors corresponding o he insiuional holdings in he fourh quarer since I use annual COMPUSTAT daa o calculae firm financial and operaing characerisics. The sample is limied o he period since insiuional holdings are only available on he Thomson daabase since Throughou he analysis, I use book leverage as my main measure of leverage. Book leverage is defined as (oal asse minus book equiy) divided by oal asse. Alhough all of he resuls are robus o using marke leverage insead of book leverage, book leverage is used as he main measure o absrac from changes in leverage ha are driven by changes 5 As saed in SEC s websie (hp:// insiuional invesmen managers who exercise invesmen discreion over $100 million or more in mus repor heir holdings on Form 13F wih he SEC [on a quarerly frequency]. [...] Secion 13(f) securiies generally include equiy securiies ha rade on an exchange or are quoed on he Nasdaq Naional Marke, some equiy opions and warrans, shares of closed-end invesmen companies, and some converible deb securiies. 6

9 in he marke valuaion of he firm s equiy, which in urn may be relaed o insiuional rading. B. Indusry- and Characerisics-adjused Leverage The lieraure documens evidence ha firms in he same indusry and hose wih similar characerisics end o have similar leverages. 6 Since insiuional invesors may have heerogeneous preferences for indusry and firm characerisics, I employ he following mehodology o absrac from he effecs of hese preferences on heir leverage preference. Firs, I esimae he prediced leverage for each firm based on is indusry and firm characerisics using a Tobi regression. The residual from his regression is he componen of leverage ha is orhogonal o hese indusry and firm characerisics. In oher words, he residual is he indusry- and characerisics-adjused leverage. Alhough heir preferences for raw leverage may parly reflec heir preferences for hese characerisics, he preference for indusryand characerisics-adjused leverage should no be affeced by hese characerisics. Consequenly, he res of he analyses use indusry- and characerisics-adjused leverage insead of he raw leverage. As suggesed by Hovakimian, Opler, and Timan (2001), a Tobi regression wih he following specificaion is employed in he firs sage: D/A f = α + β X f, (1) 6 Schwarz and Aronson (1967) documen evidence ha firms wihin he same indusry show no significan differences in deb raios. Leverage raios are also relaed o various firm characerisics; for example, leverage is negaively relaed o research and developmen expendiures (Long and Maliz (1985)), growh opporuniies (Smih and Was (1992)), and profiabiliy (Keser (1986)). 7

10 where X f is a vecor of firm characerisics ha have been used in oher capial srucure sudies: oal asses, profiabiliy, inangible asse, collaeral, marke-o-book raio, age, capial expendiure, R&D expendiure, SGA expendiure, and sock reurn for he pas wo years. To conrol for poenial ime-series variaions in he condiion of financial markes and indusries ha may affec firm financial policies, he dependen and independen variables are defined as he differences from he hree-digi SIC indusry means for a given year. 7 [Table I abou here] The esimaed coefficiens from his regression are repored in he firs column of Table I. 8 For he res of his paper, he focus will be on he adjused leverage, D/A f, which is he residual from he Tobi regression. The nex wo subsecions describe how hese adjused leverages are aggregaed o approximae he insiuional preferences a he insiuion level and a he firm level. C. Insiuional Preference Since insiuional invesors preferences for firm financial policies are no direcly observable, I infer hese preferences from heir shareholdings. In paricular, insiuion i s preference for characerisic-adjused leverage, D/A i,, is measured as he dollar-weighed average of he characerisics-adjused leverage raio of each sock in is holdings: D/A i, = f F i, ($ f i, D/A f ) / f F i, $ f i,, 7 The resuls are robus o using oher indusry definiions such as wo-digi SIC or Fama-French 49- indusry classificaion. 8 The coefficiens for marke-relaed variables (M/B and sock reurns) are considerably differen from he ones in Hovakimian, Opler, and Timan (2001) since I use book leverage insead of marke leverage. 8

11 where F i, is he se of all socks held by insiuion i a he end of year and $ f i, is he dollar amoun of insiuion i s fund allocaed o he socks of firm f. D. Firm-Level Insiuional Preference The firm-level insiuional preference is measured as he share-weighed average of he preference of each insiuion holding is socks: D/A Ins,f = i s.. f F i, ($ f i, D/A i, ) / i s.. f F i, $ f i,, where D/A i, is he insiuional preference of insiuion i as defined above. This firm-level aggregae preference will be referred o as insiuional preferred leverage raio for he res of he paper. II. Heerogeneiy in Insiuional Leverage Preference A. Heerogeneiy in Insiuional Holdings To examine wheher here is heerogeneiy in insiuional leverage preference, I sar by esing he null hypohesis ha he average deb raios of all insiuional porfolios are he same. This null hypohesis is srongly rejeced for each year in my sample boh for raw deb raios and when he deb raios are measured relaive o arge deb raios based on indusry and firm characerisics. In order o more direcly measure he degree of heerogeneiy in insiuional preference for leverage 9, I sor insiuions ino annual quiniles based on heir revealed preferences 9 An asue reader may argue ha each invesor can subsiue home-made leverage for firm-made leverage by borrowing/lending on her own. This is no necessarily rue for he insiuional invesors in my sample 9

12 (D/A i, ) and examine how heir shareholdings evolve. The average leverage of socks held by insiuions wihin each quinile is repored in Panel A of Table II. The average adjused leverage of firms held by insiuions in he op leverage preference quinile is 6.09%, which is more han 13 percenage poins higher han he average leverage of firms held by insiuions in he boom quinile. [Table II abou here] Alhough he observed heerogeneiy in he leverage of insiuional holdings is quie significan, his heerogeneiy may no be caused by he acive decisions of hese insiuions. In oher words, if insiuions were assigned socks randomly, some insiuions would end up wih high leverage socks while ohers would end up wih low leverage socks. To examine his possibiliy, I simulae he disribuion of average deb raios of insiuional porfolios by replacing each sock in each insiuion s year- porfolio wih a random sock. These hypoheical porfolios are sored annually ino leverage quiniles based on he average leverage raios of he (random) socks in hese porfolios. The ime-series average of he spread beween he op and boom quiniles is calculaed for each simulaion run. Panel A of Figure 1 repors he cumulaive disribuion of hese simulaed averages from 10,000 simulaion runs. The observed spread (13.16%) is higher han 99% of he simulaed spreads, which suggess ha he he observed heerogeneiy in he leverage of insiuional holdings is no likely o be caused by random sock selecions. [Figure 1 abou here] In order o have a beer undersanding of he exen of insiuional preference for leverage, I examine wheher insiuions whose curren holdings have high (low) leverages are because hey may have resricions on heir invesmen sraegies (e.g., hey may only hold equiy only or a cerain minimum amoun of equiy). In his sense, he degree of heerogeneiy we observe in he daa is relaed o how binding hese resricions are for he insiuions in my sample. 10

13 more likely o hold and purchase socks wih high (low) leverages in he fuure. Panel B of Table II repors he average leverage of socks held in he year following he ranking year (+1) by insiuions wihin each leverage quinile in Panel A. Afer conrolling for indusry and firm characerisics, he socks held by insiuions in he highes leverage preference quinile in he preceding year have on average 8.66% higher leverage han he socks held by insiuions in he lowes leverage preference quinile. This observed spread is higher han 98% of he simulaed spreads repored in Panel B of Figure I. 10 While he persisence in he average leverage of insiuional holdings may be driven by persisen leverage preferences of insiuional invesors, i may also be driven by he persisence in heir holdings: each insiuion may hold a relaively unchanged porfolio for several years. As leverage raios end o be similar from one year o he nex, he average deb raio of each insiuion s porfolio may be similar as well. To conrol for he persisence in holdings, I examine he average leverage of socks iniially purchased (holding iniiaions) by insiuions wihin each preference quinile. Panel C of Table II repors he average leverage of socks iniiaed in he year following he ranking year (+1) by insiuions wihin each year- leverage preference quinile. The socks purchased by insiuions in he highes quinile have on average 3.22% higher leverage han he socks purchased by insiuions in he lowes quinile. This difference is almos 25 percen of he difference beween he average leverage of firms currenly held by insiuions in he op and boom leverage preference quiniles. As his spread should be close o zero if insiuions do no ake leverage ino accoun in heir porfolio selecion decisions, he observed spread is higher han almos all of he simulaed spreads repored in Panel C of Figure I. The resuls so far sugges ha he equiy holdings and purchasing paerns of 10 As insiuional porfolios end o show some persisence, he random replacemen sock in Panel B is held consan if he sock being replaced is held by a paricular insiuion a and

14 insiuional invesors display some persisen heerogeneous preferences for firm leverage. While he discussion so far has focused on he levels of leverage, changes in leverage may also affec insiuional porfolio choices. In paricular, insiuional purchases may be relaed o expeced changes in leverage raios. To proxy for hese (unobserved) expecaions, I examine he relaionship beween insiuional purchases and he recen and fuure changes in leverage raios. In paricular, I ask wheher insiuional invesors ha currenly hold socks wih high leverage are more likely o purchase new socks ha (i) had increased heir leverage in he recen pas or (ii) end o increase heir leverage in he fuure. If insiuional invesors purchase socks based on he paern of pas (expeced) leverage changes, a relaionship beween leverage preferences and recen (fuure) changes in firm leverage should be observed in insiuional purchases. I find ha he paerns of insiuional purchases across insiuions wih differen leverage preferences are no relaed o recen, conemporaneous and fuure changes in firm leverage. Conrary o he observed heerogeneous preference for he level of deb raios, he sock selecions of insiuional invesors do no seem o be correlaed wih he expeced changes in deb raios. I find ha he paerns of recen, conemporaneous and fuure changes in firm leverage are similar for socks purchased by insiuions in he op and boom leverage preference quiniles. B. Insiuion Types As alluded o in he inroducion, insiuional preference for leverage may be a resul of heir beliefs on he economic oulook and he opimal amoun of deb o alleviae agency issues. The exen o which hese beliefs acually affec he equiy holdings and purchases of an insiuional invesor depends on he imporance of hese beliefs relaive o his invesor s 12

