PERFORMANCE OF INITIAL PUBLIC OFFERINGS: DOES SHARIAH COMPLIANCE EXTENSIVENESS MAKE A DIFFERENCE?

Size: px
Start display at page:

Download "PERFORMANCE OF INITIAL PUBLIC OFFERINGS: DOES SHARIAH COMPLIANCE EXTENSIVENESS MAKE A DIFFERENCE?"

Transcription

1 Volume: 2 Issues: 6, pp Internatonal ournal of Accountng, Fnance and Busness eissn: ournal webste: PERFORMANCE OF INITIAL PUBLIC OFFERINGS: DOES SHARIAH COMPLIANCE EXTENSIVENESS MAKE A DIFFERENCE? * Zunadah Sulong 1, Nor Azzan Che Emb 2 and Mohd Rahm Arffn 3 1 Faculty of Economcs and Management Scences Unverst Sultan Zanal Abdn Gong Badak Campus, Terengganu, Malaysan. E-mal: zunadah@unsza.edu.my. 2Kullyyah Economcs and Management Scences Internatonal Islamc Unversty of Malaysa 3 Faculty of Islamc Contemporary Studes Unverst Sultan Zanal Abdn Accepted date: 2 December 2017 Publshed date: 15 anuary 2018 To cte ths document: Sulong, Z., Emb, N. A. C., & Arffn, M. R. (2017). Performance of Intal Publc Offerngs: Does Sharah Complance Extensveness Make A Dfference? Internatonal ournal of Accountng, Fnance and Busness (IAFB), 2(6), Abstract: Despte the popularty and the clam that Sharah companes fare better than ther conventonal counterparts, both prevous studes and market reports show that the Sharahcomplant status does not seem to contrbute postvely to the Sharah IPO ntal performance. Ths study hypotheszes that ths could be due to () the characterstc dfferences between the Sharah IPOs and therconventonal counterparts and () the nadequacy of pre-revson Sharah screenng methodology snce establshment n 1995 to 2013, n whch neglects two crucal fnancal ratos, debt and ARTA (account recevable to total asset), whch are emphassed by the Fqh Councl. Thus, ths study s conducted wth the obectves: () to ascertan the mpact of Sharah extensveness on the IPO ntal performance; and f ths s so, () to what extent the Sharah status and level of complance nfluence ntal performance. Ths study employs a sample of 153Sharah IPOs ssued by Malaysan companes from anuary 2005 untl December Consstent wth past studes, the results show that there are no sgnfcant dfference between the ntal performance of Sharah and non-sharah IPOs, even after controllng for the IPO characterstcs. However, when the level of extensveness s taken nto consderaton, the dfference n the ntal returns prevals.overall, ths study contrbutes by provdng evdence that the exstng Sharah screenng crtera should ncorporates the two fnancal ratos (debt and ARTA) n order to dstngush the Sharah IPOs from ther non- Sharah counterpart. Keywords: Intal Publc Offerngs (IPOs) Sharah IPOs Sharah Complance Extensveness Introducton The current global trend exhbts that there s a shft n the demand for ethcal nvestment partcularly those wth Sharah-complant status. In fact companes that undergo the Sharahcomplant screenng process and hold the Sharah complant status are bascally recognzed as 190

2 the nvestment wth the core market actvtes that are free from unethcal elements. In essence, the elements of certanty, ntegrty, ustce and accountablty n the screenng process of Sharah status, dfferentate the qualty of the IPOs of the Sharah-complant wth the shares traded wthout the status. The nvestment wth Sharah-complant status s desgned not only for the benefts of Muslms nvestors partcularly those who are concerned about Sharah complancy of ther nvestment but t are meant for all nvestors. However, t s documented n the lterature that the Sharah-complant status does not seem to contrbute to IPO ntal return performance dfferental between Sharah-complant companes and ther non-sharah counterparts (for example, Abdul Rahm & Yong, 2008). It s predcted that relyng on the Sharah screenng process by Sharah Advsory Councl (SAC) may not be suffcent as there are two mportant ratos whch are debt rato and account recevable over total asset rato (ARTA rato) hghlghted by Fqh councl that are not beng used. Among the recent ndcators on the nsuffcent fnancal rsk control elements n Sharah-complant lsted companes whch hghlght the MyETF Dow ones Islamc Market Malaysan Ttan 25 fnancal performance n Although the portfolos consst of publc lsted companes wth Sharahcomplant status, the performance tumbled down durng the year t was launched whch trggered the nvestors and researchers to queston the Sharah screenng process that had already been undergone by the lsted companes. It can be argued that the degree of Sharah-complant extensveness n IPOs wll be benefcal to evaluate the frm s rsk. Ths s because the maorty of Malaysan lsted companes possess Sharah-complant status. Ths paper focuses on the Sharah screenng methods, partcularly the general rule for fnancal rato screenng whch mposes certan lmts on the debt rato and ARTA rato. The Councl of the Islamc Fqh Assocaton or CIFA 1993 resoluton (Naughton & Naughton, 2000) and some Accountng and Audtng Organzaton for Islamc Fnancal Insttuton (AAOIFI) standards are used n classfyng the Sharah-complant extensveness even though the Securtes Commsson Malaysa apples the Islamc Fnancal Servces Board (IFSB) standard. The Executve Drector of Internatonal Sharah Research Academy for Islamc Fnance or ISRA (Mohamad Akram, 2006) also has hghlghted the need to examne not only the company s ncome but also the total debt of the company, ts cash and nterest bearng securtes and the account recevables. The man purpose of ths paper are two folds; frst, to ascertan the mpact of Sharah extensveness on the IPO ntal performance; and second, f t s so, to what extent the Sharah status and level of complance nfluence ntal performance. The rest of the paper s structured as follows. Secton 2 provdes a revew of the related lterature and hypotheses. Secton 3 presents the varables and methodology. Secton 4 dscusses the emprcal results. Secton 5 concludes. Bref Lterature Revew and Hypotheses The Councl of the Islamc Fqh (CIFA). Two basc flters approved by CIFA n 1993 are used to dentfy the equty nstruments as Sharah permssble nvestment or to be classfed as Sharah-complant: (a) The prmary busness actvtes of the company must be legally free (halal) from actvtes that nvolve alcohol, tobacco, pork-related products, conventonal fnancal servces, weapons and non-permssble entertanment. 191

3 (b) The fnancal management of the company should be free from rba (nterest) and mpurtes. The followng ratos are the rules used by CIFA to screen out companes that have any of the below crtera: () havng a debt to total asset rato of thrty-three percent or more, () mpure plus non-operatng nterest ncome to revenue rato of fve percent or more, and ()Accounts recevable to total asset rato of forty-fve percent or more. The benchmark of one-thrd s bascally referred as the maxmum proporton of asset that each leader n the famly can gve out. Ths proporton s based on hadth narrated by Bukhar and Muslm. It bascally supports the queston of the legacy of Sa ad Ibn Ab Waqas who wants to leave hs property as alms. The Prophet s.a.w. s condton of 1/3 (33.33%) can also be consdered as the benchmark for debt usage. Ths s because the two-thrd of property for the famly members can only be acheve f the borrowng level does not exceed 1/3 of the total asset. The debt ssues are among the man concern that wll be rased upon and should be settled before the deceased property s dvded among the benefcary. Below are the hadth narrated by Bukhar and Muslm: One day, the Prophet s.a.w. vsted Sa ad bn Ab Waqas who was ll. Sa ad expressed to the Prophet s.a.w. hs feelngs that hs llness was comng to an end and that death was near. He asked for the Prophet s.a.w. sopnon on gvng hs property away as alms for he had only one daughter to nhert hs wealth. Therefore, he wshed to gve as alms 2/3 of hs property. However, the Prophet s.a.w. stated hs obecton. Then Sa ad asked whether he could gve away 1/2 of hs property. The Prophet s.a.w. stll sad no and recommended that 1/3 s enough. The Prophet s.a.w. then sad: that too s stll too much. Verly, to leave your her wealthy s far better than to leave you her mpovershed and dependant on other people s charty. The above hadth has been used to set the bass for maxmum level of borrowng for the enttes.e., thrty three percent or one thrd of the total asset value. The proporton of debt that exceeds the benchmark of one thrd of the total asset value wll expose the companes wth the bankruptcy rsk and busness rsk whch may lead to uncertanty on future prospect of the busness. In the context of the stablty of the contract that the ndvdual wants to enrol nto, the ssue of gharar s among the man concern n Fqh Muamalat. Gharar means uncertanty and cheatng (see the dscusson on gharar defnton-resoluton of the Securtes Commsson Sharah Advsory Councl Sharah Advsory Councl, p. 155). It s a negatve element that can damage a contract. However, should t arse n a small magntude, Islamc ursprudence consders t as common consequence n busness transacton and wll not harmfully affect the contract s goodwll. Therefore, the features of such a company should be wthn the tolerable bounds of the Islamc ursprudence and s allowable f the uncertanty level s low. The bass of the prohbton on gharar s based on a hadth of the Prophet s.a.w narrated by Muslm (see, the gharar prohbton ssues-resoluton of the Securtes Commsson Sharah Advsory Councl p.149). Meanng: Verly, the Prophet s.a.w. prohbts gharar transactons. Therefore, as suggested by the Councl of Islamc Fqh, the nvestors should consder the account recevables proporton from the total asset amount n order to dentfy the amount of assets that are certanly owned by any entty. The element of transparency helps reduce the 192

