The Impact of Insider Trading on Stock Price and Volume-Perspectives from Buyers and Sellers

Size: px
Start display at page:

Download "The Impact of Insider Trading on Stock Price and Volume-Perspectives from Buyers and Sellers"

Transcription

1 Roger C. Y. Chen, Chao-Shi Wang, & Chen-Yu Chen The Impac of Insider Trading on Sock Price and Volume-Perspecives from Buyers and Sellers (Received Mar 27, 2009; Firs Revision Jun 6, 2009; Second Revision Aug 3, 2009; Acceped Oc 20, 2009) Inroducion Insider rading refers o he pracice of corporae insiders abusing non-public informaion o engage in price manipulaion. Several scholars have poined ou ha insiders wih access o preferenial informaion have beer iming while making heir buy and sell decisions (Givoly and Palmon 985; Seyhun 986; Lin and Howe 990; Sivakumar and Waymire 994). Their ypically higher reurns (Finnery 976), lead o doubs abou marke fairness. Fairness is closely relaed o healhy marke growh. Invesors who perceive an unfair marke and lack informaion will less likely inves. This may resul in impeded marke growh, increasing volailiy risks and furher affecing he financing of hones companies. Insider rading also implies speculaion, causing he risk-averer o rerea from he marke, and increasing sock volailiy, hus impairing sabiliy. Meulbroek (992), Cornell and Sirri (992) and Aggarwal and Wu (2004) saed ha insider rading leads o sronger volailiy. Regulaions and acions aken are mean o proec invesors, for insance corporae governance, is aimed o reduce informaion asymmery beween invesors and corporae insiders. The key o invesigaing his subjec is he secluded naure of insider rading. Alhough he Securiies and Exchange Ac mandaes direcors, supervisors, execuives and large shareholders o declare radings on heir own socks, supervision insiues canno readily verify he occurrence of insider rading. This hinders researchers from deecing insider rading and furher invesigaing he impac on even sock and inside raders as persons oher han he four insider ideniies. Deecing insider rading from a change of insiders shareholding saus would be difficul for general invesors, as i only suggess company performance. This sudy proposes discovering he insider rading paern hrough observing he impac of insider rading on Roger C. Y. Chen is Professor of Graduae Insiue of Business Managemen, aional Kaohsiung Firs Universiy of Science and Technology. roger@nkfus.edu.w Chao-Shi Wang is Assisan Professor of he Deparmen of Business Adminisraion, aional Taichung Insiue of Technology. miogila@ni.edu.w Chen-Yu Chen is Assisan Professor of he Deparmen of Finance, Chang Jung Chrisian Universiy. roger@mail.cjcu.edu.w The auhors graefully acknowledge he financial suppor of he aional Science Council. (SC H MY3) even sock price and rading volume. Thus, his sudy manually collecs he manipulaion day from auhenic insider rading cases. Referring o he cour verdic, he beginning day of insider rading is defined as he even day. Previous sudies have failed o fully consider insider rading facors and have underesimaed even influences as even socks sar o reflec informaion conen before announcemen. The esimaion period measures he heoreical reurn of even sock prior o cerain incidens. Hence, if we assume insider rading o inerfere wih he esimaion period, i will no conform o he fundamenal heoreical reurn, leading o measuremen bias of abnormal reurn. Only hrough esablishing an objecive even day can sock volume and price be beer and reasonably observed. This sudy gahers verified insider rading cases according o cour verdics as daa for sudy. The cases were divided ino wo caegories - insider purchase and insider sales, according o informaion conen o probe price and volume reacion a hree differen sages of preceding, processing and pos-announcemen. This work aims o provide a full and reasonable illusraion of insider rading behavior. Mehodology Even Sudy Mehod and Measuremen of Abnormal Reurn This sudy adops he even sudy mehod o examine insider-rading ransacions. We analyze changes of price and volume of even sock a he hree sages o discover more concree evidence of insider rading. The purpose for using he even sudy mehod is o invesigae how cerain evens influence sock performance. This work ess abnormal reurn o show he reacion level, or difference beween acual reurn and expeced reurn. The even sudy mehod refers o expeced reurn as he expeced performance prior o evens, and selecs a cerain period o esablish a reurn expecaion model, namely he esimaion period. We uilize he marke model o measure he expeced reurn of individual even socks. To obain he average even effec, we measure he average abnormal reurn of he populaion (equaion ), and conduc a es o examine if he value is significanly differen from 0 (equaion 2). The measuremen of average cumulaive abnormal reurn (equaion 3) and is es saisics is mean o observe he Managemen Review Vol. 30 (Jan 20), 49-52

2 following changes of abnormal reurn wihin a period afer he even (equaion 4). 50 Managemen Review, January 20