15 oher invesmen objecives. For example, Brickley, Lease, and Smih (1997) esablish ha insurance companies and banks may have eiher exising or poenial business relaionships wih firms. These invesors may view mainaining hese relaionships as he main objecive of heir sock invesmens. Consequenly, heir shareholdings may no fully reflec heir preferences for leverage. Addiionally, Bushee (1998) suggess ha insiuional invesors may have differen incenives depending on heir invesmen horizons and invesmen sizes. An invesor ha invess heavily in each of her holdings will only hold socks ha mach her preference; consequenly, her preference will be revealed srongly in her holdings. On he oher hand, he preference of an invesor ha aims for a diversified porfolio may no be fully refleced in his holdings since he may no be able o find enough socks ha mach his preference and has o inves in oher socks. Conrary o he clear predicion for he effec of invesmen size on revealed preferences, he predicion for invesmen horizon is ambiguous. For example, an invesor wih a long invesmen horizon may or may no reveal her preference in her porfolio. As socks in his porfolio end o be held for a relaively long ime, i is reasonable o expec hese socks o mach her preference; however, her curren porfolio may no reflec her acual preference as each long-held sock in her porfolio may have changed is characerisics over ime. Similarly, he porfolio of an invesor wih a shor invesmen horizon may no reveal his preference since socks in his porfolio may no be seleced according o his preference given ha hey are only held for a shor horizon. To examine hese predicions, I divide insiuional invesors ino wo groups based on each of he following hree classificaions. Firs, I use he classificaion of insiuional invesors 13

16 provided by Thomson Financial. Following he lieraure 11, I separae insiuions ino wo groups: Acive insiuions, which include invesmen advisers and invesmen companies, and Passive insiuions, which include bank rus deparmens and insurance companies. The acive insiuions according o his classificaion are no necessarily acivis invesors who ake over he firm as in Behel, Liebeskind, and Opler (1998) or Denis and Serrano (1996). Moreover, hey are also no necessarily acivis invesors in he mold of public pension funds as in Carleon, Nelson, and Weisbach (1998) and Wahal (1996). As repored in columns (1) and (2) of Table II, banks and insurance companies have considerably weaker revealed preferences for leverage in heir holdings and heir purchases han invesmen advisers and companies. 12 I also use wo oher disinc classificaions o capure he invesmen sraegies of insiuional invesors as moivaed by Bushee (1998). Firs, insiuions are classified based on he sabiliy of heir porfolios o capure heir invesmen horizons. For each insiuion, I calculae a Sabiliy variable which is measured as he percenage of equiy holding held coninuously over he previous eigh quarers. Sabiliy = ( ws, I ws,>0%) ws,, where w s, is he insiuional invesor s porfolio weigh in firm s a he end of quarer and I ws,>0% is an indicaor variable ha akes a value of one if sock s has been held coninuously by he insiuional invesor for he previous wo years and zero oherwise. Insiuions wih high Sabiliy end o hold similar socks for a long period, while hose wih low Sabiliy 11 Brickley, Lease, and Smih (1997), Almazan, Harzell, and Sarks (2005), and Chen, Harford, and Li (2006). 12 This evidence is also consisen wih banks and insurance companies having more homogenous beliefs abou he magniude of financial disress coss or he efficacy of deb in reducing agency issues. Addiionally, banks and insurance companies may have relaively larger holdings of corporae bonds which may reduce he incenive o reveal heir preferences for leverage hrough heir shareholdings. 14

17 end o replace socks in heir porfolio frequenly. Second, insiuions are classified based on he concenraion of heir holdings. For each insiuion, I calculae a Block variable which is measured as he percenage of holding ha makes up more han 5% of equiy under he insiuion s managemen. Block = ( ws, I ws,>5%) ws,, where w s, is he insiuion s porfolio weigh in firm s a he end of quarer and I ws, >5% is an indicaor variable ha akes a value of one if w s, is greaer han 5% and zero oherwise. Insiuions wih high Block end o have concenraed holdings, while hose wih low Block end o have diversified porfolio. I divide insiuional invesors ino wo groups based on each of hese classificaions. Insiuions wih Sabiliy greaer han 1/3 are classified as Sable insiuions, while he res of he insiuions are classified as Dynamic insiuions. Similarly, insiuions wih Block greaer han 1/3 are classified as as Concenraed insiuions and he res are classified as Diversified insiuions. 13 Consisen wih he predicion ha insiuions ha inves heavily in each of heir holdings will reveal sronger preference in heir holdings, columns (5)-(6) of Table II repor ha insiuions wih concenraed porfolios end o have considerably sronger revealed preferences for leverage in heir holdings and heir purchases. As repored in columns (3)-(4) of Table II, insiuions wih relaively shor invesmen horizon (low Sabiliy) have considerably sronger revealed preferences for leverage in heir holdings and heir purchases. This suggess ha he flexibiliy hese insiuions have in consrucing heir porfolios resuls in sronger revealed preferences han he inenion of long-horizon 13 The hreshold of 1/3 is arbirarily chosen such ha he number of insiuions in each classificaion is similar. The resuls repored here are robus o changing his hreshold. 15

18 insiuions o hold socks according o heir preference. C. Inensiy and Persisence of Insiuional Preference In order o furher examine how well insiuional invesors holdings represen heir preferences, I explore he relaionship beween he inensiy and he persisence of insiuional invesors revealed preferences. In paricular, I firs consruc a proxy for he inensiy of insiuional invesors revealed preferences, and hen es wheher his proxy is posiively correlaed wih he persisence of hese revealed preferences. I esimae he inensiy of each insiuional invesor s leverage preference by measuring he dispersion in he excess leverage raios of he socks in is porfolio. An insiuional invesor wih a srong preference for a paricular level of leverage will hold socks wih similar leverage raios. On he oher hand, he leverage raios of socks held by an insiuional invesor wih a weak leverage preference will end o look differen from each oher. Afer soring insiuional invesors ino wo annual groups on he leverage dispersion of is porfolio, I sored insiuions wihin each group ino annual quiniles based on he average excess leverage of he socks in heir year s porfolios. The wihin-quinile averages of excess leverage of (1) socks held a he end of year, (2) socks held a he end of year +1, and (3) holdings iniiaed in year +1, +2, +3, and +4, respecively, are repored in Table III. Panel A repors he averages for insiuions wih above-median porfolio leverage dispersion, while Panel B repors he averages for below-median insiuions. [Table III abou here] The descripive saisics of he soring variable are repored in he firs column ( Residual D/A of Holdings a ). Comparison of he numbers in his column for Panel A vs. Panel 16

19 B suggess ha insiuional invesors wih above-median dispersion end o have weaker revealed preferences as he gap beween he op and boom quinile is narrower for hese insiuions relaive o he low-dispersion insiuions. This paern persiss for he holdings of hese insiuions in he following year. More imporanly, his paern persiss for he socks ha hese insiuions iniially purchased in he following years. As repored in Panel C, here are significan differences in he paerns of socks iniially purchased by low-dispersion insiuions vs. high-dispersion insiuions. Low-dispersion insiuions end o show more persisence in heir revealed preferences: he correlaion beween socks iniially purchased by low-dispersion insiuions and he socks in heir porfolio is higher han he respecive measure for high-dispersion insiuions. In summary, he resul in his secion suggess ha here is some heerogeneiy in he revealed preferences of insiuional invesors for leverage. Moreover, his heerogeneiy ends o persis for (a leas) several years, in paricular for insiuional invesors wih sronger revealed preferences for leverage. III. Insiuional Preference and Financial Decisions A. Leverage Raio In his secion, he focus is on he role of insiuional preference in firms decision o change heir leverage. In paricular, I ask wheher (and o wha exen) a firm whose leverage raio is considerably differen from he preference of is insiuional shareholders aemps o reduce he difference. To answer his quesion, I assign each firm ino one of five annual quiniles based on he difference beween is indusry- and characerisics-adjused 17

20 leverage raio ( D/A f ) and he aggregae revealed preferences of is insiuional shareholders (D/A Ins,f ). If insiuional preference affecs firms capial srucure decision, a firm whose leverage raio is higher (lower) han he preference of is insiuional shareholders should reduce (increase) is leverage raio. Panel A of Table IV repors he resuls from his univariae analysis. Firms wih low leverage raios relaive o he aggregae preferences of heir insiuional shareholders (firs line) end o increase heir leverage, and vice versa. The difference in leverage change beween firms in he highes leverage quinile and hose in he boom quinile is 8.84%. Moreover, he effec is quie persisen: he difference in he leverage change in he following year (5.40%) is more han half of he difference in he firs year. [Table IV abou here] In order o conrol for he poenial effecs of oher firm characerisics on he changes in leverage raio, I employ a mulivariae regression wih he following specificaion: ( ) ( ) D/A f +1 D/A f = β D/A Ins,f D/A f + γ X f, (2) where D/A f is firm f s indusry- and characerisics-adjused leverage raio a year, D/A Ins,f is he insiuional preferred leverage raio (i.e., he aggregae revealed preferences of is insiuional shareholders), and X f is a vecor of firm characerisics ha includes financing defici, oal asse, marke-o-book raio, profiabiliy, inangible asse, collaeral, capial expendiure, R&D expendiure, SGA expendiure, and sock reurn for he pas wo years. Year fixed effecs are also included in his regression o allow for poenial ime-series variaions in he condiion of financial markes ha may affec firms financial decisions. 18