4 element of uncertanty. In dealng wth busness transactons, the Islamc rules really take the ssues of gharar serously. Accordng to Syaf e Mazhab, gharar s defned as somethng wth hgh rsk. Ths s also supported by another urst from Mazhab Syaf e whch s Al-Syraz who defned gharar as somethng that have unknown condton and consequences. The dscusson on the gharar ssues by SAC hghlghted the nterpretatons by Al-Sharqaw, Al-Qalyub and Al-Raml that defned gharar as somethng wth postve and negatve elements whereby, the negatve element exceeds the postve element. Based on the above dscusson on the defnton of gharar, ths study supports the CIFA decson to screen out the companes accounts recevable to total asset rato of forty-fve percent or more. As far as ths study s concerned, there are no specfc verses from Al-Quran or hadth that specfy the benchmark for account recevables proporton over total asset. It s beleved that the need of such benchmark s ntated through the dscusson by Islamc scholars or mak ulamak as t s among the secondary sources for makng decson. Imak means unanmous agreement among the qualfed scholars of the Muslm communty on Sharah rulngs mposed durng a partcular perod after the death of the Prophet s.a.w (refer Resolutons of the Securtes Commsson Sharah Advsory Councl, p. 9). The secondary sources that can be used as a bass for decson makng n Islamc ursdcton are mak, qyas, maslahah, stshsan and others. It only can be used after the matter n queston s not found n prmary sources Refer Resolutons of the Securtes Commsson Sharah Advsory Councl, p. 8-12). In order to avod uncertanty for the share market s nvestors, the realstc percentage of assets that are defntely owned by the companes should be postve or more than the value of assets that are stll n doubtful condtons. Therefore, the proporton of assets that should be the least certanly held by any entty s ffty fve percent whch s exceedng the proporton of assets under uncertan condton whch s only forty fve percent. Wth ths benchmark ncluded n the screenng process for Sharah-complance status, the nvestors would at least nvest n companes wth stable and convncng fnancal condton. Lstng structure of Malaysan IPOs Intal Publc Offerngs (IPOs) are defned as new ssues that are sold to nvestors for the frst tme. The new shares are traded n a prmary market. Due to the new ssues perceved to be sold based on the offer prce below the true values of the IPO, the actvty of flppng on the frst day of tradng n order to realze quck return s a common stuaton n most share markets. In order to examne the post lstng performance, the structure of Malaysan share market tradng should be clarfed frst, as every country s shares market has ts own unque characterstcs. The nsttutonal aspects of Malaysan IPOs dffer from other markets n many dfferent ways. There are two mportant features that lead to unqueness of Malaysan IPOs durng the perod of study from such as the Sharah-complant status and thrty percent of Bumputra mandatory requrement. In IPO tradng systems, there are three partes nvolved n IPO ssuance whch are the ssung frms, the underwrters and the nvestors. Bascally, the players n the stock market are dvded nto two categores: ndvdual nvestors (retal nvestors) and nsttutonal nvestors. Insttutonal nvestors are regarded as nformed nvestors whle retal nvestors are consdered unnformed nvestors. Investment bankng plays an mportant role n IPO ssuance. The bank acts as underwrter and helps to dstrbute a new securtes ssue n the prmary market. 193

5 Normally, ther clents are the companes that wll seek the nvestment banker s advce on how to get captal or on how to rase funds through equtes. In order to sell the IPOs, there are three types of sellng mechansms beng used n share tradng. These are auctons, book buldng concepts and fxed-prced offers. Bascally, IPOs n Malaysa are sold usng the fxed-prce offer mechansm whle other country lke U.S.A uses bookbuldng mechansm. In Malaysa, the applcaton for IPO s submtted for approval to the Foregn Investment Commttee (FIC), and Mnstry of Internatonal Trade and Industry (MITI). It then s submtted to the SC for approval where t examnes the company forecast profts and dvdends. The SC lmts the market s role n the determnaton of the subscrpton prce. Most Malaysan IPOs fall wthn the category of three types of new ssues: publc ssue, offers for sale or a hybrd of publc ssue and offer for sale. Publc ssues refer to the IPOs offered to the publc for the frst tme. They are usually allocated to ndvdual nvestors better known as retal nvestors. The mplcaton of the ssuance of these new shares wll result n an ncrease n the pad up captal of the company. The publc ssues are known as prmary shares. Currently, companes gong for IPO must have 25% of shares n publc hands and have Bumputras holdng 30% shares under FIC rules. Offer for sale are bascally shares allocated to the orgnal shareholders (owners), but then offered to the publc to buy. The owner s dscouraged from sellng shares before the expraton of the lock-up perod. In Malaysa, the orgnal shareholders cannot mmedately sell and transfer the IPOs. The Securtes Commsson has already mposed the regulaton on the orgnal shareholder or the owner, pertanng to the sale of the shares that they own. Ths s somehow not mposed on the retal and nsttutonal nvestors. In Malaysa, the owner-managers need to face the lock-up perod of three years before they can proceed to sell ther shares n the secondary market. The lock-up perod bascally s an agreement between the underwrter and the ssung frm prohbtng the sale of shares by nsders for a certan perod of tme. The lockup perod averages around sx months n other countres such as the U.S.A. Lastly, prvate placement refers to the IPOs offered to nsttutonal nvestors. Methodology The data set conssts of all Sharah-complant IPOs ssued from anuary 2005 untl December 2014 whch s lsted on the Man Market of Bursa Malaysa (prevously known as the Kuala Lumpur Stock Exchange or KLSE). As n Aprl 1999 the Bourse ntroduced ts frst Sharah ndex, well-known as the Kuala Lumpur Sharah Index (KLSI). Ths Islamc ndex outlnes the performance of Sharah-complant shares on Bursa Malaysa. At the end of 2008, as n 2009 the Bursa Malaysa combned the man board and the second board together. The lstng board was then called as the Man market whle the MESDAQ was then ntroduced as the ACE market. Ths study s fully aware on the effort by Bursa Malaysa and SC to upgrade the Malaysan equtes market n Prevously, the allocatons of new ssues for nsttutonal nvestor were group together under the publc ssue category. However, the prvate placement category has been separated from publc ssue category n Snce then, Malaysan IPOs are classfed nto offer for sale, publc ssue and prvate placement. Ths study also fnds that n 2004 SC has ntroduced the pre-ipo Sharah status. 194

6 There are two data set whch employed n ths study; pre-lstng and post-lstng. Pre-lstng data ncludes consoldated amount of total debt (TD), account recevables and total asset (TA). Moreover, t also ncludes three-year earnngs before nterest tax, deprecaton and amortzaton (EBITDA), proft after tax (PAT), subscrpton/offer prce, sector, board of lstng, IPO proceeds utlzaton, offer sze, age of the company, and underwrter reputaton. Meanwhle post-lstng data set ncludes openng and closng prces, subscrpton rato, ownershp structure, and total number of IPOs. These data are obtaned from the Bursa Malaysa s webste and customer servce unt, Securtes Commsson webste and t s Islamc Captal Market Unt, company s prospectus and annual report, Investors Dgest, Star on-lne and OSIRIS database. The Sharah status of the company s determned based on the lst publshed by the Sharah Advsory Councl (SAC) of Securtes Commsson. The populaton and sample used n ths study s as reported n Table 1. Durng the 10-year perod, covered n ths study, there are a total of 426 new ssues. Smlar to Abdul Rahm and Yong (2008) and Yong (2007b), ths study selects sample of IPOs that are offered as publc ssue, offer for sale, prvate placement, hybrd of these forms, and/or hybrd of any of these forms and other type of ssues. The study however excludes the rarely type of IPOs, for example restrcted offer for sale, restrcted publc ssue, restrcted offer for sale to elgble employees, restrcted offer for sale to Bumputra nvestors, specal and restrcted ssue to Bumputra nvestors, tender offer and specal ssue. The study also excludes IPOs ssued under REITS category due to dfferent format of presentaton for ts fnancal statement. The reason to exclude the companes wth the uncommonly types of offer s due to only small numbers of companes wth ths ssues that lead to less meanngful outcomes suggested n Abdul Rahm and Yong (2008) and Yong (2007b). Table 1: The statstcs of IPOs samples by year of lstng, 2005 to 2015 Lstng Year IPO Sample IPOs Sharah- Non-Sharah Drop case populaton Complant IPOs Complant IPOs TOTAL IPOs Note: The Sharah classfcaton s based on the lst publshed by the Sharah Advsory Councls of Securtes Commsson as of October/November, , and lst provded by Knowledge Centre Bursa Malaysa, The Sharah Complance Extensveness Framework The Sharah-complant extensveness s defned as the publc lsted companes that undergo the Sharah screenng process whch ncludes all the three types of fnancal ratos suggested by CIFA such as nterest ncome rato, debt rato and account recevable over total asset rato. Prevously, the SAC practce n dentfyng lsted companes as Sharah complance s based on the quanttatve method and qualtatve method mentoned n secton 2. In classfyng the 195

7 securtes as Sharah-complant, the SAC receved the nformaton from the SC. The SC gathered nformaton on the lsted companes from varous range of sources, such as company annual fnancal reports, company responses to survey forms and through nqures made to the respectve company s management. Based on the outcomes of these methods, the lsted frms are further classfed accordng to certan benchmarks (5 percent, 10 percent, 20 percent and 25 percent) of the prmary actvtes of the companes that nvolve non-permssble elements. However, ths nformaton s not publshed by the Securtes Commsson (SC) but only reveals the fnal status of the Sharah applcaton. Because of the unavalablty of the SAC benchmark screenng data for publc users, ths study has no choce but to rely on the basc screenng crtera or the general rules used by the Councl of the Islamc Fqh (CIFA) as well as by the Accountng and Audtng Organzaton for Islamc Fnancal Insttuton (AAOIFI). Snce the rest of the study concentrates on the mpact of the extensveness of Sharah complance on the IPOs performance, ths study segregates the Sharah IPOs nto four groups accordng to ratos used n the CIFA second ter of Sharah screenng test. Bascally, CIFA suggested that the frst crteron requres that the lsted companes must be free from rba (nterest). Due to the dffculty n montorng the use of nterest-free debts among the lsted companes, Sharah councl mpose several ratos n ther second crtera to help to dentfy the companes fnancal management status. The screenng out process by CIFA on the fnancal management of the companes through three types of ratos: () debt to total assets rato of 33 percent or more. () Impure plus non-operatng nterest ncome to revenue rato of 5 percent or more. () Accounts recevable to total assets rato of 45 percent or more. For the purpose of ths study, the extensveness of Sharah complance are measured based on two of the ratos: () Debt to total assets rato. The sample wll be parttoned nto two sub-samples accordng to the medan of the sample s debt rato. The hgh Sharah complance sub-sample conssts of frms wth less than medan debt ratos, whle the low Sharah complance sub-sample conssts of frms wth debt ratos more than the medan value. The medan value for debt to total assets rato s percent. () Accounts recevable to total assets rato (ARTA rato). The sample wll agan be parttoned nto two sub-samples accordng to the medan of the sample s ARTA rato. The hgh Sharah complance sub-sample conssts of frms wth less than medan ARTA ratos, whle the low Sharah complance sub-sample conssts of frms wth ARTA ratos more than the medan value. The medan value for ARTA ratos s percent. These descrptons show that ths study devates slghtly from the benchmarks outlned by CIFA (refer to footnote 5) wth respect to the operatonalzaton of the levels of debt rato and ARTA rato. The ustfcatons for usng medan values nstead are as follows. Followng the CIFA orgnal benchmark level wll create uneven sample sze for each quadrant bascally because t puts a large number of companes wth debt rato approachng closely 33 percent n the low debt rato category. More mportantly, our approach n usng the medan (28.65%) s not aganst the CIFA gudelnes because the 33 percent debt rato s actually the maxmum level of debt that a company seekng Sharah status should use. The same ustfcaton s true for usng the medan value of ARTA rato. Ths study does not use the mpure plus non-operatng nterest ncome to revenue rato of 5 percent or more due to naccessblty of the data. The man reason s because the changes n fnancal statement format n Malaysa. Startng from the year 2005, as Malaysa Accountng 196