3

4 AR sa AR i, () i CAR sa ( AR ) d 2 AR d ( CAR ) AR i Sˆ 2 i 2 d AR i 2 (2) (3) d i, Sˆ i (4) d d where AR is he average abnormal reurn of he even sock on day ; AR i, is he abnormal reurn of even sock i on day ; is he sample size; sa( AR ) is he es saisics of AR ; S ˆi2 is he residual variance of even sock i; CAR is he average cumulaive abnormal reurn of even sock from d o d 2 ; sa( CAR ) is he es saisics of CAR. Measuremen of Abnormal Trading Volume We employ he abnormal volume raio in equaion (5) and es saisics in equaion (6) developed by Harris and Gurel (986) as a benchmark o deermine abnormaliy wihin he rading volume. When he indicaor appears o be >0 or <0, i shows ha here could be unusual increases or decreases in he rading volume. EVi, AVR ( ) (5) V sa i ( AVR ) i AVR i Sˆ 2 AVR, i (6) where AVR is he average abnormal volume raio of even sock on day ; is he sample size; EV i, is he acual volume raio of even sock i on day, where he acual volume of even sock i on day divided by he acual volume of marke porfolio on day ; V i sands for he normal volume rae of even sock i, where average volume of even sock i wihin he esimaion period is divided by he average porfolio volume wihin he esimaion period; sa( AVR ) is he es saisic of AVR ; Esimaion Period 2 and SˆAVR, i is he abnormal volume raio variance of even sock i wihin he esimaion period. The Period of Sudy on Insider Trading Deermining he even period and he esimaion period is crucial for conducing he even sudy mehod, as he es would be less effecive if he degree of influence is no accouned for. As figure illusraes, suppose ha he even period is A. If we ignore he insider rading facor, hen he esimaed period will have o include he period afer he beginning day of insider rading, as shown in B. In his case, when he even sock begins o reflec informaion conen before he announcemen, i hinders us from deecing he acual effec of even on he announcemen day. We can only discover some price volume changes a he ending period of insider rading in Area C. The impac of he even on sock is seriously underesimaed. If we assume ha he esimaed period is inerruped by insider rading behavior, hen i does no conform o he heoreical expeced reurn. This effec will lead o measuremen bias of abnormal reurn and furher disor he empirical sudy oucomes. everheless, deecing insider rading remained arduous, and he daa was no provided by he Securiy Exchange Commission. We manually colleced relaed insider rading daa and deermined he insider-rading period from a more objecive perspecive. We believe ha direc observaion advanageously avoids including he insider-rading day ino he esimaion period. This work conduced more concree observaion on price volume variaion, o rack and explain he behavior model of insider rading. The curren sudy furher divided he beginning and ending day verified by he cour ino hree sages. These include he preceding sage (sage I: 20 rading days before insider rading), he processing sage (sage II: period from he sar o he end of insider rading, depending on buying insider or selling insider) and he pos-announcemen sage (sage III: 60 rading days afer he end of he insider rading day). This research also compares and discusses price volume reacions during he hree sages. The esimaion period runs from 50 days o 3 days preceding insider rading (20 rading days). The invesigaion has become more horough and complee as we compared he price volume reacions a hree differen sages. FIGURE Illusraion of Insider Trading Even Sudy Even Period Modified Esimaion Period B C 2 3 Announcemen 4 Day Insider Trading Period Day A τ τ 2 Begin Day End Day Day 50 Managemen Review, January 20 Sage I Sage II Sage III

