ABSTRACT TÜRK BANKACILIK SEKTÖRÜNDE KÂRLILIK VE REKABETİN DEVAMLILIĞI THE PERSISTENCE OF PROFITABILITY AND COMPETITION IN THE TURKISH BANKING SECTOR

Size: px
Start display at page:

Download "ABSTRACT TÜRK BANKACILIK SEKTÖRÜNDE KÂRLILIK VE REKABETİN DEVAMLILIĞI THE PERSISTENCE OF PROFITABILITY AND COMPETITION IN THE TURKISH BANKING SECTOR"

Transcription

1 158 Ercyes Ünverstes İktsad ve İdar Blmler Fakültes Dergs, Sayı: 30, Ocak-Hazran 008, ss THE PERSISTENCE OF PROFITABILITY AND COMPETITION IN THE TURKISH BANKING SECTOR ABSTRACT Muhttn KAPLAN * Tuncay ÇELİK ** There s a fast growng emprcal lterature on the dynamcs of competton and the determnants of proftablty dfferences, whch undertakes tme seres analyss of corporate rates of returns usng the methodology of 'the persstence of proftablty' (PP) studes. However, ths lterature s manly concentrated on non-fnancal sector and the studes employng the PP methodology to the fnancal sector, namely bankng, are very lmted. Ths paper reports on tmeseres analyss of the persstence of proftablty and the regresson analyss that relates the dfferences n proftablty across banks to proftablty persstency n the Turksh Bankng Sector. Contrary to the prevous works on the subject, emprcal results suggest that the short term persstence of profts are moderate and above normal profts dsappears n the long-run mplyng the presence of hgh competton n the sector. Keywords: Competton, Persstence of Proftablty, Determnants of Proftablty, Bankng TÜRK BANKACILIK SEKTÖRÜNDE KÂRLILIK VE REKABETİN DEVAMLILIĞI ÖZ Rekabetn dnamkler ve karlılık farklılıkların belrleyenlern konu alan, 'karlılığın sürekllğ' (KS) metodolojs yardımı le frmaların getr oranlarının zaman sers analzn çeren amprk lteratür hızlı br şeklde gelşmektedr. Bununla brlkte, bu lteratür genel olarak fnansal sektör dışındak sektörlerde odaklanmış ve KS metodolojn bankacılık gb fnans sektörüne uygulayan çalışmaların sayısı oldukça sınırlıdır. Bu çalışma, Türk bankacılık sektörü çn, karlılığın sürekllğnn zaman sers analznden ve bankalar arası karlılık farklılıklarını karlılığın sürekllğ le lşklendren regresyon analznden elde edlen bulguları çermektedr. Bu konudak öncek çalışmalardan farklı olarak bu çalışmada sunulan amprk bulgular, karların kısa dönem sürekllğnn ılımlı olduğunu ve uzun dönemde aşırı karların kaybolduğunu ve halyle sektördek rekabetn oldukça yüksek olduğunu göstermektedr. Anahtar Kavramlar: Rekabet, Kârlılığın Sürekllğ, Karlılığın Belrleyenler, Bankacılık * Yrd. Doç. Dr., Nğde Ünverstes, İİBF, İktsat Bölümü ** Yrd. Doç. Dr., Nğde Ünverstes, İİBF, İktsat Bölümü Makalenn gelş tarh: Ekm 007, kabul tarh: Şubat 008 INTRODUCTION Ths paper examnes the nature and ntensty of competton n the Turksh bankng sector emprcally and provdes evdence on the determnants of the observed proftablty dfferences among the Turksh banks. Understandng the ntensty of competton s partcularly mportant n the bankng sector of the economy. Ths s due to the mportance of bankng sector n the modern economes as beng ntermedary n the transfer of funds from savers to borrowers, evaluatng borrowers, and provdng lqudty (Gorton and Wnton, 003). As competton ncreases n the sector, banks wll be forced to operate effcently and allocate ther resources where t s requred the most, thereby contrbutng sgnfcantly to the performance of the economy. In addton, favorable compettve envronment helps banks to strengthen ther postons and makes the economy less prone to fnancal crss. Despte the undsputed mportance of the subject, there has been relatvely lttle emprcal research on tme seres analyss of persstency of profts n bankng sector. Most of the studes n the exstng lterature on the ntensty of competton n Turksh bankng carred out usng cross-secton or panel data concludes that Turksh bankng ndustry s characterzed wth the olgopolstc market structure. However, competton process and proftablty are dynamc process and statc measures of concentraton cannot represent competton ntensty adequately. Compettve dynamcs may be better captured by undertakng tme seres analyss of corporate rates of returns usng the well-establshed methodology of 'the persstence of proftablty' (PP) studes n ndustral organzaton (Glen et. al., 003). There s a fast growng emprcal lterature on the persstence of proftablty n non-fnancal sector (Muller, 1977; Muller, 1990; Maruyama and Odagar, 00; Gerosk and Jacquemn, 1988; Glen et. al., 001; Glen et. al., 003; Yurtoglu, 004; Gschwandtner, 005). However, the studes that appled the persstence of proftablty methodology to non-fnancal sector, namely bankng, are very lmted n number. Bektas (007) measured the ntensty of competton n the Turksh bankng sector usng the PP methodology and employng the data from 8 banks over the perod of 1989 to 003. The author reports that the short-run persstency coeffcent has a mean value of 0.4 and profts above norm erode n the long-run. Taken together, the author concludes that competton s moderately hgh n Turksh bankng sector. Ths study ams to nvestgate the ntensty of competton and ts relatonshp wth frm characterstcs n the Turksh bankng sector and extends the prevous studes n a number of ways. Ths study employs tme seres data coverng the perod of 1980 to 1998, delberately excludng the remanng perod of 1999 to today. The reason s that wdespread fraud and lootng began n 1999 led to the deepest bankng crss of 001 n the hstory of modern Turkey. In ths perod, as well documented by Soral et. al. (006), bank owners