21 Panel B of Table IV repors he coefficien esimaes from he mulivariae analysis. The effec of insiuional preference on changes in leverage raios is robus o he inclusion of firm characerisics. In paricular, he poin esimae of β (0.172) in column (1) corresponds o a 4.36% difference in he change of leverage raio for a one sandard deviaion change in he difference beween he insiuional and firm leverage. Column (2) in Panel B repors he esimaes from GMM esimaion following Arellano and Bond (1991). The poin esimae for he effec of insiuional preference (0.112) is weaker han ha obained using fixed-effec regression in column (1), bu i is sill saisically significan a he 1% level. Column (3) in Panel B repors ha he effec of insiuional preference on changes in leverage raios is slighly weaker for S&P 500 firms. This suggess ha managers of S&P 500 firms are less accommodaing o he preferences of heir shareholders relaive o managers of non-s&p 500 firms. This poin will be discussed in more deail below. One may argue ha if he insiuional preferred leverage raio is in he same direcion as he arge leverage (i.e., zero adjused leverage), a leverage change in he direcion of he preferred leverage raio may be driven by he firm managers desire o adjus owards arge leverage. In order o conrol for his possibiliy, column (3) repors he coefficiens for a regression ha includes he firm s curren adjused leverage: ( ) ( ) ( ) D/A f +1 D/A f = β D/A Ins,f D/A f + θ D/A f + γ X f. (3) If firms are adjusing owards heir insiuional preference, he esimae for β should be posiive. If firms are adjusing owards he arge leverage, he esimaed coefficien on heir curren leverage, θ, should be negaive. In order o avoid mulicollineariy, only firms for which he insiuional preferred leverage raio has he same sign as bu is larger in 19

22 magniude han he firm leverage raio (see Figure II) are included in his regression. As only abou 11% of firm-year observaions are in his caegory, he sandard errors in his regression are larger han in he regression in column (1). The coefficien for he difference beween insiuional preferred and firm leverage raios in column (4) is abou half of ha in column (1) bu sill significan. This coefficien has a similar magniude as he coefficien for he curren leverage raio, suggesing ha he effec of insiuional invesors preference is abou as srong as firm managers adherence o arge leverage. The las se of resuls (column (5)) in Panel B suggess ha he effec of insiuional preference on changes in leverage raios is quie persisen. In mulivariae regressions in which he independen variable is he change in leverage raio over he subsequen year, he parameer esimae for insiuional preference is sill srongly significan. The poin esimae of β (0.119) corresponds o a 2.03% difference in he change in leverage raio for a one sandard deviaion change in he difference beween he insiuional and firm leverage. 20

23 B. Insiuion Types As he resuls in Table II sugges ha differen ypes of insiuional invesors may have differen preferences, e.g., acive insiuional invesors (invesmen advisors and managers) end o have sronger revealed preferences han passive insiuional invesors (banks and insurance companies), i is reasonable o expec ha heir preferences may have differen effecs on firm s financial decisions. Since he preferences of differen groups of insiuional invesors in a paricular firm may be similar o each oher, I employ hree mulivariae regressions wih he following specificaions o separae he effecs of he respecive preferences of hese invesors: ( ) ( ) ( ) D/A f +1 D/A f = β A D/A T ypea,f D/A T ypeb,f + β B D/A T ypeb,f D/A f + γ X f, where D/A T ypea,f D/A T ypeb,f is he aggregae preferences of firm f s T ypea insiuional shareholders, is he aggregae preferences of firm f s T ypeb insiuional shareholders, and (T ypea, T ypeb) {(Acive, P assive), (Sable, Dynamic), (Diversif ied, Concenraed)}. The coefficien esimaes from hese regressions are repored in Table V. (4) [Table V abou here] As D/A T ypeb,f appears in boh he firs and second independen variables, is esimaed effec on firm leverage change is ( β B β A ). Consequenly, he difference beween he esimaed effec of T ypea shareholders ( β A ) and ha of T ypeb shareholders is: β A ( β B β A ) = 2 β A β B. For Acive vs. P assive shareholders, he difference is (p = 0.19). While his difference is no saisically significan, he difference beween Sable and Dynamic shareholders 21

24 [0.069 (p = 0.06)] and beween Diversif ied and Concenraed shareholders [0.170 (p < 0.01)] are saisically significan and larger in magniude. While insiuions wih more flexibiliy in heir holdings (concenraed and dynamic insiuions) have considerably sronger revealed preferences for leverage, he resuls in Table V sugges ha less-flexible insiuions (i.e., sable and diversified insiuions) end o have sronger impacs on firm s financial policy. This seems o sugges ha he laer insiuions ry o make up for heir inabiliy o selec socks based on heir preferences and fully reveal heir preferences in heir shareholdings by exering heir preferences more forcefully on he firms in heir porfolios. C. Wihin-Firm Heerogeneiy in Insiuional Preferences In his secion, I explore he hypohesis ha firm managers will be more likely o accommodae he preferences of heir shareholders if hese shareholders have similar preferences, and less likely o do so if he preferences are heerogeneous. The heerogeneiy in he insiuional shareholders preferences of each firm is proxied using hree variables: (1) he iner-quarile range of he preferences of insiuional shareholders, (2) he sandard deviaion of hese preferences, and (3) he number of insiuional shareholders. A he end of year, each firm is assigned ino quiniles based on each of hese hree variables. Panel A of Table VI repors he pair-wise quinile correlaions among hese variables. [Table VI abou here] Panel B repors he coefficiens from he regression of he change in excess leverage on various firm characerisics and year fixed effecs. The dependen variable is he change in excess leverage in year +1. In addiion o he explanaory variables included in Table IV, 22

25 wo indicaor variables are included in each of hese regressions: Low Heerogeneiy which akes he value of 1 if he heerogeneiy proxy is in he lowes quinile and zero oherwise, and Medium Heerogeneiy which akes he value of 1 if he heerogeneiy proxy is in he middle hree quiniles and zero oherwise. The main variables of ineres are he ineracions beween hese indicaor variables and he gap beween he firm s insiuional preferred leverage and is excess leverage raios. More precisely, I run he following regressions: ( ) D/A f +1 D/A f = β ( ) D/A Ins,f D/A f + β L [I LowHeerogeneiy + β M [I MediumHeerogeneiy ( D/A Ins,f )] D/A f ( D/A Ins,f D/A f )] + α L I LowHeerogeneiy + α M I MediumHeerogeneiy + + γ X f. (5) Consisen wih he hypohesis ha firms whose shareholders have similar preferences are more likely o accommodae he preferences of heir shareholders relaive o firms whose shareholders have heerogenous preferences, firms wih low values of invesor heerogeneiy proxies exhibi sronger correlaions beween aggregae shareholder preferences and financial decisions. The poin esimaes of β LH sugges ha he effec of insiuional preferences on corporae policies is abou 15% higher for firms wih low values of heerogeneiy proxies relaive o he corresponding effec for firms wih high values of heerogeneiy proxies. While he coefficien esimaes of β LH are saisically significan, he economic magniude seems o sugges ha he effec of insiuional invesors preference on corporae policies is achieved mosly hrough he aggregae preference as he effec of insiuional invesors preference on corporae policies is sill relaively srong (abou 15%) for firms wih high values 23

26 of heerogeneiy proxies. This seems o sugges ha he effec of insiuional invesors on corporae policies comes hrough rading as opposed o voing or direc influencing. D. Firm Characerisics Column (2) in Panel B of Table IV repors ha he relaionship beween insiuional preference and fuure changes in leverage raios is slighly weaker for S&P 500 firms. As S&P 500 firms ends o have larger (poenial) invesor bases han oher firms, heir managers may be less likely o accommodae he preferences of heir curren shareholders. This observaion moivaes he following hypohesis: firm managers will be less likely o accommodae he preferences of heir shareholders when hey have lower incenives o do so. To formally es his hypohesis, I divide firms ino five quiniles each year based on size (i.e., oal asse) and age (i.e., number of years since firs appearance in COMPUSTAT). Firms in he op size quinile are caegorized as Large firms, while hose in he boom quinile are caegorized as Small. Similarly, firms in he op age quinile are caegorized as Old, while hose in he oher exreme quinile are caegorize as Young. 14 The indicaor variables for ( ) hese caegories are hen ineraced wih D/A Ins,f D/A f o idenify he variaion in insiuional effecs on firms from differen size/age groups. In paricular, I run he following 14 This hreshold (i.e., quiniles) is admiedly arbirary. However, he resuls are similar if hirds, quariles, or deciles are used insead. 24

27 regressions: 15 ( ) D/A f +1 D/A f ( ) D/A f +1 D/A f ( ) [ ( )] = β D/A Ins,f D/A f + β Large I Large D/A Ins,f D/A f ( )] +β Small [I Small D/A Ins,f D/A f + γ X f, (6) ( ) [ ( )] = β D/A Ins,f D/A f + β Old I Old D/A Ins,f D/A f ( )] +β Y oung [I Y oung D/A Ins,f D/A f + γ X f. (7) I hypohesize ha managers of older and larger firms are less likely o accommodae he preferences of heir curren shareholders since hese shareholders are more easily replaceable due o he larger poenial invesor bases of hese firms. [Table VII abou here] Consisen wih his hypohesis, columns (1) and (2) of Table VII repor ha he coefficiens on he ineracion erms wih Large (β Large ) and Old (β Old ) are significanly posiive. On he oher hand, he coefficiens on he ineracion erms wih Small (β Small ) and Young (β Y oung ) are negaive. The poin esimaes of β Large and β Small sugges ha he effec of insiuional preferences of corporae deb raio is reduced by 18% for large firms and increased by 48% for small firms (relaive o firms in he middle hree size quiniles). Similarly, he effec of insiuional preferences is reduced by 31% for old firms and increased by 30% for young firms (relaive o firms in he middle hree age quiniles). The previous es is an indirec es of how he relaive powers of insiuional invesors and firm managers affec heir ineracion. To more direcly es he effec of relaive powers 15 The indicaor variables are no included by hemselves in he regressions since X f includes he coninuous versions of hese variables: log(size) and log(age). The resuls are similar wheher hese indicaor variables are included or no. Similar resuls also obain if he coninuous variables are used insead of he indicaor variables in he ineracions. 25