5 Daa The curren sudy obained empirical daa from he cour verdics of insider rading. Based on he principle of presumpion of innocence, one is innocen unil proven guily. However, insider-rading cases conviced afer he hird rial are rarely found in Taiwan, herefore, we employed he firs rial verdics as samples for sudy. The cour verdics are more auhenic compared o prosecuor indicmens. This sudy individually exraced facual daa from cour verdics and sored ou relevan deails from he daabases of Lawbank and Securiies and he Fuures Invesors Proecion Cener. The deails needed for even sudy such as sock price, rading volume and marke reurn raio were colleced from he Taiwan Economy Journal daabase. From January 993 o December 2008, he disric cour conviced sixy-eigh cases of insider rading lawsuis. Afer eliminaing hose wih insufficien deails, here are fory-nine cases lef. This invesigaion sudied cour verdics, dividing hem ino wo caegories, insider purchase and insider sales. Insider purchase oaled weny-wo cases and insider sales oaled weny-seven cases. The informaion conen of boh samples was also divided ino good news and bad news. Empirical Resuls Sage I: Preceding Period This sudy found ha paricularly a he laer period of he sage, which approaches he beginning day of insider rading, boh insider purchase and sales have significanly posiive reurns. Among insider purchase and sales, insider sales seem o rade more. Emphasizing his sage provides a reference for he reacion of price a cerain sages of insider rading behavior. This can help o find ou if he price and volume of even sock displays a more significan reacion when i moves from he preceding sage ino he processing period. Then, we can clearly observe he variaion of influence ha insider rading can cause on he sock. Sage II: Processing Period We firs deermine he lengh of observaion period according o he ime lengh recorded in he cour verdics. The median of insider purchase and sales are hiry-five days and weny days respecively. Insider sales indicae a shorer manipulaion period. From he price volume reacion a his sage, we can find ha boh insider purchase and sales group reached a saisical significance in heir abnormal volume raio. The increase is higher han he preceding sage. The performance of he wo groups appears o be significanly differen. Where he insider purchase group shows a significanly posiive abnormal reurn, he insider sales group presens a significanly negaive one, wih boh siuaions appearing a he early period of his sage. Thus, we know ha insider purchase even sock is conrolled by he bull marke during he insider rading period, while he bear marke appears sronger in insider sales. When insiders wih privae informaion engage in he marke, rading volume appears o have abnormal changes differen from he esimaion period. The even sock wih inerference of insider purchase and sales appears o have posiive and negaive reacions on performance. Sage III: Announcemen Period When insider purchase and sales ended, cumulaive abnormal reurn remained significanly negaive, while abnormal volume raio appeared significanly posiive. Theoreically, he marke should embrace a posiive aiude owards announcemen of good news. However, when invesors find ha he price volume of sock reflecs informaion conen before he announcemen of good news (sage II), hey suspec insider-rading involvemen. If he price reflecs good news in advance, pursuing he sock will lead o greaer risk for invesors and affec he willingness o purchase. If inside raders have accumulaed posiions prior o announcemen, hey will sell ou heir shares afer he announcemen. When insider purchase is over, even sock appears o have negaive cumulaive abnormal reurn. Theoreically, he marke should have a negaive response o bad news. ormal invesors are in a less favorable posiion if hey canno receive bad news in ime, and can only sell ou afer he announcemen. Even if invesors discover he negaive reacion before he announcemen of bad news, hey migh sill be unable o decide when he negaive effec will end, so hey may sill sell he sock afer he announcemen. Alhough inside raders wih privae informaion can sell shares before he announcemen of bad news, hey sill canno be cerain abou he end of bad news effec. Thus, hey canno make a reverse akeover rade of shares a he early announcemen period. The empirical resuls provide evidence for he above assumpion. When insider sales are over, he even sock coninues o perform poorly, especially in he early period, and always appears o have abnormal increase. Corporae insiders selling heir socks during he processing period suffer relaively minor losses compared o oher invesors. Discussion and Conclusion Measuring and racking he insider rading behavior model is a vial subjec. The securiies marke has been he plaform o bring boh fund supplier and demander ogeher. However, insider rading behavior explois he righs of mos invesors, occupies he marke wih speculaive pracices and affecs marke operaion. This sudy collecs sample insider rading companies from cour verdics and employs he even sudy mehod o invesigae he impac of insider rading on price and volume. To increase he es effec and preserve he validiy of empirical hypohesis, his work employs he direc observaion mehod o avoid measuremen bias of abnormal reurn. Alhough he daa collecion is similar o Meulbroek (992) and Cornell and Sirri (992), we disinguished our sudy by dividing he insider rad- The Impac of Insider Trading 5

6 ing period ino hree sages, he preceding, processing and pos-announcemen sage. This procedure conducs a more complee es and comparaive analysis for even sock a hree sages. Our sudy no only measures price endency bu also focuses on unusual changes in rading volume. We also disinguish he good news and bad news refleced by insider rading o discuss he variaion in reacions of price and volume under differen informaion conen. The empirical resuls describe he behavior model of insider rading, showing ha he price and volume appeared significanly differen a he hree sages. Paricularly, price refleced conen during he processing period, and rading volume showed a significanly unusual phenomena. Invesors should be concerned abou he pos-announcemen sage, as he resul repored ha boh buyer and seller insider rading are conrolled by he bear marke when he insider rading period is over. The resuls of insider rading impac on sock price and volume prove ha insider rading has seriously damaged he fair marke and exploied he righs of less-informed invesors. Securiies supervision auhoriies mus execue heir duy o rack insider-rading behavior. We advise invesors o carefully review price and volume reacions before he announcemen day. If he informaion reflecs conen in advance, we advise invesors no o involve in ransacions so as o avoid risks. REFERECES Aggarwal, Rajesh K. and Guojun Wu (2004), Sock Marke Manipulaion - Theory and Evidence, working paper, Universiy of Michigan. Cornell, Bradford and Erik R. Sirri (992), The Reacion of Invesors and Sock Price o Insider Trading, Journal of Finance, 47(3), Finnery, Joseph E. (976), Insiders and Marke Efficiency, Journal of Finance, 3(4), Givoly, Dan and Dan Palmon (985), Insider Trading and he Exploiaion of Insider Informaion: Some Empirical Evidence, Journal of Business, 58(), Harris, Lawrence E. and Eian Gurel (986), Price and Volume Effecs Associaed wih Changes in he S&P 500 Lis: ew Evidence for he Exisence of Price Pressures, Journal of Finance, 4(4), Lin, Ji-Chai and John S. Howe (990), Insider Trading in he OTC Marke, Journal of Finance, 45(4), Meulbroek, Lisa K. (992), An Empirical Analysis of Illegal Insider Trading, Journal of Finance, 47(5), Seyhun, Hasan. (986), Insiders Profis, Coss of Trading, and Marke Efficiency, Journal of Financial Economics, 6(2), Sivakumar, Kumar and Gregory Waymire (994), Insider Trading Following Maerial ews Evens: Evidence From Earnings, Financial Managemen, 23(), Managemen Review, January 20