2 The Persstence of Proftablty and Competton n The Turksh Bankng Sector Ercyes Ünverstes İktsad ve İdar Blmler Fakültes Dergs, Sayı: 30, Ocak-Hazran 008, ss lent to ther own companes above the legally set lmts usng ntermedary frms, and other banks (back-to-back lendng among banks). Later, these companes announced bankruptcy leavng many banks nsolvent. For ths reason, the balance sheet of many banks cannot be trusted, especally durng the perod of 1999 to 001. For example, most of the banks (about 80 percent of the survvng banks) reports negatve profts rangng from -64 per cent to 3 per cent averagng -8.5 per cent n 001. The data set used n ths study wll enable us to test f the fndngs of Bektas s (007) study are senstve to the sample perod employed. More mportantly, we wll apply regresson analyss to examne to what extend frm characterstcs explan the observed proft persstency across banks. I. METHODOLOGY The methodology of the paper follows the methodology employed n the persstence of proftablty studes of Mueller (1986), Glen et. al. (001), Maruyama and Odagar (00), Glen et. al. (003), and Yurtoglu (004). These studes, adoptng the Schumpetaran perspectve on the competton process, take competton as a dynamc process n whch the forces of entry and ext erode profts n the long-run. Intutvely, f competton s ntense the above average profts n one perod wll be eroded n the subsequent perods. Otherwse, frms earnng above average profts wll be able to mantan the same level of profts n the subsequent perods mplyng the presence of persstence of profts. In PP studes, these deas are formulated wthn the followng frst order auto-regressve equaton. P P + u t = + t 1 α (1) t where Pt s the proftablty of frm at tme t, α s constant and s the parameter that represents the speed of adjustment coeffcents of excess profts to the norm and u t s the usual error term. Assumng that s n the range of (-1,1), the equlbrum or long-run proftablty level of frm ( P LR ) wll be P = α /( 1 ) LR. The vrtue of equaton (1) s that t allows the analyss of competton dynamcs wthout requrng unobservable varable of the threat of entry. As shown by Gerosk (1990), equaton (1) can be regarded as the reduced form of the two equatons model. In the frst equaton, the ext of frms or the threat of entry ths year s assumed to be a functon of the dfference between the actual proft rate and the long-run proft rate n the prevous year. In the second equaton, ths entry threat (ext of frms) s assumed to reduce (ncrease) the proft rate n the current year. In order to control for the busness cycle and other common factors whch affect all banks, a normalzed proftablty measure ( π = P P ), s employed t t t n the regresson analyss. The measure π represents the devatons of bank ' s proftablty at tme t from the average proftablty across banks P ) at tme t. Then, the persstency of proft model s gven as: = α + π + π ε t 1 ( t 1) ( t ) t () π + whereα, 1 and t are coeffcents and the ε t are random errors. In our emprcal analyss, we estmated the followng Dckey-Fuller regresson for equaton () and recovered the persstency coeffcent, from equaton (3). π = α + β π + γ π + ε t = ( t 1) ( t 1 ) t (3) where π π π ( 1) and comparng the model wth (), t t t β = 1 ) = (1 ) and γ =. ( 1 To explan the underlyng reasons for the dfferences n persstence proftablty across frms, the equaton below, whch relates the persstency coeffcents to bank characterstcs, s estmated. SOLV BOND+ e (4) = θ0 + θ1 + θlka + θ3size + θ4size + θ5ini + θ6 where SOLV represents the solvency rato defned as equty captal over total assets, LKA s the lqudty rsk and defned as the ratos of lqud assets to total assets, SIZE represents the sze and defned as the natural logarthm of total assets, SIZE s the square of sze varable, INI s the rato of total nterest ncomes to total nterest expenses, and BOND represents the rato of nterest earnngs from bonds to total nterest earnngs. The explanatory varables ncluded n equaton (4) are chosen smlar to the emprcal studes of Molyneux and Thornton (199), Berger (1995) and Okumus (00) on the determnants of proftablty n bankng sector. The rato of equty captal to total assets ( SOLV ) s a measure of the captal adequacy of the bank whch reflects the solvency rsk born by the depostors and ultmately shareholders of the bank. The hgher SOLV reflects a lower rsk n the sense that the bank s asset portfolo s not expanded beyond what the bank can afford n terms of captal adequacy. Hence, the coeffcent for ths varable s expected to be negatve. Total assets ( SIZE ) can be consdered as a proxy for bank sze ( t

3 The Persstence of Proftablty and Competton n The Turksh Bankng Sector Ercyes Ünverstes İktsad ve İdar Blmler Fakültes Dergs, Sayı: 30, Ocak-Hazran 008, ss and they are expected to be postvely related to proftablty performance. The rato of lqud assets to total assets ( LKA ) s used n as a measure of lqudty. Although optmal lqudty rato s expected to have a postve effect on bank proftablty, an excess value of ths rato may have a negatve effect mplyng a lost n nterest ncome. Hence, the sgn of ths varable may be postve or negatve. The other explanatory varables effectng bank proftablty are total nterest ncomes to total nterest expenses ( INI ) and nterest earnngs from government bonds to total nterest earnngs. These varables coeffcents are expected to be postve, because an ncrease n the value of these varables rases the bank proftablty. II. THE DATA AND UNIT ROOT TESTS Before undertakng the econometrc analyss of the persstency of profts and ts determnants, ths secton ntroduces the data and ts tme seres propertes subject to emprcal analyss. The data s obtaned from the 'Banks n Turkey' publshed annually by the Banks Assocaton of Turkey. The data set nvolves a sample of 4 survvng banks over the perod The proftablty, P t, varables subject to the emprcal analyss are defned as earnngs dvded by total assets. The defnton of the other varables s gven n the prevous secton. We now provde tme seres characterstcs of the data employed n the emprcal analyss. A. UNIT ROOT TESTS All emprcal work undertaken wth non-statonary seres faces the danger of beng spurous. Contegraton analyss, developed n the md-80 s, ntroduced the dea that even f underlyng tme seres are non-statonary, lnear combnatons of these seres mght be statonary. For ths reason, emprcal work nvolvng tme seres data should start by searchng for the level of ntegraton of the seres. For ths reason, we employed ADF unt root test and the more powerful Im, Pesaran and Shn's 't-bar' test statstcs. The standardsed t-bar test proposed by Im, Pesaran and Shn (003), henceforth IPS, ncreases the power by explotng the panel structure of the data, and t s employed n ths study to avod the crtcsm related to the low power of the ADF test. The t-bar test s based on the average value of the Augmented Dckey-Fuller statstcs, t ˆ T ( p, γ ), = 1,,..., N, where p s the order of ADF regresson, T s the number of observaton n the sample and γˆ s the estmated vector of coeffcents on the augmented lag changes. IPS (003) show that under the null hypothess, when N and T are large and N / T small, ths E t T p,0) and statstc has a standard normal dstrbuton. The values of [ ] ( [ t T p,0)] V ( are tabulated n IPS. Usng equaton (3), we calculated two sets of tests of the unt root hypothess for each of the 4 banks; In the frst (unrestrcted) set, Y ( t 1) s ncluded n all regressons whle, n the second (parsmonous) set, we employed a specfcaton search whch nvolves the use of the Schwarz-Bayesan Crteron (SBC) to decde whether or not to exclude the lagged Y ( t 1) term. In both cases, the standardsed t-bar statstcs s calculated and compared to the relevant table values. The results of the ADF unt root test suggest that the null hypothess of unt root s rejected n most of the cases. The normalsed t-bar test results provde strong support for the statonarty process for the persstency varable. Usng the Schwarz Bayesan Crteron (SBC) to determne the order of augmentaton n the ADF regressons, when appled to the return on assets, the normalsed t-bar statstcs was ndcatng the rejecton of unt root hypothess. The crtcal t- bar value s and -1.8 at the 1 percent and the 5 percent level of sgnfcance respectvely for 19 observatons and 4 banks. Combnng the test results, provded by the ADF and t-bar statstcs, the evdence suggests that the data employed n emprcal analyss has no unt root. III. RESULTS Ths secton, frst, presents the emprcal evdence on the persstence of proftablty n Turksh bankng, and then provdes evdence on the underlyng frm characterstcs that s related to persstent proftablty dfferences across banks. Table 1 provdes summary results for persstency varable obtaned from the estmaton of equaton (3) and recoverng the persstency coeffcent, from equaton (3) usng the equaton () across all banks followng the specfcaton search descrbed above. The results ndcate that the ncluson of the lagged dependent varable n the model s not requred for out of 4 banks for the persstency model. Secondly, the regressons have reasonable fts wth R that s about 0.85 on average and lower than 0.10 for only 3 of 4 banks. The Adf gves the t-values assocated wth β n equaton (3). The average value for s 0.36 mplyng the presence of relatvely compettve envronment n the bankng sector. The long-run persstency of profts whch s calculated as π LR = α /( 1 ) s very close to zero and not statstcally sgnfcant ndcatng that profts above the norm erode over tme.