8 Standard Board (MASB) follows the Internatonal Reportng Standard Board (IRSB), there are few changes n fnancal statement presentaton (FRS 1). These changes among others combne the non-operatng ncome nformaton together wth the operatng ncome. As ths study extracts the fnancal data of IPO ssued from 1999 to 2008, the rato on mpure plus nonoperatng nterest ncome to revenue rato need to be excluded due to unavalablty of the data for the year 2005 onwards. However, by usng the SAC lst of approved securtes, the samples that are used n ths study already screened for nterest ncome to revenue rato. Therefore, Sharah extensveness screenng process suggested by ths study ndrectly used the three types of fnancal rato as suggested by Fqh Councl. Fgure 1 llustrates the constructon of these sub-samples. Ths method helps the study to form four types of Sharah extensveness quadrants known as quadrant A, B, C, and D. The level of debt over total asset and the level of the account recevable over total asset are the bass that are used to form the four types of Sharah extensveness quadrants. Based on the above quadrant, the Sharah-complant extensveness level are ranked from one wth the most extensveness to the least extensveness, whereby the hghest rankng are represent by the IPOs n C quadrant, followed by the IPOs n D quadrant, then IPOs n A quadrant. The IPOs n B quadrant represents the new ssues that have the lowest level of Sharah-complant. Through Fgure 2 below, the study arrange the quadrant wth the hghest level of Sharah-complant extensveness on the top of pyramd dagram followed by the lesser Sharah-complant extensve quadrant. C D A B Fgure 2: Pyramd Dagram of Sharah-complant Extensveness Bascally lower debt rato portrays that the IPO have a hgher level of extensveness. Ths means that the lower the use of debt by the company s pror to lstng, the lower the uncertanty element (gharar) and the lower the company s nvolvement wth the non-permssble fnancal sources 197

9 (rba). For ARTA rato, a company s classfed as a company wth a hgh level of extensveness f t has a low level of ARTA rato. Ths s because the small proporton of account recevable over total asset amount represents a large amount of asset that the company surely own. Ths agan reduces the rsk of lqudty and uncertanty (gharar) for the nvestor as the ARTA rato express the asset that defntely n the company s hand. Therefore the IPOs n quadrant C are chosen as the most Sharah-complant IPOs as they have lower debt rato and lower ARTA rato. The opposte of ths s the IPOs under quadrant B whch have hgher level of debt rato and ARTA rato. Between the IPOs n quadrants D and A, the study classfes the IPOs n quadrant D as the companes that have a better rank of Sharahcomplant extensveness compared to IPOs n quadrant A. Ths s because n Islam, debt ssue s consdered as a serous topc n fqh whereby the rba element s mpermssble (haram) n any actvty. Therefore, the IPOs wth low level of debt rato and hgh level of ARTA rato n quadrant D s rank as IPOs wth a better poston compared to the IPOs n quadrant A that have a hgh level of debt rato but a low level of ARTA rato. To evaluate the assocaton between underprcng and the extensveness of Sharah-complance, the study ntroduces three dummy varables (DEXT) as follows; DEXTA = a dummy varable that takes a value of 1 f the Sharah IPO s n quadrant A and 0 otherwse = 1 Quadrant A DEXTA 0 Otherwse DEXTB = a dummy varable that takes a value of 1 f the Sharah IPO s n quadrant B and 0 otherwse = DEXTB 1 Quadrant B 0 Otherwse DEXTC = a dummy varable that takes a value of 1 f the Sharah IPO s n quadrant C and 0 otherwse = DEXTC 1 Quadrant C 0 Otherwse Summary of Fndngs Profles of IPOs by Quadrants of Sharah Extensveness. Table 2 focuses on the profles of IPOs for each quadrants of Sharah extensveness that s represented by quadrant A, B, C and D. Based on the average results, the study fnds that the offer prces of quadrants C and D are set lower than the other Sharah extensveness quadrants. Ths table also ndcates that the average openng and closng prces for quadrant C and D are also lower as compared to quadrants A and B. In term of demand, quadrant C s oversubscrbed by tmes and ths shows that the demand for the IPOs under these quadrants s hgher compared to the remanng quadrants. The IPOs under quadrant C also ndcates that t has hgher percentage of reputable underwrters (55.56%). Ths means that ts lstng processes are conducted by more reputable underwrters compared to the other quadrants. In terms of offer sze, quadrant A records the greatest amount of offer sze (RM89,966,094.29), whle quadrant D ndcates the smallest average of offer sze (RM20,258,413.78). 198

10 Table 2 also reports the fnancal strengths of each quadrant based on the average values of fnancal data such as account recevables, total asset, total debt, and earnngs. In general, quadrant C reports the lowest average value of accounts recevable whch s opposte to quadrant B whch reports sx tmes larger than quadrant C. The other average values correctly reflect the specfc crtera that are used to rank the IPOs based on ther Sharah extensveness quadrants. For nstance, quadrant C, whch s supposed to represent the hghest level of Sharah extensveness, has a very low ARTA rato (4.48%) and debt rato (15.43%). It s then followed by quadrant D that conssts of IPOs wth hgh ARTA rato (24.82%) but wth lower debt rato (20.60%). Then, the thrd rank s quadrant A wth hgh debt rato (64.02%) but lower ARTA (7.59%). Lastly, quadrant B as the least Sharah extensveness quadrant possesses the characterstcs of hgh debt rato wth hgh ARTA rato. The IPOs under ths quadrant, on average reports a debt rato of percent and an ARTA rato of percent. Based on the average value of total assets, the study fnds that IPOs n quadrant A on average conssts of larger companes as compared to quadrant B, C and D. In terms of earnngs pror to lstngs, IPOs n quadrant A also ndcate the hghest earnngs. In general, the IPOs under quadrant C tend to be relatvely younger companes than those IPOs under quadrant A, whch are slghtly more experenced companes. Items Table 2: Profles of IPOs by Quadrants of Sharah Extensveness from Quadrants c A (n=76) 199 B (n=97) C (n=99) D (n=75) Offer Prce(RM) a Openng Prce (RM) Closng Prce (RM) Over-Subscrpton (tmes) IPOs wth Reputable Underwrter 51.32% 48.45% 55.56% 52% Offer Sze (RM 000) Accounts Recevable (RM'000) ARTA (%) Total Asset (RM'000) Debt (RM'000) Debt rato (%) Average EBITDA b (RM'000) Average PAT (RM'000) Frm's Age (Year) Top 5 Ownershp (%) Proceeds for Growth (RM'000) Total Proceeds (RM'000) Growth to Proceeds (%) Notes: a The weghted average offer prce bascally the total proceeds dvde wth total unts ssued. b The average values are calculated over three years perod pror to lstng. c A, B, C and D represent Sharah extensveness quadrants. The top rank s quadrant C wth low ARTA and debt rato, second rank s quadrant D wth hgh ARTA but low debt rato, thrd rank s quadrant A wth low ARTA but hgh debt rato, and the lowest rank s quadrant B, wth hgh ARTA and debt rato. Ths s based on average age of quadrant C whch s 3.47 years as compared to quadrant A whch s 6.17 years. The ownershp structure for all quadrants s more or less smlar. The hghest average amount of proceeds used for growth purposes s recorded by quadrant C. Therefore, as expected, the rato of growth to proceeds s also the hghest as t reaches 76.87

11 percent out of total proceeds. Ths value s hghest compared to quadrants A, B and D that report 46.34, and percent of growth to proceed ratos, respectvely. Results of Multple Regressons Ths study conducts the cross-sectonal multple regresson analyses to test hypotheses. Bascally, ths study has found that the varance nflaton factors (VIF) range for all the regresson analyses do not exceed 10 ponts. Therefore, the results are free from the serous ssue of multcollnearty (Klenbaum et al., 1998). The results are more relable wth the use of Breusch-Godfrey Lagrange Multpler statstcs test that helps to dentfy autocorrelaton and heterokedastcty problems n each model. Any of the regresson analyss results wth sgnfcant exstence of autocorrelaton and heterokedastcty ssues, are treated wth Newey West covarance estmator. Therefore, the results are more precse n estmatng the coeffcent covarance n the presence of heterokedastcty and autocorrelaton of unknown form. Table 3: Multple regresson result analyss on Sharah IPOs Panel Sharah Sample IPORTN S α β1alloct β GROTOPROCE EDS 2 β LNRISK EBITDA 3 β CV 1, ε (1) Varable Coeffcent t-statstcs IPORTN OPEN IPORTN CLOSE IPORTN OPEN# IPORTN CLOSE# ALLOCT *** *** GROTOPROCEEDS LNRISKEBITDA CONTROL VARIABLES (CV) LNOFFERSIZE ** LNAGE ** LNTA OWNERFIVE ** ** DWRITER DMKT INTERCEPT *** 2.667*** Adusted R-Squared F-Statstcs 7.626*** 5.862*** F-Statstcs Probablty Durbn-Watson stat VIF range Notes: Autocorrelaton and heteroskedastcty n the analyss are dentfed through Breusch-Godfrey Langrange multpler test and corrected wth Newey-West covarance estmator. The adusted values are hghlghted by symbol #. The symbols ***, **, * denote sgnfcance at the 1%, 5% and 10% levels respectvely. 200