28 on he shareholder-manager relaionship, I idenify CEOs wih weaker career concerns by consrucing he following proxy using daa from ExecuComp: 16 1, if he firm s CEO is over 60 years old and also holds he chairman posiion I Powerful CEO = 0, oherwise In order o es wheher hese Powerful CEOs are less likely o accommodae he preferences of heir shareholders due o heir weaker career concerns, I employ he following regression: ( ) D/A f +1 D/A f = β ( ) D/A Ins,f D/A f +β P owerfulceo [I P owerfulceo ( )] D/A Ins,f D/A f +γ P owerfulceo I P owerfulceo + γ X f. (8) As repored in column (3) of Table VII, he presence of a CEO wih weaker career concerns reduces he effec of insiuional preference on fuure leverage decisions. Overall, he resuls in his secion sugges ha insiuional invesors play a less significan role in corporae decisions when heir posiions are relaively weaker. E. Deb-Equiy Choice Alhough he resuls in previous secions sugges ha firms end o reduce (increase) heir leverage raios when hese raios are higher (lower) han he aggregae preferences of heir insiuional shareholders, hese resuls do no indicae wheher insiuional preferences affec firms financing choices when hey raise new funds or reire/repurchase exising capial. If insiuional preferences affec securiy choices, firms needing new capial should be more 16 Since ExecuComp only racks S&P 1500 firms from 1992, his sample is much smaller han he main sample. More imporanly, he ExecuComp sample consiss of relaively older and larger firms han he main sample. 26

29 (less) likely o issue deb han o issue equiy when heir leverage raios are lower (higher) han he aggregae preferences of heir insiuional shareholders, and vice versa. Similarly, firms wih excess capial should be more (less) likely o repurchase shares han o repay deb when heir leverage raios are lower (higher) han he aggregae preferences of heir insiuional shareholders. In order o examine he exen o which insiuional preferences affec securiy choices, I focus on firms ha issue/repurchase deb or equiy. Firms are defined as issuing (repurchasing) a securiy when he ne amoun issued (repurchased) exceeds 5% of he book value of asses. Each issuer/repurchaser is assigned ino one of hree groups (op, middle hree, and boom quiniles) based on he difference beween is characerisics-adjused leverage raio ( D/A f ) and he insiuional preferred leverage raio (D/AIns,f ) wihin each year. The firs wo columns of Panel A in Table VIII repor he probabiliy ha a firm in each group chooses o ake a leverage-increasing acion (issue deb/repurchase shares) insead of a leverage-reducing acion (issue equiy/repay deb) when i raises new funds or reduces is capial. Panel B repors he marginal effecs from a mulivariae probi regression ha includes arge leverage (from Tobi regression in Table I) and oher firm characerisics ha are relaed o he deb-equiy decision. [Table VIII abou here] The resuls in Panel A sugges ha firms are more likely o ake leverage-increasing acions (issue deb or repurchase shares) han o ake leverage-decreasing acions (issue equiy or repay deb) when heir leverage raios are below he aggregae preferences of heir insiuional shareholders, and vice versa. These insiuional effecs are weaker when firms need capial (col. 1) han when hey disribue exraneous capial (col. 2). These resuls are robus o he inclusion of firm characerisics ha may affec he firm s financing decisions 27

30 in Panel B. Moivaed by he above resuls, I also examine how insiuional preference affec firms deb-equiy choice when hey do no raise new capial. In paricular, I examine he probabiliy ha firms recapialize by increasing leverage (issuing deb o repurchase shares) insead of decreasing leverage (issuing equiy o repay deb). If insiuional preferences affec his choice, firms should be more (less) likely o underake leverage-increasing recapializaion when heir leverage raios are lower (higher) han he aggregae preferences of heir insiuional shareholders, and vice versa. The las column in Panel A repors he probabiliy ha a firm in each group chooses o ake leverage-increasing acions (issue deb and repurchase shares) insead of leverage-reducing acions (issue equiy and repay deb) when i rearranges is capial srucure. The resuls here sugges ha firms are more likely o underake leverage-increasing han leverage-decreasing recapializaion when heir leverage raios are low relaive o he aggregae preferences of heir insiuional shareholders. This resul is robus o he inclusion of firm characerisics in Panel B. Overall, he resuls in Table VIII sugges ha insiuional preferences play an imporan role in he deb-equiy decisions. However, hese preferences end o play a more significan role when firms are no in need of capial. This resul may seem counerinuiive if one expecs he exising shareholders o be he poenial source for he new capial. Consequenly, his resul seems o sugges ha firm managers ignore curren shareholders preferences because hey need o arac addiional and differen invesors when hey issue equiy. 28

EVA NOPAT Capital charges ( = WACC * Invested Capital) = EVA [1 P] each

EVA NOPAT Capital charges ( = WACC * Invested Capital) = EVA [1 P] each VBM Soluion skech SS 2012: Noe: This is a soluion skech, no a complee soluion. Disribuion of poins is no binding for he correcor. 1 EVA, free cash flow, and financial raios (45) 1.1 EVA wihou adjusmens

More information

Capital Strength and Bank Profitability

Capital Strength and Bank Profitability Capial Srengh and Bank Profiabiliy Seok Weon Lee 1 Asian Social Science; Vol. 11, No. 10; 2015 ISSN 1911-2017 E-ISSN 1911-2025 Published by Canadian Cener of Science and Educaion 1 Division of Inernaional

More information

STABLE BOOK-TAX DIFFERENCES, PRIOR EARNINGS, AND EARNINGS PERSISTENCE. Joshua C. Racca. Dissertation Prepared for Degree of DOCTOR OF PHILOSOPHY

STABLE BOOK-TAX DIFFERENCES, PRIOR EARNINGS, AND EARNINGS PERSISTENCE. Joshua C. Racca. Dissertation Prepared for Degree of DOCTOR OF PHILOSOPHY STABLE BOOK-TAX DIFFERENCES, PRIOR EARNINGS, AND EARNINGS PERSISTENCE Joshua C. Racca Disseraion Prepared for Degree of DOCTOR OF PHILOSOPHY UNIVERSITY OF NORTH TEXAS Augus 0 APPROVED: Teresa Conover,

More information

Subdivided Research on the Inflation-hedging Ability of Residential Property: A Case of Hong Kong

Subdivided Research on the Inflation-hedging Ability of Residential Property: A Case of Hong Kong Subdivided Research on he -hedging Abiliy of Residenial Propery: A Case of Hong Kong Guohua Huang 1, Haili Tu 2, Boyu Liu 3,* 1 Economics and Managemen School of Wuhan Universiy,Economics and Managemen

More information

Industry Profitability Dispersion and Market-to-book Ratio

Industry Profitability Dispersion and Market-to-book Ratio Indusry Profiabiliy Dispersion and Marke-o-book Raio Jia Chen *, Kewei Hou, and René M. Sulz 30 January 2014 Absrac Firms in indusries ha have high indusry-level dispersion of profiabiliy have on average

More information

Estimating Earnings Trend Using Unobserved Components Framework

Estimating Earnings Trend Using Unobserved Components Framework Esimaing Earnings Trend Using Unobserved Componens Framework Arabinda Basisha and Alexander Kurov College of Business and Economics, Wes Virginia Universiy December 008 Absrac Regressions using valuaion

More information

Documentation: Philadelphia Fed's Real-Time Data Set for Macroeconomists First-, Second-, and Third-Release Values

Documentation: Philadelphia Fed's Real-Time Data Set for Macroeconomists First-, Second-, and Third-Release Values Documenaion: Philadelphia Fed's Real-Time Daa Se for Macroeconomiss Firs-, Second-, and Third-Release Values Las Updaed: December 16, 2013 1. Inroducion We documen our compuaional mehods for consrucing

More information

The Impact of Interest Rate Liberalization Announcement in China on the Market Value of Hong Kong Listed Chinese Commercial Banks

The Impact of Interest Rate Liberalization Announcement in China on the Market Value of Hong Kong Listed Chinese Commercial Banks Journal of Finance and Invesmen Analysis, vol. 2, no.3, 203, 35-39 ISSN: 224-0998 (prin version), 224-0996(online) Scienpress Ld, 203 The Impac of Ineres Rae Liberalizaion Announcemen in China on he Marke

More information

The relation between U.S. money growth and inflation: evidence from a band pass filter. Abstract

The relation between U.S. money growth and inflation: evidence from a band pass filter. Abstract The relaion beween U.S. money growh and inflaion: evidence from a band pass filer Gary Shelley Dep. of Economics Finance; Eas Tennessee Sae Universiy Frederick Wallace Dep. of Managemen Markeing; Prairie

More information

(1 + Nominal Yield) = (1 + Real Yield) (1 + Expected Inflation Rate) (1 + Inflation Risk Premium)

(1 + Nominal Yield) = (1 + Real Yield) (1 + Expected Inflation Rate) (1 + Inflation Risk Premium) 5. Inflaion-linked bonds Inflaion is an economic erm ha describes he general rise in prices of goods and services. As prices rise, a uni of money can buy less goods and services. Hence, inflaion is an

More information

Bank of Japan Review. Performance of Core Indicators of Japan s Consumer Price Index. November Introduction 2015-E-7

Bank of Japan Review. Performance of Core Indicators of Japan s Consumer Price Index. November Introduction 2015-E-7 Bank of Japan Review 5-E-7 Performance of Core Indicaors of Japan s Consumer Price Index Moneary Affairs Deparmen Shigenori Shirasuka November 5 The Bank of Japan (BOJ), in conducing moneary policy, employs

More information

Revisiting the Fama and French Valuation Formula

Revisiting the Fama and French Valuation Formula Revisiing he Fama and French Valuaion Formula Absrac Using he dividend discoun model Fama and French (2006) develop a relaion beween expeced profiabiliy, expeced invesmen, curren BM and expeced sock reurns.