4 The Persstence of Proftablty and Competton n The Turksh Bankng Sector Ercyes Ünverstes İktsad ve İdar Blmler Fakültes Dergs, Sayı: 30, Ocak-Hazran 008, ss Table 1: Persstence of Profts: Summary of Results of Tme Seres Analyss α Adf R π LR Mean (st. error) (0.003) 0.36 (0.048) (0.134) Medan St. Dev Mn Max A= B= 1 C=0 D=0 E= 0 Note: Estmated coeffcents, α, corresponds to the parameters of equaton (3), where β 1. Reported statstcs ndcates the dstrbuton of the statstcs across banks n the = sector. Standard errors are n parentheses. A shows the number of frms for whch γ = 0, B ndcates the number of frms for whch R exceeds 0.1, C shows the number of frms for whch π LR s sgnfcantly postve (at the 5% level), D shows the number of frms for whch π LR s sgnfcantly negatve (at the 5% level) and E shows the number of regressons whch are dynamcally unstable. It s worth mentonng that the total number of frms s 4. Comparng these fndngs wth Bektas s (007) study, one can conclude that the average coeffcent of determnaton s consderably hgh (0.9 aganst 0.15) and the average persstency coeffcent s more accurately estmated (tvalue of 7.5 aganst 1.7) n ths study. Ths study supports the fndng of Bektas (007) ndcatng that the ntensty of competton s hgh n the Turksh bankng sector. However, the result of our study show that competton s more ntense n the Turksh bankng sector than reported by Bektas (007), who fnds equal to 0.4 on average. Taken together, all these fndngs suggest that the ncluson of crss years mght have partally affected the results reported n Bektas (007). Table presents the results obtaned from the estmaton of equaton (4) as well as the summary and dagnostc statstcs assocated wth the determnants of proft equaton. Taken together, the results provde some mportant nsghts nto the frm characterstcs related to persstent proftablty dfferences across banks. The examnaton of Table shows that the estmated equaton has acceptable dagnostcs and explans a consderable amount of varaton n the persstency of proftablty across banks wth R that s equal to The results ndcate that the solvency (SOLV) and lqudty (LKA) varables, although they assumed the expected sgns, have no power n explanng proftablty dfferences across banks. It seems that those banks whch nvested large share of ther funds to hghly-yeldng and less rsky government bonds acheved to have above normal profts. Ths fndng supports the dea that the bankng sector was heavly dependent for ts earnngs on hghly-yeldng government bonds n the sample perod (Akyüz and Boratav, 003:155). Table : Determnants of Persstence of Proft Ratos, Regressors Coeffcents Standard Error T-rato (Probablty) Constant (0.179) SOLV (0.0) LKA (0.467) SIZE ** (0.10) SIZE 0.07 ** (0.075) INI 0.00 * (0.03) BOND 1.49 ** (0.096) Summary and Dagnostc Statstcs R 0.56 χ (1) S.E χ (1) DW.141 χ () F (7,65) χ (1) sc ff N Het Notes: (*) and (**) ndcate that coeffcents are sgnfcant at the 5% and the 10% levels respectvely. The varables employed to control for sze are hghly sgnfcant mplyng a non-lnear relatonshp between the sze and proftablty of banks. The coeffcent of SIZE s negatve and sgnfcant mplyng the mportance of scale economes n explanng proftablty dfferences across banks. The negatve sgn on SIZE and the postve sng on the SIZE varable together mply that as a bank grows n sze, an ncrease n management complextes reduces the bank's proftablty at frst. However, after a certan pont, ths effect s reduced, leadng to hgher proftablty for very large banks, probably, due to ncreased specalzaton and technologcal advantages. Smlar fndngs are reported for the US bankng ndustry (Hermaln and Wallace, 1994) and for the UK Insurance ndustry (Hardwck and Adams, 003).

5 The Persstence of Proftablty and Competton n The Turksh Bankng Sector Ercyes Ünverstes İktsad ve İdar Blmler Fakültes Dergs, Sayı: 30, Ocak-Hazran 008, ss CONCLUSION Ths paper examnes the ntensty of competton and the relatonshp between persstence of proftablty and frm characterstcs by applyng the PP methodology to the data for 4 Turksh banks. The emprcal results suggest that the short-run persstence of profts are moderate and above normal profts dsappear n the long-run mplyng the presence of hgh competton n the sector. In addton, the results of the regresson analyss ndcate that those banks that nvested n hgh payng government bonds wth almost no rsk earn profts above the norm. It seems that the solvency and the lqudty are not related to the persstence of proftablty across banks. In the face of decreasng real nterest on government bonds and ncreasng competton due to the admsson of foregn banks to the sector, those banks that are heavly dependent for ther earnngs on hghly-yeldng government bonds wll face a danger of decreasng proftablty. For ths reason, the regulatons n the bankng sector should be tghtened and the banks should develop more effcent rsk management technques to avod credt defaults. REFERENCES AKYUZ, Y. and K. BORATAV; (003), "The Makng of Turksh Fnancal Crss", World Development, 31, pp BEKTAŞ, E.; (007), "The Persstence of Profts n The Turksh Bankng System, Appled Economcs Letters, 14, pp DEMSETZ, H.; (1974), "Two Systems of Belef About Monopoly", n Industral Concentraton: The New Learnng (Eds) H. GOLDSCMID, H. MANN and J. WESTON, Lttle Brown, Boston, pp DEMSETZ, H.; (1989), Effcency, Competton and Polcy: The Organsaton of Economc Actvty, Vol., Blackwell Publshng, Oxford, p.30. GEROSKI, P. A.; (1990), "Modellng Persstent Proftablty", n The Dynamcs of Company Profts: An Internatonal Comparson, (Ed.) D. C. MULLER, Cambrdge Unversty Press, Cambrdge, pp GEROSKI, P. and A. JACQUEMIN; (1988), "The Persstence of Profts: A European Comparson", Economc Journal, 98, pp GLEN, J., K. LEE, and S. SINGH; (001), "Persstence of Proftablty and Competton n Emergng Markets", Economcs Letters, 7, pp GLEN, J., K. LEE and S. SINGH; (003), "Corporate Proftablty and The Dynamcs of Competton n Emergng Markets: A Tme Seres Analyss", Economc Journal, 113, pp GORTON, G. and A. WINTON; (003), "Fnancal Intermedaton", n Handbook of the Economcs of Fnance, (Eds) D. G. M. CONSTANTINIDES and M. HARRIS, and R. STULZ, Elsever B. V., pp GSCHWANDTNER, A.; (005), "Proft Persstence n The 'Very' Long Run: Evdence From Survvors and Exters", Appled Economcs, 37, pp HARDWICK, P. and M. ADAMS and H. ZOU; (003), "Corporate Governance and Cost Effcency n The Unted Kngdom LfeInsurance Industry", EBMS Workng Paper, EBMS/003/1, pp.1-31 HERMALIN, B. E. and N.E. WALLACE; (1994), "The Determnants of Effcency and Solvency n Savngs and Loans", Rand Journal of Economcs, 5, pp

6 The Persstence of Proftablty and Competton n The Turksh Bankng Sector 167 IM, K. S. and M.H. PESARAN and Y. SHIN; (003), "Testng For Unt Roots n Heterogeneous Panels", Journal of Econometrcs, 115, pp MARUYAMA, N. and H. ODGARI; (00), "Does The 'Persstence of Profts' Persst?: A Study of Company Profts n Japan, ", Internatonal Journal of Industral Organzaton, 0, pp MUELLER, D.; (1990), The Dynamcs of Company Profts: An Internatonal Comparson, Cambrdge Unversty Press, Cambrdge, pp SORAL, B. H. and T.B. ISCAN and G. HEBB; (006), "Fraud and Bankng Crses: Evdence From Mcro-Level Transactons Data", European Journal of Law and Economcs, 1, pp YURTOGLU, B. B.; (004), "Persstence of Frm-Level Proftablty n Turkey", Appled Economcs, 36, pp BERGER, A. N.; (1995), "The Proft-Structure Relatonshp n Bankng Test of Market-Power and Effcent-Structure Hypotheses", Journal of Money, Credt and Bankng, 7, pp OKUMUS, H. S.; (00), "Market Structure and Effcency as Determnant of Proftablty n The Turksh Bankng Industry", Yapı Kred Economc Revew, 7, pp MOLYNEUX, P.; (1993), "Market Structure and Proftablty n European Bankng, The Insttue of European Fnance, no: 93/5, p.3

THE DETERMINANTS OF THE TUNISIAN BANKING INDUSTRY PROFITABILITY: PANEL EVIDENCE

THE DETERMINANTS OF THE TUNISIAN BANKING INDUSTRY PROFITABILITY: PANEL EVIDENCE THE DETERMINANTS OF THE TUNISIAN BANKING INDUSTRY PROFITABILITY: PANEL EVIDENCE Samy Ben Naceur ERF Research Fellow Department of Fnance Unversté Lbre de Tuns Avenue Khéreddne Pacha, 002 Tuns Emal : sbennaceur@eudoramal.com

More information

Can Auto Liability Insurance Purchases Signal Risk Attitude?