Stock Market Behaviour Around Profit Warning Announcements

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

More information

Introduction. Enterprises and background. chapter

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

More information

The Empirical Study about Introduction of Stock Index Futures on the Volatility of Spot Market

The Empirical Study about Introduction of Stock Index Futures on the Volatility of Spot Market ibusiness, 013, 5, 113-117 hp://dx.doi.org/10.436/ib.013.53b04 Published Online Sepember 013 (hp://www.scirp.org/journal/ib) 113 The Empirical Sudy abou Inroducion of Sock Index Fuures on he Volailiy of

More information

Empirical analysis on China money multiplier

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

More information

The Relationship between Money Demand and Interest Rates: An Empirical Investigation in Sri Lanka

The Relationship between Money Demand and Interest Rates: An Empirical Investigation in Sri Lanka The Relaionship beween Money Demand and Ineres Raes: An Empirical Invesigaion in Sri Lanka R. C. P. Padmasiri 1 and O. G. Dayarana Banda 2 1 Economic Research Uni, Deparmen of Expor Agriculure 2 Deparmen

More information

Management Science Letters

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

More information

DOES EVA REALLY HELP LONG TERM STOCK PERFORMANCE?

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

More information

The Effect of Open Market Repurchase on Company s Value

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

More information

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

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

More information

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

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

More information

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

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

More information

An Introduction to PAM Based Project Appraisal

An Introduction to PAM Based Project Appraisal Slide 1 An Inroducion o PAM Based Projec Appraisal Sco Pearson Sanford Universiy Sco Pearson is Professor of Agriculural Economics a he Food Research Insiue, Sanford Universiy. He has paricipaed in projecs

More information

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

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

More information

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

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

More information

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

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

More information

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

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

More information

Capital Strength and Bank Profitability

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

More information

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

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

More information

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

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

More information

The Expiration-Day Effect of Derivatives Trading: Evidence from the Taiwanese Stock Market

The Expiration-Day Effect of Derivatives Trading: Evidence from the Taiwanese Stock Market Journal of Applied Finance & Banking, vol. 5, no. 4, 2015, 53-60 ISSN: 1792-6580 (prin version), 1792-6599 (online) Scienpress Ld, 2015 The Expiraion-Day Effec of Derivaives Trading: Evidence from he Taiwanese

More information

The probability of informed trading based on VAR model

The probability of informed trading based on VAR model Universiy of Wollongong Research Online Faculy of Commerce - Papers (Archive) Faculy of Business 29 The probabiliy of informed rading based on VAR model Min Xu Beihang Universiy, xumin_828@sina.com Shancun

More information

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

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

More information

Comparison of back-testing results for various VaR estimation methods. Aleš Kresta, ICSP 2013, Bergamo 8 th July, 2013

Comparison of back-testing results for various VaR estimation methods. Aleš Kresta, ICSP 2013, Bergamo 8 th July, 2013 Comparison of back-esing resuls for various VaR esimaion mehods, ICSP 3, Bergamo 8 h July, 3 THE MOTIVATION AND GOAL In order o esimae he risk of financial invesmens, i is crucial for all he models o esimae

More information

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

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

More information

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

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

More information

Portfolio Risk of Chinese Stock Market Measured by VaR Method

Portfolio Risk of Chinese Stock Market Measured by VaR Method Vol.53 (ICM 014), pp.6166 hp://dx.doi.org/10.1457/asl.014.53.54 Porfolio Risk of Chinese Sock Marke Measured by VaR Mehod Wu Yudong School of Basic Science,Harbin Universiy of Commerce,Harbin Email:wuyudong@aliyun.com