12 The Impact of Sharah Extensveness Quadrants on the Factors that Influence the Intal Performance of IPOs The constructon of Sharah-complant extensveness quadrants has segregated the 347 IPO ssues nto four quadrants (A, B, C and D). The hypothess s bascally to dscover whether the factors that nfluence the ntal returns of each quadrant mght be dfferent. Panel A of Table 4 descrbes the results for quadrant A. The regresson results derved from Equaton (1a) show that IPORTN OPEN of quadrant A are nfluenced by ALLOCT and DWRITER. Meanwhle for IPORTN CLOSE, the varables are ALLOCT, and DMKT. Through Panel B of Table 4, the results for the least extensve IPOs represented by quadrant B suggest that ALLOCT, OWNERFIVE and DMKT are varables that nfluence IPORTN OPEN, whle IPORTN CLOSE are nfluenced by varables of ALLOCT, GROTOPROCEEDS, LNTA and OWNERFIVE. Next, the regresson results from Panel C of Table 4 presents the determnant factors that explan the ntal returns for quadrant C. The study fnds that IPORTNOPEN s sgnfcantly nfluenced by ALLOCT, LNOFFERSIZE and LNAGE, whle IPORTN CLOSE s nfluenced by ALLOCT. Lastly, Panel D of Table 4 llustrates quadrant D regresson results. The results ndcate that ALLOCT and LNRISKEBITDA are the two determnant factors that explan the IPORTN OPEN whle, IPORTN CLOSE s only nfluenced by ALLOCT. Table 4: Regresson Analyss on Sharah Extensveness Quadrants Panel A : Quadrant A IPORTN α β ALLOCT β 2 3 β CV 1 QA GROTOPROCE EDS β LNRISK EBITDA, ε 1 (2a) Varable Coeffcent t-statstcs IPORTN OPEN IPORTN CLOSE IPORTN OPEN IPORTN CLOSE ALLOCT *** *** GROTOPROCEEDS LNRISKEBITDA CONTROL VARIABLES (CV) LNOFFERSIZE LNAGE LNTA OWNERFIVE DWRITER * DMKT ** INTERCEPT Adusted R-Squared F-Statstcs 6.085*** 4.922*** F-Statstcs Probablty Durbn-Watson stat VIF range

13 Panel B: Quadrant B IPORTN α β ALLOCT β 2 3 β CV 1 QB GROTOPROCE EDS β LNRISK EBITDA, ε 1 (2b) Varable Coeffcent t-statstcs IPORTN OPEN IPORTN CLOSE IPORTN OPEN IPORTN CLOSE # ALLOCT * ** GROTOPROCEEDS ** LNRISKEBITDA CONTROL VARIABLES (CV) LNOFFERSIZE LNAGE LNTA ** OWNERFIVE ** * DWRITER DMKT * INTERCEPT Adusted R-Squared F-Statstcs *** F-Statstcs Probablty Durbn-Watson stat VIF range Panel C : Quadrant C IPORTN α β ALLOCT β 2 3 β CV 1 QC GROTOPROCE EDS β LNRISK EBITDA, ε 1 (2a) Varable Coeffcent t-statstcs IPORTN OPEN IPORTN CLOSE IPORTN OPEN # IPORTN CLOSE ALLOCT ** * GROTOPROCEEDS LNRISKEBITDA CONTROL VARIABLES (CV) LNOFFERSIZE ** LNAGE * LNTA OWNERFIVE DWRITER DMKT INTERCEPT *** 2.208** Adusted R-Squared F-Statstcs 3.133*** F-Statstcs Probablty Durbn-Watson stat VIF range

14 Panel D : Quadrant D IPORTN α β ALLOCT β 2 3 β CV 1 QD GROTOPROCE EDS β LNRISK EBITDA, ε 1 (2a) Varable Coeffcent t-statstcs IPORTN OPEN IPORTN CLOSE IPORTN OPEN # IPORTN CLOSE ALLOCT *** *** GROTOPROCEEDS LNRISKEBITDA ** CONTROL VARIABLES (CV) LNOFFERSIZE LNAGE LNTA OWNERFIVE DWRITER DMKT INTERCEPT Adusted R-Squared F-Statstcs 3.385*** 2.234** F-Statstcs Probablty Durbn-Watson stat VIF range Notes: Autocorrelaton and heteroskedastcty n the analyss are dentfed through Breusch-Godfrey Lagrange multpler test and corrected wth Newey-West Covarance estmator. The adusted values are hghlghted by symbol #. The symbol *, ** and *** denote sgnfcance at 10 percent, 5 percent, and 1 percent level respectvely. In term of the adusted R-squared values for each quadrant, the study fnds that quadrant A has the most of ts varance n ntal returns (37.90 %) explaned by the determnant varables, followed by quadrant D wth percent, quadrant C wth percent and lastly quadrant B wth only 5.71 percent. The study concludes that each of the quadrants has a dfferent set of varables that sgnfcantly nfluence the ntal returns. Each measure of ntal returns also ndcates that t s bascally affected by dfferent types of determnant varables. Obvously, t s only ALLOCT that sgnfcantly has shown as the common determnant factor of the ntal returns or underprcng of IPOs for all the quadrants. Overall, the results of these analyses lead to the reecton of the hypothess whch proposes that the dfferent sub-samples wth dfferent extensvenesss of Sharah complance (as ndcated by the four quadrants) have the same determnant factors that nfluence the ntal returns of IPOs. Concluson Remarks The man motvaton for the present study to examne the ntal performance of Sharah IPOs s that despte the emphass and mportance gven on attanng the status of Sharah complance and despte the clams that Sharah nvestment should perform better than those nvestments that do not comply to Sharah crtera, Sharah nvestment n general and IPOs n specfc stll fal to show any sgnfcance dfference n term of ther performance as compared to nvestment 203

15 n non-sharah equtes. Ths can be obvously wtnessed through the fnancal performance of MyETF Dow ones Islamc Market Malaysan Ttan 25 n Although the portfolos consst of publc lsted companes wth Sharah-complant status, the performance tumbled down durng the year t was launched. Whle the exstng emprcal studes on Sharah IPOs are stll lackng, those by Abdul Rahm and Yong (2008 & 2010) bascally leave the questons on the seemngly smlar performance between the Sharah and non-sharah IPOs remaned unanswered. The present study addresses the puzzle by examnng two possble explanatons, frstly the characterstcs of the two groups of IPOs and secondly the nadequacy of the exstng screenng crtera of Sharah equtes ncludng IPOs. Based on the nternatonal standard, by undergong all the relevant processes and consstent montorng, Sharah equtes are expected to outperform ther conventonal counterparts. Ths expectaton somehow ncreases the nvestors trust especally nsttutonal nvestors that requre a lot of Sharah equtes for ther portfolos. Hence, n Malaysa t s understandable why almost 89 percent of shares traded n the equtes market seek and possess the Sharah-complant status. However, n realty, the rsng trend of equtes wth Sharah-complant status does not seem to contrbute to an ncrease n performance. Ths mples that, the pre-revson screenng status before revsed SAC Sharah screenng n 2013 faled to dfferentate the performance of Sharah from the non-sharah IPOs. Ths study produces the second evdence after Abdul Rahm and Yong (2008 & 2010) that there s no statstcal dfference n term of performance by comparng the non-sharah IPOs wth the Sharah IPOs n general and wth a matched sample Sharah IPOs. Ths fndng mples that the pre-revson screenng crtera adopted by SAC may need to be modfed to nclude debt rato and ARTA rato n order to dfferentate the Sharah IPOs from ther conventonal counterparts. Even though the proposed, more strngent screenng crtera mght defer frms ablty to comply wth and obtan the Sharah-complant status, there are several advantages that can potentally be benefted from t. One of them s that when the Malaysan IPOs (and equtes n general) are screened based on the nternatonal standards e.g. Accountng and Audtng Organzaton for Islamc Fnancal Insttuton (AAOIFI), they can more easly gan the trust from the nternatonal fund or portfolo managers. The trust brngs n foregn nvestment whch wll ncrease the lqudty for Sharah IPOs market. The mportance of the fnancal ratos partcularly debt and ARTA ratos n selectng Sharah nvestment mples that the Malaysan regulators and polcy makers must come up wth a soluton to address ths ssue. The fndngs of the study show the mportance of adoptng strcter Sharah screenng methodologes n Malaysan IPOs. An advantage of the proposed screenng methodology s t helps to tackle the ssues of gharar or uncertanty factor and lqudty rsk as dscussed by fqh scholars. Any mprovement n the exstng practces s expected to boost back the Malaysan equtes market partcularly the Malaysan Sharah IPOs segment that had experenced slow performance after the Asan fnancal crss n 1997/1998 and Global fnancal crss n Complyng wth Sharah rules s the man motvaton Muslm nvestors choose to nvest n Sharah-complant IPOs. When prompted wth Sharah-complant IPOs n specfc, of most mportant are the nvestors perceptons that these assets are free from all the prohbted elements ncludng gharar, rba and forbdden sector by Islam. The fact that debt usage and accounts recevable are ndefntely tolerated can potentally contrbute to these elements partcularly the rskness of the nvestment suggest that havng these fnancal ratos 204

16 ncorporated n the screenng practce wll mprove the qualty of Sharah IPOs toward beng an nvestment that s more consstent wth the requrement of Islamc rules. In addton, the results whch show that the most conservatve Sharah IPOs group (represented by quadrant C) offers the hghest ntal returns mply that there are at least two ways n whch the nvestors can beneft from an nvestment n these assets. Frst and foremost s the qualty of these IPOs whch are more consstent wth the Sharah requrement. Second, the nvestors could enoy a hgh returns despte the lower fnancal rsks whch results from the ssung companes employng lower debt level and less accounts recevable per dollar of ther assets. Acknowledgements Ths paper s part of a research proect on Envronmental, Socal and Sharah Governance (ESSG) of Malaysan Sharah Complant IPOs sponsored by the Mnstry of Hgher Educaton under the Fundamental Research Grant Scheme [FRGS/1/2014/SS05/UNISZA/02/1]. References Abdul Rahm, R. & Yong, O. (2008). Intal returns of Sharah-complant IPOs n Malaysa. Captal Markets Revew, 16(2), Abdul Rahm, R. & Yong, O. (2010). Intal returns of Malaysan IPOs and Sharah-complant status. ournal of Islamc Accountng and Busness Research, 1(1), Bursa Malaysa webste http: Klenbaum, D. G., Kupper, L.L., Muller, K.E., and Nzam, A. (1998). Appled Regresson Analyss and Other Multvarable Methods. Duxbury Press. Belmont, CA. Mohamad Akram, L. (2006). Sharah approved securtes screenng process n Malaysa. Retreved from ISRA.com.my. [20 anuary 2010] Naughton, S. & Naughton, T. (2000). Relgon, ethcs and stock tradng: The case of Islamc equtes market. ournal of Busness Ethcs, 23, Securtes Commsson webste. Http: Yong, O. (2007b). Investor demand, sze effect and performance of Malaysan ntal publc offerngs: Evdence from post-1997 fnancal crss. urnal Pengurusan, 26,

DOES WINNER S CURSE HYPOTHESIS EXIST IN EXPLAINING THE UNDERPRICING PHENOMENON OF MALAYSIAN SHARIAH-COMPLIANT IPOs?