Can Auto Liability Insurance Purchases Signal Risk Attitude? Internatonal Journal of Busness and Economcs, 2011, Vol. 10, No. 2, 159-164 Can Auto Lablty Insurance Purchases Sgnal Rsk Atttude? Chu-Shu L Department of Internatonal Busness, Asa Unversty, Tawan Sheng-Chang

More information

The impact of hard discount control mechanism on the discount volatility of UK closed-end funds

The impact of hard discount control mechanism on the discount volatility of UK closed-end funds Investment Management and Fnancal Innovatons, Volume 10, Issue 3, 2013 Ahmed F. Salhn (Egypt) The mpact of hard dscount control mechansm on the dscount volatlty of UK closed-end funds Abstract The mpact

More information

An Alternative Way to Measure Private Equity Performance

An Alternative Way to Measure Private Equity Performance An Alternatve Way to Measure Prvate Equty Performance Peter Todd Parlux Investment Technology LLC Summary Internal Rate of Return (IRR) s probably the most common way to measure the performance of prvate

More information

SIMPLE LINEAR CORRELATION

SIMPLE LINEAR CORRELATION SIMPLE LINEAR CORRELATION Smple lnear correlaton s a measure of the degree to whch two varables vary together, or a measure of the ntensty of the assocaton between two varables. Correlaton often s abused.

More information

High Correlation between Net Promoter Score and the Development of Consumers' Willingness to Pay (Empirical Evidence from European Mobile Markets)

High Correlation between Net Promoter Score and the Development of Consumers' Willingness to Pay (Empirical Evidence from European Mobile Markets) Hgh Correlaton between et Promoter Score and the Development of Consumers' Wllngness to Pay (Emprcal Evdence from European Moble Marets Ths paper shows that the correlaton between the et Promoter Score

More information

Two Faces of Intra-Industry Information Transfers: Evidence from Management Earnings and Revenue Forecasts

Two Faces of Intra-Industry Information Transfers: Evidence from Management Earnings and Revenue Forecasts Two Faces of Intra-Industry Informaton Transfers: Evdence from Management Earnngs and Revenue Forecasts Yongtae Km Leavey School of Busness Santa Clara Unversty Santa Clara, CA 95053-0380 TEL: (408) 554-4667,

More information

HOUSEHOLDS DEBT BURDEN: AN ANALYSIS BASED ON MICROECONOMIC DATA*

HOUSEHOLDS DEBT BURDEN: AN ANALYSIS BASED ON MICROECONOMIC DATA* HOUSEHOLDS DEBT BURDEN: AN ANALYSIS BASED ON MICROECONOMIC DATA* Luísa Farnha** 1. INTRODUCTION The rapd growth n Portuguese households ndebtedness n the past few years ncreased the concerns that debt

More information

PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 12

PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 12 14 The Ch-squared dstrbuton PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 1 If a normal varable X, havng mean µ and varance σ, s standardsed, the new varable Z has a mean 0 and varance 1. When ths standardsed

More information

DO LOSS FIRMS MANAGE EARNINGS AROUND SEASONED EQUITY OFFERINGS?

DO LOSS FIRMS MANAGE EARNINGS AROUND SEASONED EQUITY OFFERINGS? DO LOSS FIRMS MANAGE EARNINGS AROUND SEASONED EQUITY OFFERINGS? Fernando Comran, Unversty of San Francsco, School of Management, 2130 Fulton Street, CA 94117, Unted States, fcomran@usfca.edu Tatana Fedyk,

More information

Marginal Returns to Education For Teachers

Marginal Returns to Education For Teachers The Onlne Journal of New Horzons n Educaton Volume 4, Issue 3 MargnalReturnstoEducatonForTeachers RamleeIsmal,MarnahAwang ABSTRACT FacultyofManagementand Economcs UnverstPenddkanSultan Idrs ramlee@fpe.ups.edu.my

More information

Financial Mathemetics

Financial Mathemetics Fnancal Mathemetcs 15 Mathematcs Grade 12 Teacher Gude Fnancal Maths Seres Overvew In ths seres we am to show how Mathematcs can be used to support personal fnancal decsons. In ths seres we jon Tebogo,

More information

Gender differences in revealed risk taking: evidence from mutual fund investors

Gender differences in revealed risk taking: evidence from mutual fund investors Economcs Letters 76 (2002) 151 158 www.elsever.com/ locate/ econbase Gender dfferences n revealed rsk takng: evdence from mutual fund nvestors a b c, * Peggy D. Dwyer, James H. Glkeson, John A. Lst a Unversty

More information

The Journal of Applied Business Research January/February 2010 Volume 26, Number 1

The Journal of Applied Business Research January/February 2010 Volume 26, Number 1 Product Dversfcaton In Compettve R&D-Intensve Frms: An Emprcal Study Of The Computer Software Industry C. Catherne Chang, Elon Unversty, USA ABSTRACT Ths paper studes the effect of dversfcaton nto dfferent

More information

The DAX and the Dollar: The Economic Exchange Rate Exposure of German Corporations

The DAX and the Dollar: The Economic Exchange Rate Exposure of German Corporations The DAX and the Dollar: The Economc Exchange Rate Exposure of German Corporatons Martn Glaum *, Marko Brunner **, Holger Hmmel *** Ths paper examnes the economc exposure of German corporatons to changes

More information

Sulaiman Mouselli Damascus University, Damascus, Syria. and. Khaled Hussainey* Stirling University, Stirling, UK

Sulaiman Mouselli Damascus University, Damascus, Syria. and. Khaled Hussainey* Stirling University, Stirling, UK CORPORATE GOVERNANCE, ANALYST FOLLOWING AND FIRM VALUE Sulaman Mousell Damascus Unversty, Damascus, Syra and Khaled Hussaney* Strlng Unversty, Strlng, UK Ths paper s accepted for publcaton at: Corporate

More information

Causal, Explanatory Forecasting. Analysis. Regression Analysis. Simple Linear Regression. Which is Independent? Forecasting

Causal, Explanatory Forecasting. Analysis. Regression Analysis. Simple Linear Regression. Which is Independent? Forecasting Causal, Explanatory Forecastng Assumes cause-and-effect relatonshp between system nputs and ts output Forecastng wth Regresson Analyss Rchard S. Barr Inputs System Cause + Effect Relatonshp The job of

More information

The Investor Recognition Hypothesis:

The Investor Recognition Hypothesis: The Investor Recognton Hypothess: the New Zealand Penny Stocks Danel JP Cha, Department of Accountng and Fnance, onash Unversty, Clayton 3168, elbourne, Australa, and Danel FS Cho, Department of Fnance,

More information

Macro Factors and Volatility of Treasury Bond Returns

Macro Factors and Volatility of Treasury Bond Returns Macro Factors and Volatlty of Treasury Bond Returns Jngzh Huang Department of Fnance Smeal Colleage of Busness Pennsylvana State Unversty Unversty Park, PA 16802, U.S.A. Le Lu School of Fnance Shangha

More information

A Multistage Model of Loans and the Role of Relationships

A Multistage Model of Loans and the Role of Relationships A Multstage Model of Loans and the Role of Relatonshps Sugato Chakravarty, Purdue Unversty, and Tansel Ylmazer, Purdue Unversty Abstract The goal of ths paper s to further our understandng of how relatonshps

More information

Tourism and trade in OECD countries. A dynamic heterogeneous panel data analysis

Tourism and trade in OECD countries. A dynamic heterogeneous panel data analysis Toursm and trade n OECD countres. A dynamc heterogeneous panel data analyss María Santana-Gallego a, Francsco Ledesma-Rodríguez a, Jorge V. Pérez-Rodríguez b* a Facultad de Cencas Económcas y Empresarales,

More information

The Probability of Informed Trading and the Performance of Stock in an Order-Driven Market

The Probability of Informed Trading and the Performance of Stock in an Order-Driven Market Asa-Pacfc Journal of Fnancal Studes (2007) v36 n6 pp871-896 The Probablty of Informed Tradng and the Performance of Stock n an Order-Drven Market Ta Ma * Natonal Sun Yat-Sen Unversty, Tawan Mng-hua Hseh

More information

benefit is 2, paid if the policyholder dies within the year, and probability of death within the year is ).