More information

FINAL EXAM EC26102: MONEY, BANKING AND FINANCIAL MARKETS MAY 11, 2004

FINAL EXAM EC26102: MONEY, BANKING AND FINANCIAL MARKETS MAY 11, 2004 FINAL EXAM EC26102: MONEY, BANKING AND FINANCIAL MARKETS MAY 11, 2004 This exam has 50 quesions on 14 pages. Before you begin, please check o make sure ha your copy has all 50 quesions and all 14 pages.

More information

Description of the CBOE S&P 500 2% OTM BuyWrite Index (BXY SM )

Description of the CBOE S&P 500 2% OTM BuyWrite Index (BXY SM ) Descripion of he CBOE S&P 500 2% OTM BuyWrie Index (BXY SM ) Inroducion. The CBOE S&P 500 2% OTM BuyWrie Index (BXY SM ) is a benchmark index designed o rack he performance of a hypoheical 2% ou-of-he-money

More information

Empirical analysis on China money multiplier

Empirical analysis on China money multiplier Aug. 2009, Volume 8, No.8 (Serial No.74) Chinese Business Review, ISSN 1537-1506, USA Empirical analysis on China money muliplier SHANG Hua-juan (Financial School, Shanghai Universiy of Finance and Economics,

More information

Chapter 10: The Determinants of Dividend Policy

Chapter 10: The Determinants of Dividend Policy Chaper 10: The Deerminans of Dividend Policy 1. True True False 2. This means ha firms generally prefer no o change dividends, paricularly downwards. One explanaion for his is he clienele hypohesis. Tha

More information

CHAPTER CHAPTER18. Openness in Goods. and Financial Markets. Openness in Goods, and Financial Markets. Openness in Goods,

CHAPTER CHAPTER18. Openness in Goods. and Financial Markets. Openness in Goods, and Financial Markets. Openness in Goods, Openness in Goods and Financial Markes CHAPTER CHAPTER18 Openness in Goods, and Openness has hree disinc dimensions: 1. Openness in goods markes. Free rade resricions include ariffs and quoas. 2. Openness

More information

Introduction. Enterprises and background. chapter

Introduction. Enterprises and background. chapter NACE: High-Growh Inroducion Enerprises and background 18 chaper High-Growh Enerprises 8 8.1 Definiion A variey of approaches can be considered as providing he basis for defining high-growh enerprises.

More information

Portfolio investments accounted for the largest outflow of SEK 77.5 billion in the financial account, which gave a net outflow of SEK billion.

Portfolio investments accounted for the largest outflow of SEK 77.5 billion in the financial account, which gave a net outflow of SEK billion. BALANCE OF PAYMENTS DATE: 27-11-27 PUBLISHER: Saisics Sweden Balance of Paymens and Financial Markes (BFM) Maria Falk +46 8 6 94 72, maria.falk@scb.se Camilla Bergeling +46 8 6 942 6, camilla.bergeling@scb.se

More information

2. Quantity and price measures in macroeconomic statistics 2.1. Long-run deflation? As typical price indexes, Figure 2-1 depicts the GDP deflator,

2. Quantity and price measures in macroeconomic statistics 2.1. Long-run deflation? As typical price indexes, Figure 2-1 depicts the GDP deflator, 1 2. Quaniy and price measures in macroeconomic saisics 2.1. Long-run deflaion? As ypical price indexes, Figure 2-1 depics he GD deflaor, he Consumer rice ndex (C), and he Corporae Goods rice ndex (CG)

More information

Description of the CBOE Russell 2000 BuyWrite Index (BXR SM )

Description of the CBOE Russell 2000 BuyWrite Index (BXR SM ) Descripion of he CBOE Russell 2000 BuyWrie Index (BXR SM ) Inroducion. The CBOE Russell 2000 BuyWrie Index (BXR SM ) is a benchmark index designed o rack he performance of a hypoheical a-he-money buy-wrie

More information

Human Capital, Capital Structure, and Employee Pay: An Empirical Analysis

Human Capital, Capital Structure, and Employee Pay: An Empirical Analysis Human Capial, Capial Srucure, and Employee Pay: An Empirical Analysis Thomas J. Chemmanur a, * Yingmei Cheng b Tianming Zhang c a Boson College, Carroll School of Managemen, USA b The Florida Sae Universiy,

More information

A Note on Missing Data Effects on the Hausman (1978) Simultaneity Test:

A Note on Missing Data Effects on the Hausman (1978) Simultaneity Test: A Noe on Missing Daa Effecs on he Hausman (978) Simulaneiy Tes: Some Mone Carlo Resuls. Dikaios Tserkezos and Konsaninos P. Tsagarakis Deparmen of Economics, Universiy of Cree, Universiy Campus, 7400,

More information

The Impact of Portfolio Disclosure on Hedge Fund. Performance, Fees, and Flows. Zhen Shi

The Impact of Portfolio Disclosure on Hedge Fund. Performance, Fees, and Flows. Zhen Shi The Impac of Porfolio Disclosure on Hedge Fund Performance, Fees, and Flows by Zhen Shi A Disseraion Presened in Parial Fulfillmen of he Requiremens for he Degree Docor of Philosophy Approved April 2011

More information

PRESS RELEASE EURO AREA ECONOMIC AND FINANCIAL DEVELOPMENTS BY INSTITUTIONAL SECTOR - FIRST QUARTER August 2012

PRESS RELEASE EURO AREA ECONOMIC AND FINANCIAL DEVELOPMENTS BY INSTITUTIONAL SECTOR - FIRST QUARTER August 2012 1 Augus 212 PRESS RELEASE EURO AREA ECONOMIC AND FINANCIAL DEVELOPMENTS BY INSTITUTIONAL SECTOR - FIRST QUARTER 212 In he firs quarer of 212, he annual growh rae 1 of households gross disposable income

More information

DOES EVA REALLY HELP LONG TERM STOCK PERFORMANCE?

DOES EVA REALLY HELP LONG TERM STOCK PERFORMANCE? DOES EVA REALLY HELP LONG TERM STOCK PERFORMANCE? Wesley M. Jones, Jr. The Ciadel wes.jones@ciadel.edu George Lowry, Randolph Macon College glowry@rmc.edu ABSTRACT Economic Value Added (EVA) as a philosophy

More information

Market and Information Economics

Market and Information Economics Marke and Informaion Economics Preliminary Examinaion Deparmen of Agriculural Economics Texas A&M Universiy May 2015 Insrucions: This examinaion consiss of six quesions. You mus answer he firs quesion

More information

Do Changes in Pension Incentives Affect Retirement? A Longitudinal Study of Subjective Retirement Expectations

Do Changes in Pension Incentives Affect Retirement? A Longitudinal Study of Subjective Retirement Expectations Do Changes in Pension Incenives Affec Reiremen? A Longiudinal Sudy of Subjecive Reiremen Expecaions February 2001 Sewin Chan Rober F. Wagner School of Public Service New York Universiy sewin.chan@nyu.edu

More information

INSTITUTE OF ACTUARIES OF INDIA

INSTITUTE OF ACTUARIES OF INDIA INSIUE OF ACUARIES OF INDIA EAMINAIONS 23 rd May 2011 Subjec S6 Finance and Invesmen B ime allowed: hree hours (9.45* 13.00 Hrs) oal Marks: 100 INSRUCIONS O HE CANDIDAES 1. Please read he insrucions on

More information

Market timing and capital structure: Evidence from a decomposition of the market-to-book ratio. Salma Kasbi 1. Université Paris-Dauphine, DRM-CEREG

Market timing and capital structure: Evidence from a decomposition of the market-to-book ratio. Salma Kasbi 1. Université Paris-Dauphine, DRM-CEREG Marke iming and capial srucure: Evidence from a decomposiion of he marke-o-book raio Salma Kasbi 1 Universié Paris-Dauphine, DRM-CEREG This sudy examines he impac of marke iming on capial srucure. Using

More information

UCLA Department of Economics Fall PhD. Qualifying Exam in Macroeconomic Theory

UCLA Department of Economics Fall PhD. Qualifying Exam in Macroeconomic Theory UCLA Deparmen of Economics Fall 2016 PhD. Qualifying Exam in Macroeconomic Theory Insrucions: This exam consiss of hree pars, and you are o complee each par. Answer each par in a separae bluebook. All

More information

Corporate Finance. Capital budgeting. Standalone risk of capital project

Corporate Finance. Capital budgeting. Standalone risk of capital project Corporae Finance Capial budgeing Iniial oulay = FCInv + NWCInv Sal afer ax operaing cashflow = 0 + T ( Sal0 B0 ) ( R C)( 1 ax) + ax Ter min al year non opereaing cashflow = Sal T Dep + NWCInv ax ( Sal

More information

Stock Market Behaviour Around Profit Warning Announcements

Stock Market Behaviour Around Profit Warning Announcements Sock Marke Behaviour Around Profi Warning Announcemens Henryk Gurgul Conen 1. Moivaion 2. Review of exising evidence 3. Main conjecures 4. Daa and preliminary resuls 5. GARCH relaed mehodology 6. Empirical

More information

An Analysis of Trend and Sources of Deficit Financing in Nepal

An Analysis of Trend and Sources of Deficit Financing in Nepal Economic Lieraure, Vol. XII (8-16), December 014 An Analysis of Trend and Sources of Defici Financing in Nepal Deo Narayan Suihar ABSTRACT Defici financing has emerged as an imporan ool of financing governmen

More information

Rational Expectation and Expected Stock Returns

Rational Expectation and Expected Stock Returns aional Expecaion and Expeced Sock eurns Chia-Cheng Ho Deparmen of Finance Naional Chung Cheng Universiy Chia-Yi Taiwan epublic of China fincch@ccu.edu.w Chien-Ting Lin* School of Commerce Universiy of

More information

International Review of Business Research Papers Vol. 4 No.3 June 2008 Pp Understanding Cross-Sectional Stock Returns: What Really Matters?