DOES WINNER S CURSE HYPOTHESIS EXIST IN EXPLAINING THE UNDERPRICING PHENOMENON OF MALAYSIAN SHARIAH-COMPLIANT IPOs? Volume: 2 Issues: 6, pp.176-189 Internatonal ournal of Accountng, Fnance and Busness eissn: 0128-1844 ournal webste: www.afb.com DOES WINNER S CURSE HYPOTHESIS EXIST IN EXPLAINING THE UNDERPRICING PHENOMENON

More information

ISE High Income Index Methodology

ISE High Income Index Methodology ISE Hgh Income Index Methodology Index Descrpton The ISE Hgh Income Index s desgned to track the returns and ncome of the top 30 U.S lsted Closed-End Funds. Index Calculaton The ISE Hgh Income Index s

More information

Highlights of the Macroprudential Report for June 2018

Highlights of the Macroprudential Report for June 2018 Hghlghts of the Macroprudental Report for June 2018 October 2018 FINANCIAL STABILITY DEPARTMENT Preface Bank of Jamaca frequently conducts assessments of the reslence and strength of the fnancal system.

More information

WINNER S CURSE AND IPO INITIAL PERFORMANCE: NEW EVIDENCE FROM MALAYSIA

WINNER S CURSE AND IPO INITIAL PERFORMANCE: NEW EVIDENCE FROM MALAYSIA WINNER S CURSE AND IPO INITIAL PERFORMANCE: NEW EVIDENCE FROM MALAYSIA Ruzta Abdul Rahm Faculty of Economcs and Management Natonal Unversty of Malaysa, 43600, UKM Bang, Selangor, MALAYSIA E-mal: ruztaar@ukm.my

More information

Money, Banking, and Financial Markets (Econ 353) Midterm Examination I June 27, Name Univ. Id #

Money, Banking, and Financial Markets (Econ 353) Midterm Examination I June 27, Name Univ. Id # Money, Bankng, and Fnancal Markets (Econ 353) Mdterm Examnaton I June 27, 2005 Name Unv. Id # Note: Each multple-choce queston s worth 4 ponts. Problems 20, 21, and 22 carry 10, 8, and 10 ponts, respectvely.

More information

Clearing Notice SIX x-clear Ltd

Clearing Notice SIX x-clear Ltd Clearng Notce SIX x-clear Ltd 1.0 Overvew Changes to margn and default fund model arrangements SIX x-clear ( x-clear ) s closely montorng the CCP envronment n Europe as well as the needs of ts Members.

More information

REFINITIV INDICES PRIVATE EQUITY BUYOUT INDEX METHODOLOGY

REFINITIV INDICES PRIVATE EQUITY BUYOUT INDEX METHODOLOGY REFINITIV INDICES PRIVATE EQUITY BUYOUT INDEX METHODOLOGY 1 Table of Contents INTRODUCTION 3 TR Prvate Equty Buyout Index 3 INDEX COMPOSITION 3 Sector Portfolos 4 Sector Weghtng 5 Index Rebalance 5 Index

More information

ISE Cloud Computing Index Methodology

ISE Cloud Computing Index Methodology ISE Cloud Computng Index Methodology Index Descrpton The ISE Cloud Computng Index s desgned to track the performance of companes nvolved n the cloud computng ndustry. Index Calculaton The ISE Cloud Computng

More information

R Square Measure of Stock Synchronicity

R Square Measure of Stock Synchronicity Internatonal Revew of Busness Research Papers Vol. 7. No. 1. January 2011. Pp. 165 175 R Square Measure of Stock Synchroncty Sarod Khandaker* Stock market synchroncty s a new area of research for fnance

More information

FORD MOTOR CREDIT COMPANY SUGGESTED ANSWERS. Richard M. Levich. New York University Stern School of Business. Revised, February 1999

FORD MOTOR CREDIT COMPANY SUGGESTED ANSWERS. Richard M. Levich. New York University Stern School of Business. Revised, February 1999 FORD MOTOR CREDIT COMPANY SUGGESTED ANSWERS by Rchard M. Levch New York Unversty Stern School of Busness Revsed, February 1999 1 SETTING UP THE PROBLEM The bond s beng sold to Swss nvestors for a prce

More information

Network Analytics in Finance

Network Analytics in Finance Network Analytcs n Fnance Prof. Dr. Danng Hu Department of Informatcs Unversty of Zurch Nov 14th, 2014 Outlne Introducton: Network Analytcs n Fnance Stock Correlaton Networks Stock Ownershp Networks Board

More information

THE VOLATILITY OF EQUITY MUTUAL FUND RETURNS

THE VOLATILITY OF EQUITY MUTUAL FUND RETURNS North Amercan Journal of Fnance and Bankng Research Vol. 4. No. 4. 010. THE VOLATILITY OF EQUITY MUTUAL FUND RETURNS Central Connectcut State Unversty, USA. E-mal: BelloZ@mal.ccsu.edu ABSTRACT I nvestgated

More information

MgtOp 215 Chapter 13 Dr. Ahn

MgtOp 215 Chapter 13 Dr. Ahn MgtOp 5 Chapter 3 Dr Ahn Consder two random varables X and Y wth,,, In order to study the relatonshp between the two random varables, we need a numercal measure that descrbes the relatonshp The covarance

More information

An Application of Alternative Weighting Matrix Collapsing Approaches for Improving Sample Estimates

An Application of Alternative Weighting Matrix Collapsing Approaches for Improving Sample Estimates Secton on Survey Research Methods An Applcaton of Alternatve Weghtng Matrx Collapsng Approaches for Improvng Sample Estmates Lnda Tompkns 1, Jay J. Km 2 1 Centers for Dsease Control and Preventon, atonal

More information

FM303. CHAPTERS COVERED : CHAPTERS 5, 8 and 9. LEARNER GUIDE : UNITS 1, 2 and 3.1 to 3.3. DUE DATE : 3:00 p.m. 19 MARCH 2013

FM303. CHAPTERS COVERED : CHAPTERS 5, 8 and 9. LEARNER GUIDE : UNITS 1, 2 and 3.1 to 3.3. DUE DATE : 3:00 p.m. 19 MARCH 2013 Page 1 of 11 ASSIGNMENT 1 ST SEMESTER : FINANCIAL MANAGEMENT 3 () CHAPTERS COVERED : CHAPTERS 5, 8 and 9 LEARNER GUIDE : UNITS 1, 2 and 3.1 to 3.3 DUE DATE : 3:00 p.m. 19 MARCH 2013 TOTAL MARKS : 100 INSTRUCTIONS

More information

Chapter 5 Bonds, Bond Prices and the Determination of Interest Rates

Chapter 5 Bonds, Bond Prices and the Determination of Interest Rates Chapter 5 Bonds, Bond Prces and the Determnaton of Interest Rates Problems and Solutons 1. Consder a U.S. Treasury Bll wth 270 days to maturty. If the annual yeld s 3.8 percent, what s the prce? $100 P

More information

Construction Rules for Morningstar Canada Momentum Index SM

Construction Rules for Morningstar Canada Momentum Index SM Constructon Rules for Mornngstar Canada Momentum Index SM Mornngstar Methodology Paper January 2012 2012 Mornngstar, Inc. All rghts reserved. The nformaton n ths document s the property of Mornngstar,

More information

Finance 402: Problem Set 1 Solutions

Finance 402: Problem Set 1 Solutions Fnance 402: Problem Set 1 Solutons Note: Where approprate, the fnal answer for each problem s gven n bold talcs for those not nterested n the dscusson of the soluton. 1. The annual coupon rate s 6%. A

More information

Risk, return and stock performance measures

Risk, return and stock performance measures Rsk, return and stock performance measures MIRELA MOMCILOVIC Hgher School of Professonal Busness Studes Vladmra Perca-Valtera 4, Nov Sad bznscentar@gmal.com http://www.vps.ns.ac.rs/sr/nastavnk.1.30.html?sn=237

More information

Advisory. Category: Capital

Advisory. Category: Capital Advsory Category: Captal NOTICE* Subject: Alternatve Method for Insurance Companes that Determne the Segregated Fund Guarantee Captal Requrement Usng Prescrbed Factors Date: Ths Advsory descrbes an alternatve

More information

Teaching Note on Factor Model with a View --- A tutorial. This version: May 15, Prepared by Zhi Da *

Teaching Note on Factor Model with a View --- A tutorial. This version: May 15, Prepared by Zhi Da * Copyrght by Zh Da and Rav Jagannathan Teachng Note on For Model th a Ve --- A tutoral Ths verson: May 5, 2005 Prepared by Zh Da * Ths tutoral demonstrates ho to ncorporate economc ves n optmal asset allocaton

More information

Chapter 10 Making Choices: The Method, MARR, and Multiple Attributes

Chapter 10 Making Choices: The Method, MARR, and Multiple Attributes Chapter 0 Makng Choces: The Method, MARR, and Multple Attrbutes INEN 303 Sergy Butenko Industral & Systems Engneerng Texas A&M Unversty Comparng Mutually Exclusve Alternatves by Dfferent Evaluaton Methods

More information

Networks in Finance and Marketing I

Networks in Finance and Marketing I Networks n Fnance and Marketng I Prof. Dr. Danng Hu Department of Informatcs Unversty of Zurch Nov 26th, 2012 Outlne n Introducton: Networks n Fnance n Stock Correlaton Networks n Stock Ownershp Networks