benefit is 2, paid if the policyholder dies within the year, and probability of death within the year is ). REVIEW OF RISK MANAGEMENT CONCEPTS LOSS DISTRIBUTIONS AND INSURANCE Loss and nsurance: When someone s subject to the rsk of ncurrng a fnancal loss, the loss s generally modeled usng a random varable or

More information

Stress test for measuring insurance risks in non-life insurance

Stress test for measuring insurance risks in non-life insurance PROMEMORIA Datum June 01 Fnansnspektonen Författare Bengt von Bahr, Younes Elonq and Erk Elvers Stress test for measurng nsurance rsks n non-lfe nsurance Summary Ths memo descrbes stress testng of nsurance

More information

MERGERS AND ACQUISITIONS IN THE SPANISH BANKING INDUSTRY: SOME EMPIRICAL EVIDENCE

MERGERS AND ACQUISITIONS IN THE SPANISH BANKING INDUSTRY: SOME EMPIRICAL EVIDENCE MERGERS AN ACQUISITIONS IN THE SPANISH BANKING INUSTRY: SOME EMPIRICA EVIENCE Ignaco Fuentes and Teresa Sastre Banco de España Banco de España Servco de Estudos ocumento de Trabajo n.º 9924 MERGERS AN

More information

! # %& ( ) +,../ 0 1 2 3 4 0 4 # 5##&.6 7% 8 # 0 4 2 #...

! # %& ( ) +,../ 0 1 2 3 4 0 4 # 5##&.6 7% 8 # 0 4 2 #... ! # %& ( ) +,../ 0 1 2 3 4 0 4 # 5##&.6 7% 8 # 0 4 2 #... 9 Sheffeld Economc Research Paper Seres SERP Number: 2011010 ISSN 1749-8368 Sarah Brown, Aurora Ortz-Núñez and Karl Taylor Educatonal loans and

More information

Transition Matrix Models of Consumer Credit Ratings

Transition Matrix Models of Consumer Credit Ratings Transton Matrx Models of Consumer Credt Ratngs Abstract Although the corporate credt rsk lterature has many studes modellng the change n the credt rsk of corporate bonds over tme, there s far less analyss

More information

Informational Content of Option Trading on Acquirer Announcement Return * National Chengchi University. The University of Hong Kong.

Informational Content of Option Trading on Acquirer Announcement Return * National Chengchi University. The University of Hong Kong. Informatonal Content of Opton Tradng on Acqurer Announcement Return * Konan Chan a, b,, L Ge b,, and Tse-Chun Ln b, a Natonal Chengch Unversty b The Unversty of Hong Kong Aprl, 2012 Abstract Ths paper

More information

World currency options market efficiency

World currency options market efficiency Arful Hoque (Australa) World optons market effcency Abstract The World Currency Optons (WCO) maket began tradng n July 2007 on the Phladelpha Stock Exchange (PHLX) wth the new features. These optons are

More information

Kiel Institute for World Economics Duesternbrooker Weg 120 24105 Kiel (Germany) Kiel Working Paper No. 1120

Kiel Institute for World Economics Duesternbrooker Weg 120 24105 Kiel (Germany) Kiel Working Paper No. 1120 Kel Insttute for World Economcs Duesternbrooker Weg 45 Kel (Germany) Kel Workng Paper No. Path Dependences n enture Captal Markets by Andrea Schertler July The responsblty for the contents of the workng

More information

Testing for imperfect competition on EU deposit and loan markets. with Bresnahan s market power model

Testing for imperfect competition on EU deposit and loan markets. with Bresnahan s market power model Testng for mperfect competton on EU depost and loan markets wth Bresnahan s market power model J.A. Bkker 1 February 2003 Research Seres Supervson no. 52 Secton Bankng and Supervsory Strateges, Drectorate

More information

KEY PERFORMANCE INDICATORS AND ANALYSTS' EARNINGS FORECAST ACCURACY: AN APPLICATION OF CONTENT ANALYSIS

KEY PERFORMANCE INDICATORS AND ANALYSTS' EARNINGS FORECAST ACCURACY: AN APPLICATION OF CONTENT ANALYSIS ASIAN ACADEMY of MANAGEMENT JOURNAL of ACCOUNTING and FINANCE AAMJAF, Vol. 7, No. 2, 79 102, 2011 KEY PERFORMANCE INDICATORS AND ANALYSTS' EARNINGS FORECAST ACCURACY: AN APPLICATION OF CONTENT ANALYSIS

More information

Is There A Tradeoff between Employer-Provided Health Insurance and Wages?

Is There A Tradeoff between Employer-Provided Health Insurance and Wages? Is There A Tradeoff between Employer-Provded Health Insurance and Wages? Lye Zhu, Southern Methodst Unversty October 2005 Abstract Though most of the lterature n health nsurance and the labor market assumes

More information

Answer: A). There is a flatter IS curve in the high MPC economy. Original LM LM after increase in M. IS curve for low MPC economy

Answer: A). There is a flatter IS curve in the high MPC economy. Original LM LM after increase in M. IS curve for low MPC economy 4.02 Quz Solutons Fall 2004 Multple-Choce Questons (30/00 ponts) Please, crcle the correct answer for each of the followng 0 multple-choce questons. For each queston, only one of the answers s correct.

More information

Evaluating credit risk models: A critique and a new proposal

Evaluating credit risk models: A critique and a new proposal Evaluatng credt rsk models: A crtque and a new proposal Hergen Frerchs* Gunter Löffler Unversty of Frankfurt (Man) February 14, 2001 Abstract Evaluatng the qualty of credt portfolo rsk models s an mportant

More information

Management Quality, Financial and Investment Policies, and. Asymmetric Information

Management Quality, Financial and Investment Policies, and. Asymmetric Information Management Qualty, Fnancal and Investment Polces, and Asymmetrc Informaton Thomas J. Chemmanur * Imants Paegls ** and Karen Smonyan *** Current verson: December 2007 * Professor of Fnance, Carroll School

More information

1. Measuring association using correlation and regression

1. Measuring association using correlation and regression How to measure assocaton I: Correlaton. 1. Measurng assocaton usng correlaton and regresson We often would lke to know how one varable, such as a mother's weght, s related to another varable, such as a

More information

Criminal Justice System on Crime *

Criminal Justice System on Crime * On the Impact of the NSW Crmnal Justce System on Crme * Dr Vasls Sarafds, Dscplne of Operatons Management and Econometrcs Unversty of Sydney * Ths presentaton s based on jont work wth Rchard Kelaher 1

More information

Using Series to Analyze Financial Situations: Present Value

Using Series to Analyze Financial Situations: Present Value 2.8 Usng Seres to Analyze Fnancal Stuatons: Present Value In the prevous secton, you learned how to calculate the amount, or future value, of an ordnary smple annuty. The amount s the sum of the accumulated

More information

The timing ability of hybrid funds of funds

The timing ability of hybrid funds of funds The tmng ablty of hybrd funds of funds Javer Rodríguez* Graduate School of Busness Admnstraton Unversty of Puerto Rco PO 23332 San Juan, PR 00931 Abstract Hybrd mutual funds are funds that nvest n a combnaton

More information

Bank liability structure, FDIC loss, and time to failure: A quantile regression approach

Bank liability structure, FDIC loss, and time to failure: A quantile regression approach Bank lablty structure, FDIC loss, and tme to falure: A quantle regresson approach Klaus Schaeck* October 2006 * Correspondng address: Unversty of Southampton, Hghfeld, Southampton SO17 1BJ, Unted Kngdom;

More information

Bank Credit Conditions and their Influence on Productivity Growth: Company-level Evidence

Bank Credit Conditions and their Influence on Productivity Growth: Company-level Evidence Bank Credt Condtons and ther Influence on Productvty Growth: Company-level Evdence Rebecca Rley*, Chara Rosazza Bondbene* and Garry Young** *Natonal Insttute of Economc and Socal Research & Centre For

More information

The impact of bank capital requirements on bank risk: an econometric puzzle and a proposed solution