More information

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

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

More information

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

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

More information

Reconciling Gross Output TFP Growth with Value Added TFP Growth

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

More information

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

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

More information

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

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

More information

Information Content of Dividends: Evidence from Istanbul Stock Exchange

Information Content of Dividends: Evidence from Istanbul Stock Exchange Informaion Conen of Dividends: Evidence from Isanbul Sock Exchange Ayse Aliok-Yilmaz (Corresponding auhor) Depermen of Managemen, Bogazici Universiy 34342, Bebek-Isanbul, Turkey Tel: 90-212-359-6812 E-mail:

More information

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

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

More information

An Investigation of Relationship between Earnings Conservatism and Price to Book Ratio Based on Basu s Method

An Investigation of Relationship between Earnings Conservatism and Price to Book Ratio Based on Basu s Method Inernaional Journal of Business and Developmen Sudies Vol. 3, No. 1, (2011) p.29-40 An Invesigaion of Relaionship beween Earnings Conservaism and Price o Book Raio Based on Basu s Mehod Mahdi Salehi Behzad

More information

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

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

More information

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

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

More information

The Intraday Behavior of Information Misreaction across Investor Categories in the Taiwan Options Market

The Intraday Behavior of Information Misreaction across Investor Categories in the Taiwan Options Market The Inraday Behavior of Informaion Misreacion across Invesor Caegories in he Taiwan Opions Marke Chuang-Chang Chang a, Pei-Fang Hsieh b, Chih-Wei Tang c,yaw-huei Wang d a c Deparmen of Finance, Naional

More information

Web Usage Patterns Using Association Rules and Markov Chains

Web Usage Patterns Using Association Rules and Markov Chains Web Usage Paerns Using Associaion Rules and Markov hains handrakasem Rajabha Universiy, Thailand amnas.cru@gmail.com Absrac - The objecive of his research is o illusrae he probabiliy of web page using

More information

2. Remittances, other than dividends, by business entities to be made against invoices consistent with bills of entry collected by ZRA.

2. Remittances, other than dividends, by business entities to be made against invoices consistent with bills of entry collected by ZRA. ,, ;., Tel. (260 1) 228888 /228903-20 BANK OF ZAMBIA P.O. Box 30080, f~: Fax: (260 1) 237070 LUSAKA 10101 ' r f~. January 23,2001 CB Circular No. 08/2001. L;' f. i..new To: All Commercial Banks and Financial

More information

Final Exam Answers Exchange Rate Economics

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

More information

Balance of Payments. Second quarter 2012

Balance of Payments. Second quarter 2012 Balance of Paymens Second quarer 2012 Balance of Paymens Second quarer 2012 Saisics Sweden 2012 Balance of Paymens. Second quarer 2012 Saisics Sweden 2012 Producer Saisics Sweden, Balance of Paymens and

More information

The Economic Impact of the Proposed Gasoline Tax Cut In Connecticut

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

More information

Fundamental Basic. Fundamentals. Fundamental PV Principle. Time Value of Money. Fundamental. Chapter 2. How to Calculate Present Values

Fundamental Basic. Fundamentals. Fundamental PV Principle. Time Value of Money. Fundamental. Chapter 2. How to Calculate Present Values McGraw-Hill/Irwin Chaper 2 How o Calculae Presen Values Principles of Corporae Finance Tenh Ediion Slides by Mahew Will And Bo Sjö 22 Copyrigh 2 by he McGraw-Hill Companies, Inc. All righs reserved. Fundamenal

More information

Extreme Risk Value and Dependence Structure of the China Securities Index 300

Extreme Risk Value and Dependence Structure of the China Securities Index 300 MPRA Munich Personal RePEc Archive Exreme Risk Value and Dependence Srucure of he China Securiies Index 300 Terence Tai Leung Chong and Yue Ding and Tianxiao Pang The Chinese Universiy of Hong Kong, The

More information

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

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

More information

Market and Information Economics

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

More information

Estimating Earnings Trend Using Unobserved Components Framework

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

More information

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

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

More information

*Corresponding author Keywords: CNH, Currency Intervention Index, Central Bank Reaction Function, Exchange Rate Intervention.

*Corresponding author Keywords: CNH, Currency Intervention Index, Central Bank Reaction Function, Exchange Rate Intervention. 016 3rd Inernaional Conference on Advanced Educaion and Managemen (ICAEM 016) ISBN: 978-1-60595-380-9 Exchange Rae Inervenion by Cenral Bank: Based on he Influence of he Hong Kong Offshore RMB Exchange

More information

NASDAQ-100 DIVIDEND POINT INDEX. Index Methodology

NASDAQ-100 DIVIDEND POINT INDEX. Index Methodology NASDAQ-100 DIVIDEND POINT INDEX Index Mehodology April 2017 TABLE OF CONTENTS TABLE OF CONTENTS 1. Inroducion 2. Index calculaion 2.1 Formula 2.1.1 dividends 2.1.2 Rese of he index value 2.2 Oher adjusmens