More information

UNDERPRICING AND EX ANTE UNCERTAINTY IN IPOS: EVIDENCE FROM THE TUNISIAN STOCK MARKET

UNDERPRICING AND EX ANTE UNCERTAINTY IN IPOS: EVIDENCE FROM THE TUNISIAN STOCK MARKET Busness Excellence and Management Jerb, A. UNDERPRICING AND EX ANTE UNCERTAINTY IN IPOS: EVIDENCE FROM THE TUNISIAN STOCK MARKET Ahmed JERIBI Unversty of Sfax, Sfax, Tunsa ahmedjerb07@yahoo.fr Abstract

More information

Construction Rules for Morningstar Canada Dividend Target 30 Index TM

Construction Rules for Morningstar Canada Dividend Target 30 Index TM Constructon Rules for Mornngstar Canada Dvdend Target 0 Index TM Mornngstar Methodology Paper January 2012 2011 Mornngstar, Inc. All rghts reserved. The nformaton n ths document s the property of Mornngstar,

More information

Construction Rules for Morningstar Canada Dividend Target 30 Index TM

Construction Rules for Morningstar Canada Dividend Target 30 Index TM Constructon Rules for Mornngstar Canada Dvdend Target 0 Index TM Mornngstar Methodology Paper January 2012 2011 Mornngstar, Inc. All rghts reserved. The nformaton n ths document s the property of Mornngstar,

More information

Market Opening and Stock Market Behavior: Taiwan s Experience

Market Opening and Stock Market Behavior: Taiwan s Experience Internatonal Journal of Busness and Economcs, 00, Vol., No., 9-5 Maret Openng and Stoc Maret Behavor: Tawan s Experence Q L * Department of Economcs, Texas A&M Unversty, U.S.A. and Department of Economcs,

More information

CHAPTER 9 FUNCTIONAL FORMS OF REGRESSION MODELS

CHAPTER 9 FUNCTIONAL FORMS OF REGRESSION MODELS CHAPTER 9 FUNCTIONAL FORMS OF REGRESSION MODELS QUESTIONS 9.1. (a) In a log-log model the dependent and all explanatory varables are n the logarthmc form. (b) In the log-ln model the dependent varable

More information

Financial Risk Management in Portfolio Optimization with Lower Partial Moment

Financial Risk Management in Portfolio Optimization with Lower Partial Moment Amercan Journal of Busness and Socety Vol., o., 26, pp. 2-2 http://www.ascence.org/journal/ajbs Fnancal Rsk Management n Portfolo Optmzaton wth Lower Partal Moment Lam Weng Sew, 2, *, Lam Weng Hoe, 2 Department

More information

Morningstar After-Tax Return Methodology

Morningstar After-Tax Return Methodology Mornngstar After-Tax Return Methodology Mornngstar Research Report 24 October 2003 2003 Mornngstar, Inc. All rghts reserved. The nformaton n ths document s the property of Mornngstar, Inc. Reproducton

More information

Asset Management. Country Allocation and Mutual Fund Returns

Asset Management. Country Allocation and Mutual Fund Returns Country Allocaton and Mutual Fund Returns By Dr. Lela Heckman, Senor Managng Drector and Dr. John Mulln, Managng Drector Bear Stearns Asset Management Bear Stearns Actve Country Equty Executve Summary

More information

Risk and Return: The Security Markets Line

Risk and Return: The Security Markets Line FIN 614 Rsk and Return 3: Markets Professor Robert B.H. Hauswald Kogod School of Busness, AU 1/25/2011 Rsk and Return: Markets Robert B.H. Hauswald 1 Rsk and Return: The Securty Markets Lne From securtes

More information

Domestic Savings and International Capital Flows

Domestic Savings and International Capital Flows Domestc Savngs and Internatonal Captal Flows Martn Feldsten and Charles Horoka The Economc Journal, June 1980 Presented by Mchael Mbate and Chrstoph Schnke Introducton The 2 Vews of Internatonal Captal

More information

SPECIFIC TERMS AND CONDITIONS FOR TERM DEPOSIT-i BASED ON TAWARRUQ (Effective Date: 2 April 2018)

SPECIFIC TERMS AND CONDITIONS FOR TERM DEPOSIT-i BASED ON TAWARRUQ (Effective Date: 2 April 2018) FOR TERM DEPOSIT- BASED ON TAWARRUQ (Effectve Date: 2 Aprl 2018) The Specfc Terms and Condtons mentoned heren are applcable to all Term Depost- products based on the Sharah concept of Tawarruq offered

More information

2) In the medium-run/long-run, a decrease in the budget deficit will produce:

2) In the medium-run/long-run, a decrease in the budget deficit will produce: 4.02 Quz 2 Solutons Fall 2004 Multple-Choce Questons ) Consder the wage-settng and prce-settng equatons we studed n class. Suppose the markup, µ, equals 0.25, and F(u,z) = -u. What s the natural rate of

More information

15-451/651: Design & Analysis of Algorithms January 22, 2019 Lecture #3: Amortized Analysis last changed: January 18, 2019

15-451/651: Design & Analysis of Algorithms January 22, 2019 Lecture #3: Amortized Analysis last changed: January 18, 2019 5-45/65: Desgn & Analyss of Algorthms January, 09 Lecture #3: Amortzed Analyss last changed: January 8, 09 Introducton In ths lecture we dscuss a useful form of analyss, called amortzed analyss, for problems

More information

Notes are not permitted in this examination. Do not turn over until you are told to do so by the Invigilator.

Notes are not permitted in this examination. Do not turn over until you are told to do so by the Invigilator. UNIVERSITY OF EAST ANGLIA School of Economcs Man Seres PG Examnaton 2016-17 BANKING ECONOMETRICS ECO-7014A Tme allowed: 2 HOURS Answer ALL FOUR questons. Queston 1 carres a weght of 30%; queston 2 carres

More information

Tests for Two Ordered Categorical Variables

Tests for Two Ordered Categorical Variables Chapter 253 Tests for Two Ordered Categorcal Varables Introducton Ths module computes power and sample sze for tests of ordered categorcal data such as Lkert scale data. Assumng proportonal odds, such

More information

A MODEL OF COMPETITION AMONG TELECOMMUNICATION SERVICE PROVIDERS BASED ON REPEATED GAME

A MODEL OF COMPETITION AMONG TELECOMMUNICATION SERVICE PROVIDERS BASED ON REPEATED GAME A MODEL OF COMPETITION AMONG TELECOMMUNICATION SERVICE PROVIDERS BASED ON REPEATED GAME Vesna Radonć Đogatovć, Valentna Radočć Unversty of Belgrade Faculty of Transport and Traffc Engneerng Belgrade, Serba

More information

Assessment of Liquidity Risk Management in Islamic Banking Industry (Case of Indonesia)

Assessment of Liquidity Risk Management in Islamic Banking Industry (Case of Indonesia) Assessment of Lqudty Rsk Management n Islamc Bankng Industry (Case of Indonesa) Paper Presented n The 1 st UK Conference on Islamc Bankng and Fnance Dssertatons London School of Economcs, July 6 th, 2008

More information

Monetary Tightening Cycles and the Predictability of Economic Activity. by Tobias Adrian and Arturo Estrella * October 2006.

Monetary Tightening Cycles and the Predictability of Economic Activity. by Tobias Adrian and Arturo Estrella * October 2006. Monetary Tghtenng Cycles and the Predctablty of Economc Actvty by Tobas Adran and Arturo Estrella * October 2006 Abstract Ten out of thrteen monetary tghtenng cycles snce 1955 were followed by ncreases

More information

Analysis of Syariah quantitative screening norms among Malaysia Syariah-compliant stocks

Analysis of Syariah quantitative screening norms among Malaysia Syariah-compliant stocks Analyss of Syarah quanttatve screenng norms among Malaysa Syarah-complant stocks AUTHORS ARTICLE INFO JOURNAL Wee Chng Pok Wee Chng Pok (2012). Analyss of Syarah quanttatve screenng norms among Malaysa

More information

A copy can be downloaded for personal non-commercial research or study, without prior permission or charge

A copy can be downloaded for personal non-commercial research or study, without prior permission or charge Sganos, A. (2013) Google attenton and target prce run ups. Internatonal Revew of Fnancal Analyss. ISSN 1057-5219 Copyrght 2012 Elsever A copy can be downloaded for personal non-commercal research or study,

More information

Incorrect Beliefs. Overconfidence. Types of Overconfidence. Outline. Overprecision 4/15/2017. Behavioral Economics Mark Dean Spring 2017

Incorrect Beliefs. Overconfidence. Types of Overconfidence. Outline. Overprecision 4/15/2017. Behavioral Economics Mark Dean Spring 2017 Incorrect Belefs Overconfdence Behavoral Economcs Mark Dean Sprng 2017 In objectve EU we assumed that everyone agreed on what the probabltes of dfferent events were In subjectve expected utlty theory we

More information

Raising Food Prices and Welfare Change: A Simple Calibration. Xiaohua Yu

Raising Food Prices and Welfare Change: A Simple Calibration. Xiaohua Yu Rasng Food Prces and Welfare Change: A Smple Calbraton Xaohua Yu Professor of Agrcultural Economcs Courant Research Centre Poverty, Equty and Growth Unversty of Göttngen CRC-PEG, Wlhelm-weber-Str. 2 3773

More information

Affiliated Mutual Funds and the Allocation of Initial Public Offerings

Affiliated Mutual Funds and the Allocation of Initial Public Offerings Afflated Mutual Funds and the Allocaton of Intal Publc Offerngs Jay R. Rtter and Donghang Zhang Current Verson: February, 006 Abstract We examne how nvestment banks use ntal publc offerngs (IPOs) n relaton

More information

Earnings Management and Stock Exposure to Exchange Rate Risk

Earnings Management and Stock Exposure to Exchange Rate Risk Earnngs Management and Stock Exposure to Exchange Rate Rsk Feng-Y Chang a, Chn-Wen Hsn b, and Shn-Rong Shah-Hou c JEL classfcaton: F31, G30 Keywords: Exchange rate exposure, Earnngs Management, Theory

More information

Mutual Funds and Management Styles. Active Portfolio Management

Mutual Funds and Management Styles. Active Portfolio Management utual Funds and anagement Styles ctve Portfolo anagement ctve Portfolo anagement What s actve portfolo management? How can we measure the contrbuton of actve portfolo management? We start out wth the CP