The impact of bank capital requirements on bank risk: an econometric puzzle and a proposed solution Banks and Bank Systems, Volume 4, Issue 1, 009 Robert L. Porter (USA) The mpact of bank captal requrements on bank rsk: an econometrc puzzle and a proposed soluton Abstract The relatonshp between bank

More information

Exhaustive Regression. An Exploration of Regression-Based Data Mining Techniques Using Super Computation

Exhaustive Regression. An Exploration of Regression-Based Data Mining Techniques Using Super Computation Exhaustve Regresson An Exploraton of Regresson-Based Data Mnng Technques Usng Super Computaton Antony Daves, Ph.D. Assocate Professor of Economcs Duquesne Unversty Pttsburgh, PA 58 Research Fellow The

More information

How To Evaluate A Dia Fund Suffcency

How To Evaluate A Dia Fund Suffcency DI Fund Suffcency Evaluaton Methodologcal Recommendatons and DIA Russa Practce Andre G. Melnkov Deputy General Drector DIA Russa THE DEPOSIT INSURANCE CONFERENCE IN THE MENA REGION AMMAN-JORDAN, 18 20

More information

Calendar Corrected Chaotic Forecast of Financial Time Series

Calendar Corrected Chaotic Forecast of Financial Time Series INTERNATIONAL JOURNAL OF BUSINESS, 11(4), 2006 ISSN: 1083 4346 Calendar Corrected Chaotc Forecast of Fnancal Tme Seres Alexandros Leonttss a and Costas Sropoulos b a Center for Research and Applcatons

More information

Management Quality and Equity Issue Characteristics: A Comparison of SEOs and IPOs

Management Quality and Equity Issue Characteristics: A Comparison of SEOs and IPOs Management Qualty and Equty Issue Characterstcs: A Comparson of SEOs and IPOs Thomas J. Chemmanur * Imants Paegls ** and Karen Smonyan *** Current verson: November 2009 (Accepted, Fnancal Management, February

More information

The Effects of Tax Rate Changes on Tax Bases and the Marginal Cost of Public Funds for Canadian Provincial Governments

The Effects of Tax Rate Changes on Tax Bases and the Marginal Cost of Public Funds for Canadian Provincial Governments The Effects of Tax Rate Changes on Tax Bases and the Margnal Cost of Publc Funds for Canadan Provncal Governments Bev Dahlby a and Ergete Ferede b a Department of Economcs, Unversty of Alberta, Edmonton,

More information

WORKING PAPER. C.D. Howe Institute. The Effects of Tax Rate Changes on Tax Bases and the Marginal Cost of Public Funds for Provincial Governments

WORKING PAPER. C.D. Howe Institute. The Effects of Tax Rate Changes on Tax Bases and the Marginal Cost of Public Funds for Provincial Governments MARCH 211 C.D. Howe Insttute WORKING PAPER FISCAL AND TAX COMPETITIVENESS The Effects of Tax Rate Changes on Tax Bases and the Margnal Cost of Publc Funds for Provncal Governments Bev Dahlby Ergete Ferede

More information

Dynamics of Toursm Demand Models in Japan

Dynamics of Toursm Demand Models in Japan hort-run and ong-run structural nternatonal toursm demand modelng based on Dynamc AID model -An emprcal research n Japan- Atsush KOIKE a, Dasuke YOHINO b a Graduate chool of Engneerng, Kobe Unversty, Kobe,

More information

Analysis of Premium Liabilities for Australian Lines of Business

Analysis of Premium Liabilities for Australian Lines of Business Summary of Analyss of Premum Labltes for Australan Lnes of Busness Emly Tao Honours Research Paper, The Unversty of Melbourne Emly Tao Acknowledgements I am grateful to the Australan Prudental Regulaton

More information

Health Insurance and Household Savings

Health Insurance and Household Savings Health Insurance and Household Savngs Mnchung Hsu Job Market Paper Last Updated: November, 2006 Abstract Recent emprcal studes have documented a puzzlng pattern of household savngs n the U.S.: households

More information

The Racial and Gender Interest Rate Gap. in Small Business Lending: Improved Estimates Using Matching Methods*

The Racial and Gender Interest Rate Gap. in Small Business Lending: Improved Estimates Using Matching Methods* The Racal and Gender Interest Rate Gap n Small Busness Lendng: Improved Estmates Usng Matchng Methods* Yue Hu and Long Lu Department of Economcs Unversty of Texas at San Antono Jan Ondrch and John Ynger

More information

Forecasting and Stress Testing Credit Card Default using Dynamic Models

Forecasting and Stress Testing Credit Card Default using Dynamic Models Forecastng and Stress Testng Credt Card Default usng Dynamc Models Tony Bellott and Jonathan Crook Credt Research Centre Unversty of Ednburgh Busness School Verson 4.5 Abstract Typcally models of credt

More information

The Application of Fractional Brownian Motion in Option Pricing

The Application of Fractional Brownian Motion in Option Pricing Vol. 0, No. (05), pp. 73-8 http://dx.do.org/0.457/jmue.05.0..6 The Applcaton of Fractonal Brownan Moton n Opton Prcng Qng-xn Zhou School of Basc Scence,arbn Unversty of Commerce,arbn zhouqngxn98@6.com

More information

STAMP DUTY ON SHARES AND ITS EFFECT ON SHARE PRICES

STAMP DUTY ON SHARES AND ITS EFFECT ON SHARE PRICES STAMP UTY ON SHARES AN ITS EFFECT ON SHARE PRICES Steve Bond Mke Hawkns Alexander Klemm THE INSTITUTE FOR FISCAL STUIES WP04/11 STAMP UTY ON SHARES AN ITS EFFECT ON SHARE PRICES Steve Bond (IFS and Unversty

More information

Risk Model of Long-Term Production Scheduling in Open Pit Gold Mining

Risk Model of Long-Term Production Scheduling in Open Pit Gold Mining Rsk Model of Long-Term Producton Schedulng n Open Pt Gold Mnng R Halatchev 1 and P Lever 2 ABSTRACT Open pt gold mnng s an mportant sector of the Australan mnng ndustry. It uses large amounts of nvestments,

More information

Capital efficiency and market value in knowledge and capitalintensive firms: an empirical study

Capital efficiency and market value in knowledge and capitalintensive firms: an empirical study Ganpaolo Iazzolno (Italy), Guseppe Mglano (Italy), Rosa Forgone (Italy), Marangela Grmonte (Italy) Captal effcency and market value n knowledge and captalntensve frms: an emprcal study Abstract The ncreasng

More information

Empirical Evidence of Trade Credit Uses of Brazilian Publicly Listed Companies

Empirical Evidence of Trade Credit Uses of Brazilian Publicly Listed Companies Avalable onlne at http:// BAR, Curtba, v. 7, n. 3, art. 2, pp. 242-259, July/Sept. 2010 Emprcal Evdence of Trade Credt Uses of Brazlan Publcly Lsted Companes Rchard Sato * E-mal address: rsato@fgvsp.br

More information

THE EFFECT OF PREPAYMENT PENALTIES ON THE PRICING OF SUBPRIME MORTGAGES

THE EFFECT OF PREPAYMENT PENALTIES ON THE PRICING OF SUBPRIME MORTGAGES THE EFFECT OF PREPAYMENT PENALTIES ON THE PRICING OF SUBPRIME MORTGAGES Gregory Ellehausen, Fnancal Servces Research Program George Washngton Unversty Mchael E. Staten, Fnancal Servces Research Program

More information

Depreciation of Business R&D Capital

Depreciation of Business R&D Capital Deprecaton of Busness R&D Captal U.S. Bureau of Economc Analyss Abstract R&D deprecaton rates are crtcal to calculatng the rates of return to R&D nvestments and captal servce costs, whch are mportant for

More information

How To Calculate The Accountng Perod Of Nequalty

How To Calculate The Accountng Perod Of Nequalty Inequalty and The Accountng Perod Quentn Wodon and Shlomo Ytzha World Ban and Hebrew Unversty September Abstract Income nequalty typcally declnes wth the length of tme taen nto account for measurement.