International Review of Business Research Papers Vol. 4 No.3 June 2008 Pp Understanding Cross-Sectional Stock Returns: What Really Matters? Inernaional Review of Business Research Papers Vol. 4 No.3 June 2008 Pp.256-268 Undersanding Cross-Secional Sock Reurns: Wha Really Maers? Yong Wang We run a horse race among eigh proposed facors and eigh

More information

Georgia State University. Georgia State University. Anna Agapova

Georgia State University. Georgia State University. Anna Agapova Georgia Sae Universiy ScholarWorks @ Georgia Sae Universiy Finance Disseraions Deparmen of Finance 5-18-2007 Cross-Secional Differences beween Topic 1: Money Marke Muual Funds and heir Role in he Muual

More information

a. If Y is 1,000, M is 100, and the growth rate of nominal money is 1 percent, what must i and P be?

a. If Y is 1,000, M is 100, and the growth rate of nominal money is 1 percent, what must i and P be? Problem Se 4 ECN 101 Inermediae Macroeconomics SOLUTIONS Numerical Quesions 1. Assume ha he demand for real money balance (M/P) is M/P = 0.6-100i, where is naional income and i is he nominal ineres rae.

More information

Dollars versus Sense: Investor Demand, Managerial Skill, and Hedge Fund Startups

Dollars versus Sense: Investor Demand, Managerial Skill, and Hedge Fund Startups Dollars versus Sense: Invesor Demand, Managerial Skill, and Hedge Fund Sarups Absrac Wha moivaes he creaion of new hedge funds? New funds can eiher primarily caer o invesor demand or offer new managerial

More information

Appendix B: DETAILS ABOUT THE SIMULATION MODEL. contained in lookup tables that are all calculated on an auxiliary spreadsheet.

Appendix B: DETAILS ABOUT THE SIMULATION MODEL. contained in lookup tables that are all calculated on an auxiliary spreadsheet. Appendix B: DETAILS ABOUT THE SIMULATION MODEL The simulaion model is carried ou on one spreadshee and has five modules, four of which are conained in lookup ables ha are all calculaed on an auxiliary

More information

Revenues and Earnings as Key Value Drivers in Various Contexts: Implications for Financial Management and Statement Analysis

Revenues and Earnings as Key Value Drivers in Various Contexts: Implications for Financial Management and Statement Analysis Revenues and Earnings as Key Value Drivers in Various Conexs: Implicaions for Financial Managemen and Saemen Analysis Iay Kama Graduae School of Business Adminisraion Tel Aviv Universiy Tel Aviv 69978,

More information

This specification describes the models that are used to forecast

This specification describes the models that are used to forecast PCE and CPI Inflaion Differenials: Convering Inflaion Forecass Model Specificaion By Craig S. Hakkio This specificaion describes he models ha are used o forecas he inflaion differenial. The 14 forecass

More information

The Death of the Phillips Curve?

The Death of the Phillips Curve? The Deah of he Phillips Curve? Anhony Murphy Federal Reserve Bank of Dallas Research Deparmen Working Paper 1801 hps://doi.org/10.19/wp1801 The Deah of he Phillips Curve? 1 Anhony Murphy, Federal Reserve

More information

Ch. 10 Measuring FX Exposure. Is Exchange Rate Risk Relevant? MNCs Take on FX Risk

Ch. 10 Measuring FX Exposure. Is Exchange Rate Risk Relevant? MNCs Take on FX Risk Ch. 10 Measuring FX Exposure Topics Exchange Rae Risk: Relevan? Types of Exposure Transacion Exposure Economic Exposure Translaion Exposure Is Exchange Rae Risk Relevan?? Purchasing Power Pariy: Exchange

More information

Managers beyond borders: side-by-side management in mutual funds and. pension funds.

Managers beyond borders: side-by-side management in mutual funds and. pension funds. Managers beyond borders: side-by-side managemen in muual funds and pension funds. Absrac The simulaneous managemen (also called side-by-side -SBS- managemen) in muual and pension funds is increasing; however,

More information

Suggested Template for Rolling Schemes for inclusion in the future price regulation of Dublin Airport

Suggested Template for Rolling Schemes for inclusion in the future price regulation of Dublin Airport Suggesed Templae for Rolling Schemes for inclusion in he fuure price regulaion of Dublin Airpor. In line wih sandard inernaional regulaory pracice, he regime operaed since 00 by he Commission fixes in

More information

MODELLING THE US SWAP SPREAD

MODELLING THE US SWAP SPREAD MODEING THE US SWAP SPREAD Hon-un Chung, School of Accouning and Finance, The Hong Kong Polyechnic Universiy, Email: afalan@ine.polyu.edu.hk Wai-Sum Chan, Deparmen of Finance, The Chinese Universiy of

More information

Watch out for the impact of Scottish independence opinion polls on UK s borrowing costs

Watch out for the impact of Scottish independence opinion polls on UK s borrowing costs Wach ou for he impac of Scoish independence opinion polls on UK s borrowing coss Cosas Milas (Universiy of Liverpool; email: cosas.milas@liverpool.ac.uk) and Tim Worrall (Universiy of Edinburgh; email:

More information

Idiosyncratic Volatility and Cross-section of Stock Returns: Evidences from India

Idiosyncratic Volatility and Cross-section of Stock Returns: Evidences from India Asian Journal of Finance & Accouning Idiosyncraic Volailiy and Cross-secion of Sock Reurns: Evidences from India Prashan Sharma Assisan Professor and Area Chair (Finance and Accouns) Jaipuria Insiue of

More information

Does Gold Love Bad News? Hedging and Safe Haven of Gold against Stocks and Bonds

Does Gold Love Bad News? Hedging and Safe Haven of Gold against Stocks and Bonds Does Gold Love Bad News? Hedging and Safe Haven of Gold agains Socks and Bonds Samar Ashour* Universiy of Texas a Arlingon samar.ashour@mavs.ua.edu (682) 521-7675 January 23 2015 *Corresponding auhor:

More information

APRA Research Methodology for Analysis of Superannuation Funds

APRA Research Methodology for Analysis of Superannuation Funds Curren Research Quesions APRA Research Mehodology for Analysis of Superannuaion Funds Wha are he deerminans of he cross-secional variaion in superannuaion reurns? Asse allocaion, manager skill, expenses/axes

More information

On the Impact of Inflation and Exchange Rate on Conditional Stock Market Volatility: A Re-Assessment

On the Impact of Inflation and Exchange Rate on Conditional Stock Market Volatility: A Re-Assessment MPRA Munich Personal RePEc Archive On he Impac of Inflaion and Exchange Rae on Condiional Sock Marke Volailiy: A Re-Assessmen OlaOluwa S Yaya and Olanrewaju I Shiu Deparmen of Saisics, Universiy of Ibadan,

More information

The Effect of Corporate Finance on Profitability. The Case of Listed Companies in Fiji

The Effect of Corporate Finance on Profitability. The Case of Listed Companies in Fiji The Effec of Corporae Finance on Profiabiliy The Case of Lised Companies in Fiji Asha Singh School of Accouning and Finance Universiy of he Souh Pacific Suva, Fiji laa_a@usp.ac.fj Absrac This paper empirically

More information

RELATIONSHIP BETWEEN FREE CASH FLOWS AND DISCRETIONARY ACCRUALS IN TEHRAN STOCK EXCHANGE

RELATIONSHIP BETWEEN FREE CASH FLOWS AND DISCRETIONARY ACCRUALS IN TEHRAN STOCK EXCHANGE RELATIONSHIP BETWEEN FREE CASH FLOWS AND DISCRETIONARY ACCRUALS IN TEHRAN STOCK EXCHANGE Reza Gharari 1 Deparmen of Accouning, Kish Inernaional Branch, Islamic Azad Universiy, Kish, Iran Mohammad Hassanzadeh

More information

Market Timing and REIT Capital Structure Changes

Market Timing and REIT Capital Structure Changes IRES 2008-002 IRES Working Paper Series Marke Timing and REIT Capial Srucure Changes Ying LI Universiy of Wisconsin Muhammad Faishal bin IBRAHIM Deparmen of Real Esae Naional Universiy of Singapore Seow

More information

NBER WORKING PAPER SERIES LEARNING ABOUT CEO ABILITY AND STOCK RETURN VOLATILITY. Yihui Pan Tracy Yue Wang Michael S. Weisbach