More information

IJRSS Volume 2, Issue 2 ISSN:

IJRSS Volume 2, Issue 2 ISSN: A LOGITIC BROWNIAN MOTION WITH A PRICE OF DIVIDEND YIELDING AET D. B. ODUOR ilas N. Onyango _ Absrac: In his paper, we have used he idea of Onyango (2003) he used o develop a logisic equaion used in naural

More information

Transaction Codes Guide

Transaction Codes Guide Appendix Transacion Codes Guide Oracle Uiliies Work and Asse Managemen conains several ransacion logs ha are used by he sysem o record changes o cerain informaion in he daabase. Transacion Logs provide

More information

FOREIGN INSTITUTIONAL INVESTOR S IMPACT ON STOCK PRICES IN INDIA

FOREIGN INSTITUTIONAL INVESTOR S IMPACT ON STOCK PRICES IN INDIA FOREIGN INSTITUTIONAL INVESTOR S IMPACT ON STOCK PRICES IN INDIA ANAND BANSAL Punjabi Universiy Guru Kashi Campus Damdama Sahib-530, Punjab Phone: +994736733; Fax: +9655099. Email: preemillie@yahoo.com

More information

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

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

More information

INSTITUTE OF ACTUARIES OF INDIA

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

More information

Market Reaction to Bonus Announcement in Post Global Financial Crisis Era: Evidence from India

Market Reaction to Bonus Announcement in Post Global Financial Crisis Era: Evidence from India Marke Reacion o Bonus Announcemen in Pos Global Financial Crisis Era: Evidence from India Mayank Joshipura Mayank Joshipura is Professor (Finance) a School of Business Managemen NMIMS Universiy, Mumbai,

More information

An Analysis of Trend and Sources of Deficit Financing in Nepal

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

More information

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

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

More information

Inventory Investment. Investment Decision and Expected Profit. Lecture 5

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

More information

Macroeconomics. Typical macro questions (I) Typical macro questions (II) Methodology of macroeconomics. Tasks carried out by macroeconomists

Macroeconomics. Typical macro questions (I) Typical macro questions (II) Methodology of macroeconomics. Tasks carried out by macroeconomists Macroeconomics Macroeconomics is he area of economics ha sudies he overall economic aciviy in a counry or region by means of indicaors of ha aciviy. There is no essenial divide beween micro and macroeconomics,

More information

On the Relationship between Time-Varying Price dynamics of the Underlying. Stocks: Deregulation Effect on the Issuance of Third-Party Put Warrant

On the Relationship between Time-Varying Price dynamics of the Underlying. Stocks: Deregulation Effect on the Issuance of Third-Party Put Warrant On he Relaionship beween Time-Varying Price dynamics of he Underlying Socks: Deregulaion Effec on he Issuance of Third-Pary Pu Warran Yi-Chen Wang * Deparmen of Financial Operaions, Naional Kaohsiung Firs

More information

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

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

More information

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

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

More information

DO DEMAND CURVES FOR SMALL STOCKS SLOPE DOWN? Arnold R. Cowan Iowa State University. JEL Classification: G12, G14

DO DEMAND CURVES FOR SMALL STOCKS SLOPE DOWN? Arnold R. Cowan Iowa State University. JEL Classification: G12, G14 DO DEMAND CURVES FOR SMALL STOCKS SLOPE DOWN? Ernes N. Bikimirov Brock Universiy Arnold R. Cowan Iowa Sae Universiy Bradford D. Jordan * Universiy of Kenucky JEL Classificaion: G12, G14 Published in The

More information

Price distortion induced by a flawed stock market index

Price distortion induced by a flawed stock market index Price disorion induced by a flawed sock marke index Koaro Miwa a and Kazuhiro Ueda b Absrac Despie he inroducion of sophisicaed sock marke indice invesors ofen rade porfolios of he flawed indices o change

More information

DO FINANCIAL MARKETS DISCIPLINE FIRMS FOR ILLEGAL CORPORATE BEHAVIOUR?