More information

Portfolio Loss Distribution

Portfolio Loss Distribution Portfolo Loss Dstrbuton Rsky assets n loan ortfolo hghly llqud assets hold-to-maturty n the bank s balance sheet Outstandngs The orton of the bank asset that has already been extended to borrowers. Commtment

More information

A Model of Private Equity Fund Compensation

A Model of Private Equity Fund Compensation A Model of Prvate Equty Fund Compensaton Wonho Wlson Cho Andrew Metrck Ayako Yasuda KAIST Yale School of Management Unversty of Calforna at Davs June 26, 2011 Abstract: Ths paper analyzes the economcs

More information

Chapter 15 Debt and Taxes

Chapter 15 Debt and Taxes hapter 15 Debt and Taxes 15-1. Pelamed Pharmaceutcals has EBIT of $325 mllon n 2006. In addton, Pelamed has nterest expenses of $125 mllon and a corporate tax rate of 40%. a. What s Pelamed s 2006 net

More information

The announcement effect on mean and variance for underwritten and non-underwritten SEOs

The announcement effect on mean and variance for underwritten and non-underwritten SEOs The announcement effect on mean and varance for underwrtten and non-underwrtten SEOs Bachelor Essay n Fnancal Economcs Department of Economcs Sprng 013 Marcus Wkner and Joel Anehem Ulvenäs Supervsor: Professor

More information

Momentum Trading, Mean Reversal and Overreaction in Chinese Stock Market *

Momentum Trading, Mean Reversal and Overreaction in Chinese Stock Market * Momentum Tradng, Mean Reversal and Overreacton n Chnese Stock Market * YANGRU WU Rutgers Unversty and Hong Kong Insttute for Monetary Research December 2003 (Prelmnary, Comments Welcome) ABSTRACT Whle

More information

Understanding the Impact of Marketing Actions in Traditional Channels on the Internet: Evidence from a Large Scale Field Experiment

Understanding the Impact of Marketing Actions in Traditional Channels on the Internet: Evidence from a Large Scale Field Experiment A research and educaton ntatve at the MT Sloan School of Management Understandng the mpact of Marketng Actons n Tradtonal Channels on the nternet: Evdence from a Large Scale Feld Experment Paper 216 Erc

More information

THE DISTRIBUTION OF LOAN PORTFOLIO VALUE * Oldrich Alfons Vasicek

THE DISTRIBUTION OF LOAN PORTFOLIO VALUE * Oldrich Alfons Vasicek HE DISRIBUION OF LOAN PORFOLIO VALUE * Oldrch Alfons Vascek he amount of captal necessary to support a portfolo of debt securtes depends on the probablty dstrbuton of the portfolo loss. Consder a portfolo

More information

CONSUMER LINES OF CREDIT: THE CHOICE BETWEEN CREDIT CARDS AND HELOCS. In the U.S. today consumers have a choice of two major types of lines of credit

CONSUMER LINES OF CREDIT: THE CHOICE BETWEEN CREDIT CARDS AND HELOCS. In the U.S. today consumers have a choice of two major types of lines of credit CONSUMER LINES OF CREDIT: THE CHOICE BETWEEN CREDIT CARDS AND HELOCS OSU Economcs Workng Paper WP04-04 I. INTRODUCTION In the U.S. today consumers have a choce of two major types of lnes of credt credt

More information

Are Women Better Loan Officers?

Are Women Better Loan Officers? Are Women Better Loan Offcers? Ths verson: February 2009 Thorsten Beck * CentER, Dept. of Economcs, Tlburg Unversty and CEPR Patrck Behr Goethe Unversty Frankfurt André Güttler European Busness School

More information

An Evaluation of the Extended Logistic, Simple Logistic, and Gompertz Models for Forecasting Short Lifecycle Products and Services

An Evaluation of the Extended Logistic, Simple Logistic, and Gompertz Models for Forecasting Short Lifecycle Products and Services An Evaluaton of the Extended Logstc, Smple Logstc, and Gompertz Models for Forecastng Short Lfecycle Products and Servces Charles V. Trappey a,1, Hsn-yng Wu b a Professor (Management Scence), Natonal Chao

More information

WORKING PAPER SERIES TAKING STOCK: MONETARY POLICY TRANSMISSION TO EQUITY MARKETS NO. 354 / MAY 2004. by Michael Ehrmann and Marcel Fratzscher

WORKING PAPER SERIES TAKING STOCK: MONETARY POLICY TRANSMISSION TO EQUITY MARKETS NO. 354 / MAY 2004. by Michael Ehrmann and Marcel Fratzscher WORKING PAPER SERIES NO. 354 / MAY 2004 TAKING STOCK: MONETARY POLICY TRANSMISSION TO EQUITY MARKETS by Mchael Ehrmann and Marcel Fratzscher WORKING PAPER SERIES NO. 354 / MAY 2004 TAKING STOCK: MONETARY

More information

Solution: Let i = 10% and d = 5%. By definition, the respective forces of interest on funds A and B are. i 1 + it. S A (t) = d (1 dt) 2 1. = d 1 dt.

Solution: Let i = 10% and d = 5%. By definition, the respective forces of interest on funds A and B are. i 1 + it. S A (t) = d (1 dt) 2 1. = d 1 dt. Chapter 9 Revew problems 9.1 Interest rate measurement Example 9.1. Fund A accumulates at a smple nterest rate of 10%. Fund B accumulates at a smple dscount rate of 5%. Fnd the pont n tme at whch the forces

More information

7.5. Present Value of an Annuity. Investigate

7.5. Present Value of an Annuity. Investigate 7.5 Present Value of an Annuty Owen and Anna are approachng retrement and are puttng ther fnances n order. They have worked hard and nvested ther earnngs so that they now have a large amount of money on

More information

Analysis of Demand for Broadcastingng servces

Analysis of Demand for Broadcastingng servces Analyss of Subscrpton Demand for Pay-TV Manabu Shshkura * Norhro Kasuga ** Ako Tor *** Abstract In ths paper, we wll conduct an analyss from an emprcal perspectve concernng broadcastng demand behavor and

More information

WORKING PAPERS. Export Credit Guarantees and Export Performance. Evidence from Austrian Firm-Level Data. Harald Badinger, Thomas Url

WORKING PAPERS. Export Credit Guarantees and Export Performance. Evidence from Austrian Firm-Level Data. Harald Badinger, Thomas Url ÖSTERREICHISCHES INSTITUT FÜR WIRTSCHAFTSFORSCHUNG WORKING PAPERS Export Credt Guarantees and Export Performance Evdence from Austran Frm-Level Data Harald Badnger, Thomas Url 423/2012 Export Credt Guarantees

More information

Efficiency Test on Taiwan s Life Insurance Industry- Using X-Efficiency Approach

Efficiency Test on Taiwan s Life Insurance Industry- Using X-Efficiency Approach Informaton and Management Scences Volume 18, Number 1, pp. 37-48, 2007 Effcency Test on Tawan s Lfe Insurance Industry- Usng X-Effcency Approach James C. Hao Tamkang Unversty R.O.C. Abstract Usng twenty-three

More information

An Interest-Oriented Network Evolution Mechanism for Online Communities

An Interest-Oriented Network Evolution Mechanism for Online Communities An Interest-Orented Network Evoluton Mechansm for Onlne Communtes Cahong Sun and Xaopng Yang School of Informaton, Renmn Unversty of Chna, Bejng 100872, P.R. Chna {chsun,yang}@ruc.edu.cn Abstract. Onlne

More information

Analysis of the relationship between working capital policy and operating risk: an empirical study on Jordanian industrial companies

Analysis of the relationship between working capital policy and operating risk: an empirical study on Jordanian industrial companies Investment Management and Fnancal Innovatons, Volume 7, Issue, 00 Fars Nasf Al-Shubr (Jordan) Analyss of the relatonshp between workng capal polcy and operatng rsk: an emprcal study on Jordanan ndustral

More information

Course outline. Financial Time Series Analysis. Overview. Data analysis. Predictive signal. Trading strategy