NBER WORKING PAPER SERIES LEARNING ABOUT CEO ABILITY AND STOCK RETURN VOLATILITY. Yihui Pan Tracy Yue Wang Michael S. Weisbach NBER WORKING PAPER SERIES LEARNING ABOUT CEO ABILITY AND STOCK RETURN VOLATILITY Yihui Pan Tracy Yue Wang Michael S. Weisbach Working Paper 18882 hp://www.nber.org/papers/w18882 NATIONAL BUREAU OF ECONOMIC

More information

A Method for Estimating the Change in Terminal Value Required to Increase IRR

A Method for Estimating the Change in Terminal Value Required to Increase IRR A Mehod for Esimaing he Change in Terminal Value Required o Increase IRR Ausin M. Long, III, MPA, CPA, JD * Alignmen Capial Group 11940 Jollyville Road Suie 330-N Ausin, TX 78759 512-506-8299 (Phone) 512-996-0970

More information

DYNAMIC ECONOMETRIC MODELS Vol. 7 Nicolaus Copernicus University Toruń Krzysztof Jajuga Wrocław University of Economics

DYNAMIC ECONOMETRIC MODELS Vol. 7 Nicolaus Copernicus University Toruń Krzysztof Jajuga Wrocław University of Economics DYNAMIC ECONOMETRIC MODELS Vol. 7 Nicolaus Copernicus Universiy Toruń 2006 Krzyszof Jajuga Wrocław Universiy of Economics Ineres Rae Modeling and Tools of Financial Economerics 1. Financial Economerics

More information

A Valuation-Based Test Of. Equity Market Timing

A Valuation-Based Test Of. Equity Market Timing Deparmen of Finance Universiy of Melbourne 333410 Finance Research Essay A Valuaion-Based Tes Of Equiy Marke Timing Qian Zhang November 2007 i Absrac Using a large sample of US firms beween 1976 and 2005,

More information

R e. Y R, X R, u e, and. Use the attached excel spreadsheets to

R e. Y R, X R, u e, and. Use the attached excel spreadsheets to HW # Saisical Financial Modeling ( P Theodossiou) 1 The following are annual reurns for US finance socks (F) and he S&P500 socks index (M) Year Reurn Finance Socks Reurn S&P500 Year Reurn Finance Socks

More information

Rajiv Banker a,* Sudipta Basu a Dmitri Byzalov a Janice Y.S. Chen a

Rajiv Banker a,* Sudipta Basu a Dmitri Byzalov a Janice Y.S. Chen a Direcion of Sales Change and Asymmeric Timeliness of Earnings Rajiv Banker a,* Sudipa Basu a Dmiri Byzalov a Janice Y.S. Chen a a Fox School of Business, Temple Universiy, Aler Hall, Philadelphia, PA 19122,

More information

BUDGET ECONOMIC AND FISCAL POSITION REPORT

BUDGET ECONOMIC AND FISCAL POSITION REPORT BUDGET ECONOMIC AND FISCAL POSITION REPORT - 2004 Issued by he Hon. Miniser of Finance in Terms of Secion 7 of he Fiscal Managemen (Responsibiliy) Ac No. 3 of 1. Inroducion Secion 7 of he Fiscal Managemen

More information

A Screen for Fraudulent Return Smoothing in the Hedge Fund Industry

A Screen for Fraudulent Return Smoothing in the Hedge Fund Industry A Screen for Fraudulen Reurn Smoohing in he Hedge Fund Indusry Nicolas P.B. Bollen Vanderbil Universiy Veronika Krepely Universiy of Indiana May 16 h, 2006 Hisorical performance Cum. Mean Sd Dev CSFB Tremon

More information

The Economic Impact of the Proposed Gasoline Tax Cut In Connecticut

The Economic Impact of the Proposed Gasoline Tax Cut In Connecticut The Economic Impac of he Proposed Gasoline Tax Cu In Connecicu By Hemana Shresha, Research Assisan Bobur Alimov, Research Assisan Sanley McMillen, Manager, Research Projecs June 21, 2000 CONNECTICUT CENTER

More information

ANSWER ALL QUESTIONS. CHAPTERS 6-9; (Blanchard)

ANSWER ALL QUESTIONS. CHAPTERS 6-9; (Blanchard) ANSWER ALL QUESTIONS CHAPTERS 6-9; 18-20 (Blanchard) Quesion 1 Discuss in deail he following: a) The sacrifice raio b) Okun s law c) The neuraliy of money d) Bargaining power e) NAIRU f) Wage indexaion

More information

The macroeconomic effects of fiscal policy in Greece

The macroeconomic effects of fiscal policy in Greece The macroeconomic effecs of fiscal policy in Greece Dimiris Papageorgiou Economic Research Deparmen, Bank of Greece Naional and Kapodisrian Universiy of Ahens May 22, 23 Email: dpapag@aueb.gr, and DPapageorgiou@bankofgreece.gr.

More information

An event study analysis of U.S. hospitality stock prices' reaction to Fed policy announcements

An event study analysis of U.S. hospitality stock prices' reaction to Fed policy announcements Universiy of Massachuses - Amhers ScholarWorks@UMass Amhers Inernaional CHRIE Conference-Refereed Track 011 ICHRIE Conference Jul 7h, 3:15 PM - 4:15 PM An even sudy analysis of U.S. hospialiy sock prices'

More information

A NOTE ON BUSINESS CYCLE NON-LINEARITY IN U.S. CONSUMPTION 247

A NOTE ON BUSINESS CYCLE NON-LINEARITY IN U.S. CONSUMPTION 247 Journal of Applied Economics, Vol. VI, No. 2 (Nov 2003), 247-253 A NOTE ON BUSINESS CYCLE NON-LINEARITY IN U.S. CONSUMPTION 247 A NOTE ON BUSINESS CYCLE NON-LINEARITY IN U.S. CONSUMPTION STEVEN COOK *

More information

Market Timing Behavior of the Secondary Equity Offerings of REITs

Market Timing Behavior of the Secondary Equity Offerings of REITs Marke Timing Behavior of he Secondary Equiy Offerings of REITs Ying Li Naional Universiy of Singapore Deparmen of Real Esae 4 Archiecure Drive, Singapore 117566 Tel: (65) 9695 5816 ying@nus.edu.sg Seow

More information

Problem Set 1 Answers. a. The computer is a final good produced and sold in Hence, 2006 GDP increases by $2,000.

Problem Set 1 Answers. a. The computer is a final good produced and sold in Hence, 2006 GDP increases by $2,000. Social Analysis 10 Spring 2006 Problem Se 1 Answers Quesion 1 a. The compuer is a final good produced and sold in 2006. Hence, 2006 GDP increases by $2,000. b. The bread is a final good sold in 2006. 2006

More information

Risk Changes and External Financing Activities: Tests of the Dynamic Trade-off Theory of Capital Structure *

Risk Changes and External Financing Activities: Tests of the Dynamic Trade-off Theory of Capital Structure * Risk Changes and Exernal Financing Aciviies: Tess of he Dynamic Trade-off Theory of Capial Srucure * Marin J. Dierker Korea Advanced Insiue of Science and Technology (KAIST) dierkerm@business.kais.ac.kr

More information

Journal of Real Estate Portfolio Management

Journal of Real Estate Portfolio Management Impac of Corporae Governance Srucures on he Relaionship beween Direc and Indirec Real Esae in China KW Chau 1, KG McKinnell 1, SK Wong 1, Q Wei 1, and G Newell 2 1 Universiy of Hong Kong 2 Universiy of

More information

Essays on Stock Market Liquidity and Liquidity Risk Premium

Essays on Stock Market Liquidity and Liquidity Risk Premium Universiy of New Orleans ScholarWorks@UNO Universiy of New Orleans Theses and Disseraions Disseraions and Theses 5-14-2010 Essays on Sock Marke Liquidiy and Liquidiy Risk Premium Shu Tian Universiy of

More information

Option-Implied Volatility Measures and Stock Return Predictability

Option-Implied Volatility Measures and Stock Return Predictability Opion-Implied Volailiy Measures and Sock Reurn Predicabiliy Xi Fu * Y. Eser Arisoy Mark B. Shackleon Mehme Umulu Absrac Using firm-level opion and sock daa, we examine he predicive abiliy of opion-implied

More information

Ch. 1 Multinational Financial Mgmt: Overview. International Financial Environment. How Business Disciplines Are Used to Manage the MNC

Ch. 1 Multinational Financial Mgmt: Overview. International Financial Environment. How Business Disciplines Are Used to Manage the MNC Ch. Mulinaional Financial Mgm: Overview Topics Goal of he MNC Theories of Inernaional Business Inernaional Business Mehods Inernaional Opporuniies Exposure o Inernaional Risk MNC's Cash Flows & Valuaion

More information

Dividend smoothing and the long-run stability between dividends and earnings in Korea

Dividend smoothing and the long-run stability between dividends and earnings in Korea Korea Universiy Dividend smoohing and he long-run sabiliy beween dividends and earnings in Korea Jin-Ho Jeong Professor of Finance Division of Business Adminisraion Korea Universiy I. Inroducion The signaling

More information

Reconciling Gross Output TFP Growth with Value Added TFP Growth

Reconciling Gross Output TFP Growth with Value Added TFP Growth Reconciling Gross Oupu TP Growh wih Value Added TP Growh Erwin Diewer Universiy of Briish Columbia and Universiy of New Souh Wales ABSTRACT This aricle obains relaively simple exac expressions ha relae

More information

Implied Cost of Capital Based Investment Strategies

Implied Cost of Capital Based Investment Strategies Implied Cos of Capial Based Invesmen Sraegies Florian Eserer Swisscano David Schröder CREST * and BGSE ** This version: 14.1.2006 Absrac In he recen lieraure on esimaing expeced sock reurns, one of he

More information

Aid, Policies, and Growth

Aid, Policies, and Growth Aid, Policies, and Growh By Craig Burnside and David Dollar APPENDIX ON THE NEOCLASSICAL MODEL Here we use a simple neoclassical growh model o moivae he form of our empirical growh equaion. Our inenion

More information

Final Exam Answers Exchange Rate Economics

Final Exam Answers Exchange Rate Economics Kiel Insiu für Welwirhschaf Advanced Sudies in Inernaional Economic Policy Research Spring 2005 Menzie D. Chinn Final Exam Answers Exchange Rae Economics This exam is 1 ½ hours long. Answer all quesions.