DO FINANCIAL MARKETS DISCIPLINE FIRMS FOR ILLEGAL CORPORATE BEHAVIOUR? DO FINANCIAL MARKETS DISCIPLINE FIRMS FOR ILLEGAL CORPORATE BEHAVIOUR? Monique ARNOLD, Peer-Jan ENGELEN Urech Universiy, The Neherlands Absrac. This paper examines he relaionship beween he discovery of

More information

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

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

More information

THE RELATIONSHIP BETWEEN FIRMS GROWTH OPPORTUNITIES AND CHANGES RATIO IN RETAINED EARNINGS IN LISTED COMPANIES IN TEHRAN STOCK EXCHANGE

THE RELATIONSHIP BETWEEN FIRMS GROWTH OPPORTUNITIES AND CHANGES RATIO IN RETAINED EARNINGS IN LISTED COMPANIES IN TEHRAN STOCK EXCHANGE Indian Journal of Fundamenal and Applied Life Sciences ISSN: 223 6345 (Online) An Open Access, Online Inernaional Journal Available a hp://hp://www.cibech.org/sp.ed/jls/204/0/jls.hm 204 Vol. 4 (S) April-June,

More information

Asymmetry and Leverage in Stochastic Volatility Models: An Exposition

Asymmetry and Leverage in Stochastic Volatility Models: An Exposition Asymmery and Leverage in Sochasic Volailiy Models: An xposiion Asai, M. a and M. McAleer b a Faculy of conomics, Soka Universiy, Japan b School of conomics and Commerce, Universiy of Wesern Ausralia Keywords:

More information

Exam 1. Econ520. Spring 2017

Exam 1. Econ520. Spring 2017 Exam 1. Econ520. Spring 2017 Professor Luz Hendricks UNC Insrucions: Answer all quesions. Clearly number your answers. Wrie legibly. Do no wrie your answers on he quesion shees. Explain your answers do

More information

Essay 3. The liquidity impact of open market share repurchases * repurchases *

Essay 3. The liquidity impact of open market share repurchases * repurchases * Essay 3 The liquidiy impac of open marke share repurchases * repurchases * * The essay is co-auhored wih Adri De Ridder. We hank William Bradford, David Burnie, Marin Holmén and Holmén and seminar paricipans

More information

1. FIXED ASSETS - DEFINITION AND CHARACTERISTICS

1. FIXED ASSETS - DEFINITION AND CHARACTERISTICS 1. FIXED ASSETS - DEFINITION AND CHARACTERISTICS Fixed asses represen a par of he business asses of he company and is long-erm propery, which canno be easily liquidaed (convered ino cash). Their characerisics

More information

Balance of Payments. Third quarter 2009

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

More information

The Correlation Risk Premium: Term Structure and Hedging

The Correlation Risk Premium: Term Structure and Hedging : erm Srucure and Hedging Gonçalo Faria (1),* and Rober Kosowski (2),* (1) CEF.UP, Universiy of Poro; (2) Imperial College Business School, CEPR, Oxford-Man Insiue of Quaniaive Finance. Nespar Inernaional

More information

Economic Interferences

Economic Interferences Economic Inerferences Zélia Serrasqueiro Managemen and Economics Deparmen, Beira Inerior Universiy, Covilhã, Porugal and CEFAGE Research Cener Évora Universiy, Porugal E-mail: zelia@ubi.p Absrac In his

More information

Importance of the macroeconomic variables for variance. prediction: A GARCH-MIDAS approach

Importance of the macroeconomic variables for variance. prediction: A GARCH-MIDAS approach Imporance of he macroeconomic variables for variance predicion: A GARCH-MIDAS approach Hossein Asgharian * : Deparmen of Economics, Lund Universiy Ai Jun Hou: Deparmen of Business and Economics, Souhern

More information

On the Intraday Relation between the VIX and its Futures

On the Intraday Relation between the VIX and its Futures On he Inraday Relaion beween he VIX and is Fuures Bar Frijns a, *, Alireza Tourani-Rad a and Rober I. Webb b a Deparmen of Finance, Auckland Universiy of Technology, Auckland, New Zealand b Universiy of

More information

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

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

More information

If You Are No Longer Able to Work

If You Are No Longer Able to Work If You Are No Longer Able o Work NY STRS A Guide for Making Disabiliy Reiremen Decisions INTRODUCTION If you re forced o sop working because of a serious illness or injury, you and your family will be

More information

Li Gan Guan Gong Michael Hurd. April, 2006

Li Gan Guan Gong Michael Hurd. April, 2006 Ne Inergeneraional Transfers from an Increase in Social Securiy Benefis Li Gan Guan Gong Michael Hurd April, 2006 ABSTRACT When he age of deah is uncerain, individuals will leave bequess even if hey have

More information

Data Mining Anomaly Detection. Lecture Notes for Chapter 10. Introduction to Data Mining

Data Mining Anomaly Detection. Lecture Notes for Chapter 10. Introduction to Data Mining Daa Mining Anomaly Deecion Lecure Noes for Chaper 10 Inroducion o Daa Mining by Tan, Seinbach, Kumar Tan,Seinbach, Kumar Inroducion o Daa Mining 4/18/2004 1 Anomaly/Oulier Deecion Wha are anomalies/ouliers?