More information

Analysis of Moody s Bottom Rung Firms

Analysis of Moody s Bottom Rung Firms Analyss of Moody s Bottom Rung Frms Stoyu I. Ivanov * San Jose State Unversty Howard Turetsky San Jose State Unversty Abstract: Moody s publshed for the frst tme on March 10, 2009 a lst of Bottom Rung

More information

Proceedings of the 2nd International Conference On Systems Engineering and Modeling (ICSEM-13)

Proceedings of the 2nd International Conference On Systems Engineering and Modeling (ICSEM-13) Proceedngs of the 2nd Internatonal Conference On Systems Engneerng and Modelng (ICSEM-13) Research on the Proft Dstrbuton of Logstcs Company Strategc Allance Based on Shapley Value Huang Youfang 1, a,

More information

Survey of Math: Chapter 22: Consumer Finance Borrowing Page 1

Survey of Math: Chapter 22: Consumer Finance Borrowing Page 1 Survey of Math: Chapter 22: Consumer Fnance Borrowng Page 1 APR and EAR Borrowng s savng looked at from a dfferent perspectve. The dea of smple nterest and compound nterest stll apply. A new term s the

More information

The Effects of Industrial Structure Change on Economic Growth in China Based on LMDI Decomposition Approach

The Effects of Industrial Structure Change on Economic Growth in China Based on LMDI Decomposition Approach 216 Internatonal Conference on Mathematcal, Computatonal and Statstcal Scences and Engneerng (MCSSE 216) ISBN: 978-1-6595-96- he Effects of Industral Structure Change on Economc Growth n Chna Based on

More information

Welfare Aspects in the Realignment of Commercial Framework. between Japan and China

Welfare Aspects in the Realignment of Commercial Framework. between Japan and China Prepared for the 13 th INFORUM World Conference n Huangshan, Chna, July 3 9, 2005 Welfare Aspects n the Realgnment of Commercal Framework between Japan and Chna Toshak Hasegawa Chuo Unversty, Japan Introducton

More information

Labor Market Transitions in Peru

Labor Market Transitions in Peru Labor Market Transtons n Peru Javer Herrera* Davd Rosas Shady** *IRD and INEI, E-mal: jherrera@ne.gob.pe ** IADB, E-mal: davdro@adb.org The Issue U s one of the major ssues n Peru However: - The U rate

More information

Tests for Two Correlations

Tests for Two Correlations PASS Sample Sze Software Chapter 805 Tests for Two Correlatons Introducton The correlaton coeffcent (or correlaton), ρ, s a popular parameter for descrbng the strength of the assocaton between two varables.

More information

Final Exam. 7. (10 points) Please state whether each of the following statements is true or false. No explanation needed.

Final Exam. 7. (10 points) Please state whether each of the following statements is true or false. No explanation needed. Fnal Exam Fall 4 Econ 8-67 Closed Book. Formula Sheet Provded. Calculators OK. Tme Allowed: hours Please wrte your answers on the page below each queston. (5 ponts) Assume that the rsk-free nterest rate

More information

arxiv: v1 [q-fin.pm] 13 Feb 2018

arxiv: v1 [q-fin.pm] 13 Feb 2018 WHAT IS THE SHARPE RATIO, AND HOW CAN EVERYONE GET IT WRONG? arxv:1802.04413v1 [q-fn.pm] 13 Feb 2018 IGOR RIVIN Abstract. The Sharpe rato s the most wdely used rsk metrc n the quanttatve fnance communty

More information

Forecasts in Times of Crises

Forecasts in Times of Crises Forecasts n Tmes of Crses Aprl 2017 Chars Chrstofdes IMF Davd J. Kuenzel Wesleyan Unversty Theo S. Echer Unversty of Washngton Chrs Papageorgou IMF 1 Macroeconomc forecasts suffer from three sources of

More information

Conditional Beta Capital Asset Pricing Model (CAPM) and Duration Dependence Tests

Conditional Beta Capital Asset Pricing Model (CAPM) and Duration Dependence Tests Condtonal Beta Captal Asset Prcng Model (CAPM) and Duraton Dependence Tests By Davd E. Allen 1 and Imbarne Bujang 1 1 School of Accountng, Fnance and Economcs, Edth Cowan Unversty School of Accountng,

More information

Evaluating Performance

Evaluating Performance 5 Chapter Evaluatng Performance In Ths Chapter Dollar-Weghted Rate of Return Tme-Weghted Rate of Return Income Rate of Return Prncpal Rate of Return Daly Returns MPT Statstcs 5- Measurng Rates of Return

More information

The Integration of the Israel Labour Force Survey with the National Insurance File

The Integration of the Israel Labour Force Survey with the National Insurance File The Integraton of the Israel Labour Force Survey wth the Natonal Insurance Fle Natale SHLOMO Central Bureau of Statstcs Kanfey Nesharm St. 66, corner of Bach Street, Jerusalem Natales@cbs.gov.l Abstact:

More information

Real Exchange Rate Fluctuations, Wage Stickiness and Markup Adjustments

Real Exchange Rate Fluctuations, Wage Stickiness and Markup Adjustments Real Exchange Rate Fluctuatons, Wage Stckness and Markup Adjustments Yothn Jnjarak and Kanda Nakno Nanyang Technologcal Unversty and Purdue Unversty January 2009 Abstract Motvated by emprcal evdence on

More information

OPERATIONS RESEARCH. Game Theory

OPERATIONS RESEARCH. Game Theory OPERATIONS RESEARCH Chapter 2 Game Theory Prof. Bbhas C. Gr Department of Mathematcs Jadavpur Unversty Kolkata, Inda Emal: bcgr.umath@gmal.com 1.0 Introducton Game theory was developed for decson makng

More information

Synergy Motivation and Target Ownership Structure: Effects on Takeover Performance

Synergy Motivation and Target Ownership Structure: Effects on Takeover Performance Synergy Motvaton and Target Ownershp Structure: Effects on Takeover Performance Han Donker, School of Busness, Unversty of orthern Brtsh Columba, Canada Alex g, School of Busness, Unversty of orthern Brtsh

More information

Corporate Governance and Equity Liquidity: An Analysis of S&P Transparency and Disclosure Ranking

Corporate Governance and Equity Liquidity: An Analysis of S&P Transparency and Disclosure Ranking Corporate Governance and Equty Lqudty: An Analyss of S&P Transparency and Dsclosure Rankng We-Peng Chen Humn Chung Cheng-few Lee We-L Lao ABSTRACT Ths paper nvestgates the effects of dsclosure and other

More information

Is the EU ETS Relevant? The Impact of Allowance Over- Allocation on Share Prices

Is the EU ETS Relevant? The Impact of Allowance Over- Allocation on Share Prices 19-06-2013 1 Is the EU ETS Relevant? The Impact of Allowance Over- Allocaton on Share Prces Thjs Jong, M.Sc. Prof. dr. Oscar Couwenberg Dr. Edwn Woerdman Faculty of Law Department of Law and Economcs Energy

More information

Spurious Seasonal Patterns and Excess Smoothness in the BLS Local Area Unemployment Statistics

Spurious Seasonal Patterns and Excess Smoothness in the BLS Local Area Unemployment Statistics Spurous Seasonal Patterns and Excess Smoothness n the BLS Local Area Unemployment Statstcs Keth R. Phllps and Janguo Wang Federal Reserve Bank of Dallas Research Department Workng Paper 1305 September

More information

Evaluation of the Factors Affecting Initial Public offering Underpricing by Newly-accepted Companies into Tehran Stock Exchange

Evaluation of the Factors Affecting Initial Public offering Underpricing by Newly-accepted Companies into Tehran Stock Exchange Internatonal Research Journal of Appled and Basc Scences 4 Avalable onlne at www.rjabs.com ISSN 5-8X / Vol, 8 (7): 873-88 Scence Explorer Publcatons Evaluaton of the Factors Affectng Intal Publc offerng

More information

TRADING RULES IN HOUSING MARKETS WHAT CAN WE LEARN? GREG COSTELLO Curtin University of Technology

TRADING RULES IN HOUSING MARKETS WHAT CAN WE LEARN? GREG COSTELLO Curtin University of Technology ABSTRACT TRADING RULES IN HOUSING MARKETS WHAT CAN WE LEARN? GREG COSTELLO Curtn Unversty of Technology Ths paper examnes the applcaton of tradng rules n testng nformatonal effcency n housng markets. The

More information

Consumption Based Asset Pricing

Consumption Based Asset Pricing Consumpton Based Asset Prcng Mchael Bar Aprl 25, 208 Contents Introducton 2 Model 2. Prcng rsk-free asset............................... 3 2.2 Prcng rsky assets................................ 4 2.3 Bubbles......................................

More information

3/3/2014. CDS M Phil Econometrics. Vijayamohanan Pillai N. Truncated standard normal distribution for a = 0.5, 0, and 0.5. CDS Mphil Econometrics

3/3/2014. CDS M Phil Econometrics. Vijayamohanan Pillai N. Truncated standard normal distribution for a = 0.5, 0, and 0.5. CDS Mphil Econometrics Lmted Dependent Varable Models: Tobt an Plla N 1 CDS Mphl Econometrcs Introducton Lmted Dependent Varable Models: Truncaton and Censorng Maddala, G. 1983. Lmted Dependent and Qualtatve Varables n Econometrcs.