More information

Asset Fire Sales (and Purchases) in Equity Markets

Asset Fire Sales (and Purchases) in Equity Markets Asse Fire Sales (and Purchases) in Equiy Markes JOSHUA COVAL AND ERIK STAFFORD * June 2005 ABSTRACT: This paper examines asse fire sales, and insiuional price pressure more generally, in equiy markes,

More information

NBER WORKING PAPER SERIES ASSET FIRE SALES (AND PURCHASES) IN EQUITY MARKETS. Joshua D. Coval Erik Stafford

NBER WORKING PAPER SERIES ASSET FIRE SALES (AND PURCHASES) IN EQUITY MARKETS. Joshua D. Coval Erik Stafford NBER WORKING PAPER SERIES ASSET FIRE SALES (AND PURCHASES) IN EQUITY MARKETS Joshua D. Coval Erik Safford Working Paper 11357 hp://www.nber.org/papers/w11357 NATIONAL BUREAU OF ECONOMIC RESEARCH 1050 Massachuses

More information

The Effect of Open Market Repurchase on Company s Value

The Effect of Open Market Repurchase on Company s Value The Effec of Open Marke Repurchase on Company s Value Xu Fengju Wang Feng School of Managemen, Wuhan Universiy of Technology, Wuhan, P.R.China, 437 (E-mail:xfju@63.com, wangf9@63.com) Absrac This paper

More information

NBER WORKING PAPER SERIES ON THE INDUSTRY CONCENTRATION OF ACTIVELY MANAGED EQUITY MUTUAL FUNDS. Marcin Kacperczyk Clemens Sialm Lu Zheng

NBER WORKING PAPER SERIES ON THE INDUSTRY CONCENTRATION OF ACTIVELY MANAGED EQUITY MUTUAL FUNDS. Marcin Kacperczyk Clemens Sialm Lu Zheng NBER WORKING PAPER SERIES ON THE INDUSTRY CONCENTRATION OF ACTIVELY MANAGED EQUITY MUTUAL FUNDS Marcin Kacperczyk Clemens Sialm Lu Zheng Working Paper 10770 hp://www.nber.org/papers/w10770 NATIONAL BUREAU

More information

VERIFICATION OF ECONOMIC EFFICIENCY OF LIGNITE DEPOSIT DEVELOPMENT USING THE SENSITIVITY ANALYSIS

VERIFICATION OF ECONOMIC EFFICIENCY OF LIGNITE DEPOSIT DEVELOPMENT USING THE SENSITIVITY ANALYSIS 1 Beaa TRZASKUŚ-ŻAK 1, Kazimierz CZOPEK 2 MG 3 1 Trzaskuś-Żak Beaa PhD. (corresponding auhor) AGH Universiy of Science and Technology Faculy of Mining and Geoengineering Al. Mickiewicza 30, 30-59 Krakow,

More information

Management Science Letters

Management Science Letters Managemen Science Leers 3 (2013) 97 106 Conens liss available a GrowingScience Managemen Science Leers homepage: www.growingscience.com/msl Comparing he role of accruals and operaing cash flows on users'

More information

Summer Research Paper. Investigating the Role of Financial Analysts in the Internet Bubble

Summer Research Paper. Investigating the Role of Financial Analysts in the Internet Bubble Summer Research Paper Invesigaing he Role of Financial Analyss in he Inerne Bubble Conduced by: Yao Tian Supervised by: Pa O Brien Summer, 2004 1 1 I hank Pa O Brien for her insigh and research guidance

More information

An Incentive-Based, Multi-Period Decision Model for Hierarchical Systems

An Incentive-Based, Multi-Period Decision Model for Hierarchical Systems Wernz C. and Deshmukh A. An Incenive-Based Muli-Period Decision Model for Hierarchical Sysems Proceedings of he 3 rd Inernaional Conference on Global Inerdependence and Decision Sciences (ICGIDS) pp. 84-88

More information

Optimal Early Exercise of Vulnerable American Options

Optimal Early Exercise of Vulnerable American Options Opimal Early Exercise of Vulnerable American Opions March 15, 2008 This paper is preliminary and incomplee. Opimal Early Exercise of Vulnerable American Opions Absrac We analyze he effec of credi risk

More information

VOLATILITY CLUSTERING, NEW HEAVY-TAILED DISTRIBUTION AND THE STOCK MARKET RETURNS IN SOUTH KOREA

VOLATILITY CLUSTERING, NEW HEAVY-TAILED DISTRIBUTION AND THE STOCK MARKET RETURNS IN SOUTH KOREA 64 VOLATILITY CLUSTERING, NEW HEAVY-TAILED DISTRIBUTION AND THE STOCK MARKET RETURNS IN SOUTH KOREA Yoon Hong, PhD, Research Fellow Deparmen of Economics Hanyang Universiy, Souh Korea Ji-chul Lee, PhD,

More information

Labor Cost and Sugarcane Mechanization in Florida: NPV and Real Options Approach

Labor Cost and Sugarcane Mechanization in Florida: NPV and Real Options Approach Labor Cos and Sugarcane Mechanizaion in Florida: NPV and Real Opions Approach Nobuyuki Iwai Rober D. Emerson Inernaional Agriculural Trade and Policy Cener Deparmen of Food and Resource Economics Universiy

More information

You should turn in (at least) FOUR bluebooks, one (or more, if needed) bluebook(s) for each question.

You should turn in (at least) FOUR bluebooks, one (or more, if needed) bluebook(s) for each question. UCLA Deparmen of Economics Spring 05 PhD. Qualifying Exam in Macroeconomic Theory Insrucions: This exam consiss of hree pars, and each par is worh 0 poins. Pars and have one quesion each, and Par 3 has

More information

National saving and Fiscal Policy in South Africa: an Empirical Analysis. by Lumengo Bonga-Bonga University of Johannesburg

National saving and Fiscal Policy in South Africa: an Empirical Analysis. by Lumengo Bonga-Bonga University of Johannesburg Naional saving and Fiscal Policy in Souh Africa: an Empirical Analysis by Lumengo Bonga-Bonga Universiy of Johannesburg Inroducion A paricularly imporan issue in Souh Africa is he exen o which fiscal policy

More information

Balance of Payments. Third quarter 2009

Balance of Payments. Third quarter 2009 Balance of Paymens Third quarer 2009 Balance of Paymens Third quarer 2009 Saisics Sweden 2009 Balance of Paymens. Third quarer 2009 Saisics Sweden 2009 Producer Saisics Sweden, Balance of Paymens and

More information

Asian Journal of Empirical Research

Asian Journal of Empirical Research Asian Journal of Empirical Research journal homepage: hp://aessweb.com/journal-deail.php?id=5004 ASSOCIATION BETWEEN ASIAN EQUITY MARKETS AND WESTERN MARKETS: EVIDENCE FROM THE INDEXES OF EQUITY MARKETS

More information

Institutional Investors, Credit Supply Uncertainty, and the Leverage of the Firm. Massimo Massa INSEAD. Ayako Yasuda The Wharton School

Institutional Investors, Credit Supply Uncertainty, and the Leverage of the Firm. Massimo Massa INSEAD. Ayako Yasuda The Wharton School Insiuional Invesors, Credi Supply Uncerainy, and he Leverage of he Firm Massimo Massa INSEAD Ayako Yasuda The Wharon School Lei Zhang INSEAD July 22, 2008 Absrac: We examine he effec of he wihdrawal risk

More information

Internet Appendix for The dark side of analyst coverage: The case of innovation

Internet Appendix for The dark side of analyst coverage: The case of innovation Inerne Appendix for The dark side of analys coverage: The case of innovaion This inerne appendix provides robusness ess and supplemenal analyses o he main resuls presened in The Dark Side of Analys Coverage:

More information

Return-Volume Dynamics of Individual Stocks: Evidence from an Emerging Market

Return-Volume Dynamics of Individual Stocks: Evidence from an Emerging Market Reurn-Volume Dynamics of Individual Socks: Evidence from an Emerging Marke Cein Ciner College of Business Adminisraion Norheasern Universiy 413 Hayden Hall Boson, MA 02214 Tel: 617-373 4775 E-mail: c.ciner@neu.edu

More information

Inventory Investment. Investment Decision and Expected Profit. Lecture 5

Inventory Investment. Investment Decision and Expected Profit. Lecture 5 Invenory Invesmen. Invesmen Decision and Expeced Profi Lecure 5 Invenory Accumulaion 1. Invenory socks 1) Changes in invenory holdings represen an imporan and highly volaile ype of invesmen spending. 2)

More information

STATIONERY REQUIREMENTS SPECIAL REQUIREMENTS 20 Page booklet List of statistical formulae New Cambridge Elementary Statistical Tables

STATIONERY REQUIREMENTS SPECIAL REQUIREMENTS 20 Page booklet List of statistical formulae New Cambridge Elementary Statistical Tables ECONOMICS RIPOS Par I Friday 7 June 005 9 Paper Quaniaive Mehods in Economics his exam comprises four secions. Secions A and B are on Mahemaics; Secions C and D are on Saisics. You should do he appropriae

More information