Course outline. Financial Time Series Analysis. Overview. Data analysis. Predictive signal. Trading strategy Fnancal Tme Seres Analyss Patrck McSharry patrck@mcsharry.net www.mcsharry.net Trnty Term 2014 Mathematcal Insttute Unversty of Oxford Course outlne 1. Data analyss, probablty, correlatons, vsualsaton

More information

Traditional versus Online Courses, Efforts, and Learning Performance

Traditional versus Online Courses, Efforts, and Learning Performance Tradtonal versus Onlne Courses, Efforts, and Learnng Performance Kuang-Cheng Tseng, Department of Internatonal Trade, Chung-Yuan Chrstan Unversty, Tawan Shan-Yng Chu, Department of Internatonal Trade,

More information

Student Performance in Online Quizzes as a Function of Time in Undergraduate Financial Management Courses

Student Performance in Online Quizzes as a Function of Time in Undergraduate Financial Management Courses Student Performance n Onlne Quzzes as a Functon of Tme n Undergraduate Fnancal Management Courses Olver Schnusenberg The Unversty of North Florda ABSTRACT An nterestng research queston n lght of recent

More information

ADVERSE SELECTION IN INSURANCE MARKETS: POLICYHOLDER EVIDENCE FROM THE U.K. ANNUITY MARKET *

ADVERSE SELECTION IN INSURANCE MARKETS: POLICYHOLDER EVIDENCE FROM THE U.K. ANNUITY MARKET * ADVERSE SELECTION IN INSURANCE MARKETS: POLICYHOLDER EVIDENCE FROM THE U.K. ANNUITY MARKET * Amy Fnkelsten Harvard Unversty and NBER James Poterba MIT and NBER * We are grateful to Jeffrey Brown, Perre-Andre

More information

Financial Instability and Life Insurance Demand + Mahito Okura *

Financial Instability and Life Insurance Demand + Mahito Okura * Fnancal Instablty and Lfe Insurance Demand + Mahto Okura * Norhro Kasuga ** Abstract Ths paper estmates prvate lfe nsurance and Kampo demand functons usng household-level data provded by the Postal Servces

More information

Measurement of Farm Credit Risk: SUR Model and Simulation Approach

Measurement of Farm Credit Risk: SUR Model and Simulation Approach Measurement of Farm Credt Rsk: SUR Model and Smulaton Approach Yan Yan, Peter Barry, Ncholas Paulson, Gary Schntkey Contact Author Yan Yan Unversty of Illnos at Urbana-Champagn Department of Agrcultural

More information

PRIVATE SCHOOL CHOICE: THE EFFECTS OF RELIGIOUS AFFILIATION AND PARTICIPATION

PRIVATE SCHOOL CHOICE: THE EFFECTS OF RELIGIOUS AFFILIATION AND PARTICIPATION PRIVATE SCHOOL CHOICE: THE EFFECTS OF RELIIOUS AFFILIATION AND PARTICIPATION Danny Cohen-Zada Department of Economcs, Ben-uron Unversty, Beer-Sheva 84105, Israel Wllam Sander Department of Economcs, DePaul

More information

Simple Interest Loans (Section 5.1) :

Simple Interest Loans (Section 5.1) : Chapter 5 Fnance The frst part of ths revew wll explan the dfferent nterest and nvestment equatons you learned n secton 5.1 through 5.4 of your textbook and go through several examples. The second part

More information

The Current Employment Statistics (CES) survey,

The Current Employment Statistics (CES) survey, Busness Brths and Deaths Impact of busness brths and deaths n the payroll survey The CES probablty-based sample redesgn accounts for most busness brth employment through the mputaton of busness deaths,

More information

Clay House Case Study and Comparison of Two Behemoths ofEC term

Clay House Case Study and Comparison of Two Behemoths ofEC term Drk Schoenmaker (Netherlands), Thjs Bosch (Netherlands) Is the home bas n equtes and bonds declnng n Europe? Abstract Fnance theory suggests that nvestors should hold an nternatonally dversfed portfolo.

More information

CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK. Sample Stability Protocol

CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK. Sample Stability Protocol CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK Sample Stablty Protocol Background The Cholesterol Reference Method Laboratory Network (CRMLN) developed certfcaton protocols for total cholesterol, HDL

More information

Corporate Governance Compliance and the Effects to Capital Structure in Malaysia

Corporate Governance Compliance and the Effects to Capital Structure in Malaysia Internatonal Journal of Economcs and Fnance February, 2010 Corporate Governance Complance and the Effects to Captal Structure n Malaysa Norza Mohd Saad Unverst Tenaga Nasonal, Kampus Sultan Haj Ahmad Shah,

More information

Journal of Empirical Finance

Journal of Empirical Finance Journal of Emprcal Fnance 16 (2009) 126 135 Contents lsts avalable at ScenceDrect Journal of Emprcal Fnance journal homepage: www.elsever.com/locate/jempfn Costly trade, manageral myopa, and long-term

More information

NPAR TESTS. One-Sample Chi-Square Test. Cell Specification. Observed Frequencies 1O i 6. Expected Frequencies 1EXP i 6

NPAR TESTS. One-Sample Chi-Square Test. Cell Specification. Observed Frequencies 1O i 6. Expected Frequencies 1EXP i 6 PAR TESTS If a WEIGHT varable s specfed, t s used to replcate a case as many tmes as ndcated by the weght value rounded to the nearest nteger. If the workspace requrements are exceeded and samplng has

More information

BANKS IN CURRENCY BOARD SYSTEMS AND LIMIT ON MINIMUM LIQUIDITY POSITION IN NATIONAL CURRENCY *

BANKS IN CURRENCY BOARD SYSTEMS AND LIMIT ON MINIMUM LIQUIDITY POSITION IN NATIONAL CURRENCY * BAKS I CURRECY BOARD SYSTEMS AD LIMIT O MIIMUM LIQUIDITY POSITIO I ATIOAL CURRECY * Srečko Devjak ** Receved: 6. 0. 204 Prelmnary communcaton Accepted: 5. 04. 204 UDC: 336.7 Banks n countres wth currency

More information

Hedge Fund Investing in the Aftermath of the Crisis: Where did the Money Go?

Hedge Fund Investing in the Aftermath of the Crisis: Where did the Money Go? Hedge Fund Investng n the Aftermath of the Crss: Where dd the Money Go? Gudo Bollger, Ivan Gudott, Florent Pochon Ths verson: July 2010 Abstract Ths paper nvestgates the determnants of hedge fund flows

More information

IDENTIFICATION AND CORRECTION OF A COMMON ERROR IN GENERAL ANNUITY CALCULATIONS

IDENTIFICATION AND CORRECTION OF A COMMON ERROR IN GENERAL ANNUITY CALCULATIONS IDENTIFICATION AND CORRECTION OF A COMMON ERROR IN GENERAL ANNUITY CALCULATIONS Chrs Deeley* Last revsed: September 22, 200 * Chrs Deeley s a Senor Lecturer n the School of Accountng, Charles Sturt Unversty,

More information

! ## % & ( ) + & ) ) ),. / 0 ## #1#

! ## % & ( ) + & ) ) ),. / 0 ## #1# ! ## % & ( ) + & ) ) ),. / 0 12 345 4 ## #1# 6 Sheffeld Economc Research Paper Seres SERP Number: 2006010 ISSN 1749-8368 Pamela Lenton* The Cost Structure of Hgher Educaton n Further Educaton Colleges

More information

Returns to Experience in Mozambique: A Nonparametric Regression Approach

Returns to Experience in Mozambique: A Nonparametric Regression Approach Returns to Experence n Mozambque: A Nonparametrc Regresson Approach Joel Muzma Conference Paper nº 27 Conferênca Inaugural do IESE Desafos para a nvestgação socal e económca em Moçambque 19 de Setembro

More information

Employment and Trade in France

Employment and Trade in France Please cte ths paper as: Kramarz, F. (2011), Employment and Trade n France: A Frm-Level Vew (1995-2004), OECD Trade Polcy Workng Papers, No. 124, OECD Publshng. http://dx.do.org/10.1787/5kg3mkgh4czn-en

More information