More information

Term Sheet CORE INFRA PORTFOLIO

Term Sheet CORE INFRA PORTFOLIO Term Sheet CORE INFRA PORTFOLIO HIGHLIGHTS/ SUMMARY OF THE PRODUCT Product Name Objectve Investment Horzon Underlyng Asset class Instruments Usage of Dervatves Rsk Sutablty Defned Tenure Repayment Benchmark

More information

International Financial Management

International Financial Management Multnatonal Corporatons (MNC Internatonal nancal Management nance ummer 006 xed versus loatng Exchange Rates loatng xed Managed floatng rate Currences float freely n ths, and s (prces are set by supply

More information

Speed and consequences of venture capitalist post-ipo exit

Speed and consequences of venture capitalist post-ipo exit Speed and consequences of venture captalst post-ipo ext Imants Paegls * and Paranen Veeren ** Ths verson: January, 2010 * John Molson School of Busness, Concorda Unversty, 1450 Guy St. Montreal, QC, H1H

More information

Lecture Note 2 Time Value of Money

Lecture Note 2 Time Value of Money Seg250 Management Prncples for Engneerng Managers Lecture ote 2 Tme Value of Money Department of Systems Engneerng and Engneerng Management The Chnese Unversty of Hong Kong Interest: The Cost of Money

More information

University of Toronto November 9, 2006 ECO 209Y MACROECONOMIC THEORY. Term Test #1 L0101 L0201 L0401 L5101 MW MW 1-2 MW 2-3 W 6-8

University of Toronto November 9, 2006 ECO 209Y MACROECONOMIC THEORY. Term Test #1 L0101 L0201 L0401 L5101 MW MW 1-2 MW 2-3 W 6-8 Department of Economcs Prof. Gustavo Indart Unversty of Toronto November 9, 2006 SOLUTION ECO 209Y MACROECONOMIC THEORY Term Test #1 A LAST NAME FIRST NAME STUDENT NUMBER Crcle your secton of the course:

More information

University of Toronto November 9, 2006 ECO 209Y MACROECONOMIC THEORY. Term Test #1 L0101 L0201 L0401 L5101 MW MW 1-2 MW 2-3 W 6-8

University of Toronto November 9, 2006 ECO 209Y MACROECONOMIC THEORY. Term Test #1 L0101 L0201 L0401 L5101 MW MW 1-2 MW 2-3 W 6-8 Department of Economcs Prof. Gustavo Indart Unversty of Toronto November 9, 2006 SOLUTION ECO 209Y MACROECONOMIC THEORY Term Test #1 C LAST NAME FIRST NAME STUDENT NUMBER Crcle your secton of the course:

More information

ECONOMETRICS - FINAL EXAM, 3rd YEAR (GECO & GADE)

ECONOMETRICS - FINAL EXAM, 3rd YEAR (GECO & GADE) ECONOMETRICS - FINAL EXAM, 3rd YEAR (GECO & GADE) May 17, 2016 15:30 Frst famly name: Name: DNI/ID: Moble: Second famly Name: GECO/GADE: Instructor: E-mal: Queston 1 A B C Blank Queston 2 A B C Blank Queston

More information

Quiz on Deterministic part of course October 22, 2002

Quiz on Deterministic part of course October 22, 2002 Engneerng ystems Analyss for Desgn Quz on Determnstc part of course October 22, 2002 Ths s a closed book exercse. You may use calculators Grade Tables There are 90 ponts possble for the regular test, or

More information

Harmonised Labour Cost Index. Methodology

Harmonised Labour Cost Index. Methodology Harmonsed Labour Cost Index Methodology March 2013 Index 1 Introducton 3 2 Scope, coverage and reference perod 4 3 Defntons 5 4 Sources of nformaton 7 5 Formulae employed 9 6 Results obtaned 10 7 Seres

More information

Stochastic ALM models - General Methodology

Stochastic ALM models - General Methodology Stochastc ALM models - General Methodology Stochastc ALM models are generally mplemented wthn separate modules: A stochastc scenaros generator (ESG) A cash-flow projecton tool (or ALM projecton) For projectng

More information

Managing EPS Through Accelerated Share Repurchases: Compensation Versus Capital Market Incentives

Managing EPS Through Accelerated Share Repurchases: Compensation Versus Capital Market Incentives Managng EPS Through Accelerated Share Repurchases: Compensaton Versus Captal Market Incentves Carol Marquardt Assocate Professor Baruch College CUNY Chrstne Tan Assstant Professor Baruch College CUNY and

More information

A Comparison of Statistical Methods in Interrupted Time Series Analysis to Estimate an Intervention Effect

A Comparison of Statistical Methods in Interrupted Time Series Analysis to Estimate an Intervention Effect Transport and Road Safety (TARS) Research Joanna Wang A Comparson of Statstcal Methods n Interrupted Tme Seres Analyss to Estmate an Interventon Effect Research Fellow at Transport & Road Safety (TARS)

More information

Diversified Portfolio: Evidence from Bombay Stock Exchange (BSE) in India

Diversified Portfolio: Evidence from Bombay Stock Exchange (BSE) in India Dversfed Portfolo: Evdence from Bombay Stock Exchange (BSE) n Inda Aro Internatonal Research Journal May, 2016 Volume VI, ISSN: 2320-3714 Dversfed Portfolo: Evdence from Bombay Stock Exchange (BSE) n Inda

More information

STUDY GUIDE FOR TOPIC 1: FUNDAMENTAL CONCEPTS OF FINANCIAL MATHEMATICS. Learning objectives

STUDY GUIDE FOR TOPIC 1: FUNDAMENTAL CONCEPTS OF FINANCIAL MATHEMATICS. Learning objectives Study Gude for Topc 1 1 STUDY GUIDE FOR TOPIC 1: FUNDAMENTAL CONCEPTS OF FINANCIAL MATHEMATICS Learnng objectves After studyng ths topc you should be able to: apprecate the ever-changng envronment n whch

More information

Pyramid IPOs on the Chinese Growth Enterprise Market

Pyramid IPOs on the Chinese Growth Enterprise Market Pyramd IPOs on the Chnese Growth Enterprse Market Martn Holmén and Peng Wang July, 2014 Abstract Ths paper nvestgates Intal Publc Offerngs (IPOs) of hgh-tech frms on the Chnese Growth Enterprse Market

More information

Which of the following provides the most reasonable approximation to the least squares regression line? (a) y=50+10x (b) Y=50+x (d) Y=1+50x

Which of the following provides the most reasonable approximation to the least squares regression line? (a) y=50+10x (b) Y=50+x (d) Y=1+50x Whch of the followng provdes the most reasonable approxmaton to the least squares regresson lne? (a) y=50+10x (b) Y=50+x (c) Y=10+50x (d) Y=1+50x (e) Y=10+x In smple lnear regresson the model that s begn

More information

Cardholder Application Form

Cardholder Application Form Cardholder Applcaton Form Place a cross aganst the product for whch you requre a new cardholder. onecard Corporate Card Purchasng Card Gudelnes for completng ths form On screen Use the tab key to move

More information

Testing the weak efficient market hypothesis using Bangladeshi panel data

Testing the weak efficient market hypothesis using Bangladeshi panel data Chu V. Nguyen (USA), Muhammad Mahboob Al (Bangladesh) Testng the weak effcent market hypothess usng Bangladesh panel data Abstract Ths emprcal study nvestgates whether the Dhaka Stock Exchange market n

More information

3: Central Limit Theorem, Systematic Errors

3: Central Limit Theorem, Systematic Errors 3: Central Lmt Theorem, Systematc Errors 1 Errors 1.1 Central Lmt Theorem Ths theorem s of prme mportance when measurng physcal quanttes because usually the mperfectons n the measurements are due to several

More information

Understanding price volatility in electricity markets

Understanding price volatility in electricity markets Proceedngs of the 33rd Hawa Internatonal Conference on System Scences - 2 Understandng prce volatlty n electrcty markets Fernando L. Alvarado, The Unversty of Wsconsn Rajesh Rajaraman, Chrstensen Assocates

More information

Method of Payment and Target Status: Announcement Returns to Acquiring Firms in the Malaysian Market

Method of Payment and Target Status: Announcement Returns to Acquiring Firms in the Malaysian Market Method of Payment and Target Status: Announcement Returns to Acqurng Frms n the Malaysan Market Mansor Isa Faculty of Busness and Accountancy, Unversty of Malaya Lembah Panta, 50603 Kuala Lumpur, Malaysa

More information

EARNINGS MANAGEMENT IN NON-PROFIT HOSPITALS - EVIDENCE FROM TAIWAN

EARNINGS MANAGEMENT IN NON-PROFIT HOSPITALS - EVIDENCE FROM TAIWAN Internatonal Journal of Electronc Busness Management, Vol. 9, No. 3, pp. 243-257 (2011) 243 EARNINGS MANAGEMENT IN NON-PROFIT HOSPITALS - EVIDENCE FROM TAIWAN Hu-Fang Tan * Department of Health Care Admnstraton

More information

An Empirical Study on Stock Price Responses to the Release of the Environmental Management Ranking in Japan. Abstract

An Empirical Study on Stock Price Responses to the Release of the Environmental Management Ranking in Japan. Abstract An Emprcal Study on Stock Prce esponses to the elease of the Envronmental Management ankng n Japan Fumko Takeda Unversy of Tokyo Takanor Tomozawa Unversy of Tokyo Abstract Ths paper nvestgates how stock

More information

Least Cost Strategies for Complying with New NOx Emissions Limits

Least Cost Strategies for Complying with New NOx Emissions Limits Least Cost Strateges for Complyng wth New NOx Emssons Lmts Internatonal Assocaton for Energy Economcs New England Chapter Presented by Assef A. Zoban Tabors Caramans & Assocates Cambrdge, MA 02138 January

More information

Pivot Points for CQG - Overview

Pivot Points for CQG - Overview Pvot Ponts for CQG - Overvew By Bran Bell Introducton Pvot ponts are a well-known technque used by floor traders to calculate ntraday support and resstance levels. Ths technque has been around for decades,

More information

Financial mathematics

Financial mathematics Fnancal mathematcs Jean-Luc Bouchot jean-luc.bouchot@drexel.edu February 19, 2013 Warnng Ths s a work n progress. I can not ensure t to be mstake free at the moment. It s also lackng some nformaton. But

More information

Economic Design of Short-Run CSP-1 Plan Under Linear Inspection Cost

Economic Design of Short-Run CSP-1 Plan Under Linear Inspection Cost Tamkang Journal of Scence and Engneerng, Vol. 9, No 1, pp. 19 23 (2006) 19 Economc Desgn of Short-Run CSP-1 Plan Under Lnear Inspecton Cost Chung-Ho Chen 1 * and Chao-Yu Chou 2 1 Department of Industral

More information

Financial Crisis and Foreign Exchange Exposure of Korean Exporting Firms

Financial Crisis and Foreign Exchange Exposure of Korean Exporting Firms Fnancal Crss and Foregn Exchange Exposure of Korean Exportng Frms Jae-Young Cho a, Ronald A. Ratt b*, Sung-Wook Yoon c a Mnstry of Plannng and Budget, 520-3, Banpo-dong, Seocho-gu, Seoul 137-756, Korea

More information

Members not eligible for this option

Members not eligible for this option DC - Lump sum optons R6.1 Uncrystallsed funds penson lump sum An uncrystallsed funds penson lump sum, known as a UFPLS (also called a FLUMP), s a way of takng your penson pot wthout takng money from a

More information