More information

UNIVERSITY OF MORATUWA

UNIVERSITY OF MORATUWA MA5100 UNIVERSITY OF MORATUWA MSC/POSTGRADUATE DIPLOMA IN FINANCIAL MATHEMATICS 009 MA 5100 INTRODUCTION TO STATISTICS THREE HOURS November 009 Answer FIVE quesions and NO MORE. Quesion 1 (a) A supplier

More information

Volume 31, Issue 1. Pitfall of simple permanent income hypothesis model

Volume 31, Issue 1. Pitfall of simple permanent income hypothesis model Volume 31, Issue 1 ifall of simple permanen income hypohesis model Kazuo Masuda Bank of Japan Absrac ermanen Income Hypohesis (hereafer, IH) is one of he cenral conceps in macroeconomics. Single equaion

More information

Session 4.2: Price and Volume Measures

Session 4.2: Price and Volume Measures Session 4.2: Price and Volume Measures Regional Course on Inegraed Economic Saisics o Suppor 28 SNA Implemenaion Leonidas Akriidis Office for Naional Saisics Unied Kingdom Conen 1. Inroducion 2. Price

More information

Data Mining Anomaly Detection. Lecture Notes for Chapter 10. Introduction to Data Mining

Data Mining Anomaly Detection. Lecture Notes for Chapter 10. Introduction to Data Mining Daa Mining Anomaly Deecion Lecure Noes for Chaper 10 Inroducion o Daa Mining by Tan, Seinbach, Kumar Tan,Seinbach, Kumar Inroducion o Daa Mining 4/18/2004 1 Anomaly/Oulier Deecion Wha are anomalies/ouliers?

More information

An Investigation of the Relationship between Changes of Balance Sheet Items and Stock Future Output: Iranian View

An Investigation of the Relationship between Changes of Balance Sheet Items and Stock Future Output: Iranian View An Invesigaion of he Relaionship beween Changes of Balance Shee Iems and Sock Fuure Oupu: Iranian View Mahdi Salehi Assisan Professor of Accouning, Ferdowsi Universiy of Mashhad, Iran E-mail: mehdi.salehi@um.ac.ir

More information

Unemployment and Phillips curve

Unemployment and Phillips curve Unemploymen and Phillips curve 2 of The Naural Rae of Unemploymen and he Phillips Curve Figure 1 Inflaion versus Unemploymen in he Unied Saes, 1900 o 1960 During he period 1900 o 1960 in he Unied Saes,

More information

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

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

More information

Key Formulas. From Larson/Farber Elementary Statistics: Picturing the World, Fifth Edition 2012 Prentice Hall. Standard Score: CHAPTER 3.

Key Formulas. From Larson/Farber Elementary Statistics: Picturing the World, Fifth Edition 2012 Prentice Hall. Standard Score: CHAPTER 3. Key Formulas From Larson/Farber Elemenary Saisics: Picuring he World, Fifh Ediion 01 Prenice Hall CHAPTER Class Widh = Range of daa Number of classes 1round up o nex convenien number 1Lower class limi

More information

BUDGET ECONOMIC AND FISCAL POSITION REPORT

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

More information

Online Appendix to: Implementing Supply Routing Optimization in a Make-To-Order Manufacturing Network

Online Appendix to: Implementing Supply Routing Optimization in a Make-To-Order Manufacturing Network Online Appendix o: Implemening Supply Rouing Opimizaion in a Make-To-Order Manufacuring Nework A.1. Forecas Accuracy Sudy. July 29, 2008 Assuming a single locaion and par for now, his sudy can be described

More information

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

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

More information

Implied Cost of Capital Based Investment Strategies

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

More information

Predictive Ability of Three Different Estimates of Cay to Excess Stock Returns A Comparative Study for South Africa and USA

Predictive Ability of Three Different Estimates of Cay to Excess Stock Returns A Comparative Study for South Africa and USA European Research Sudies, Volume XVII, Issue (1), 2014 pp. 3-18 Predicive Abiliy of Three Differen Esimaes of Cay o Excess Sock Reurns A Comparaive Sudy for Souh Africa and USA Noha Emara 1 Absrac: The

More information

The discrepancy of rationality between the options and equity markets: Evidence from price pressure driven by Mad Money

The discrepancy of rationality between the options and equity markets: Evidence from price pressure driven by Mad Money The discrepancy of raionaliy beween he opions and equiy markes: Evidence from price pressure driven by Mad Money Carl Chen* Universiy of Dayon David Dilz Universiy of Texas - Arlingon Ying Huang Norhern

More information

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

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

More information

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

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

More information

Volatility and Hedging Errors

Volatility and Hedging Errors Volailiy and Hedging Errors Jim Gaheral Sepember, 5 1999 Background Derivaive porfolio bookrunners ofen complain ha hedging a marke-implied volailiies is sub-opimal relaive o hedging a heir bes guess of

More information

Journal of Real Estate Portfolio Management

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

More information

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

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

More information