Empirical Study on the Relationship between ICT Application and China Agriculture Economic Growth

Size: px
Start display at page:

Download "Empirical Study on the Relationship between ICT Application and China Agriculture Economic Growth"

Transcription

1 Emprcal Sudy on he Relaonshp beween ICT Applcaon and Chna Agrculure Economc Growh Pengju He, Shhong Lu, Huoguo Zheng, and Yunpeng Cu Key Laboraory of Dgal Agrculural Early-warnng Technology Mnsry of Agrculure, People s Republc of Chna, Bejng , P.R. Chna Absrac. In recen years, Chnese governmen aaches grea mporance o nformaon and communcaon echnology ICT applcaon n agrculure. Drven by marke profs and fnancal prvlege, nformaon and communcaon enerprses, agrculural enerprses, research nsues, unverses and relave assocaons have acvely nvolved n ICT applcaon n agrculure for many years. Therefore, sudy on relaonshp beween ICT applcaon and Chna agrculure economc growh s of sgnfcance. Ths paper esablshed a new model on agrculure economc growh and usng panel daa made an emprcal sudy on he relaonshp beween ICT applcaon and chna s agrculure economc growh. Keywords: nformaon and communcaon echnology applcaon; agrculure; economc growh; panel daa; regresson. 1 Inroducon Alhough here are few research resuls on he relaonshp beween ICT applcaon and agrculure economc growh, scholars have acheved some mporan resuls on he relaonshp beween ICT applcaon and economc growh, he mehodology of whch s also applcable. Sudes on he relaonshp beween ICT applcaon and economc growh followed wo drecons. The frs drecon s from he perspecve of ndusral economcs. Represenave sudes nclude: Marc U, Pora (1997) dvdes nformaon secor no prmary nformaon secor and secondary nformaon secor, usng npu-oupu able mehod, he measures he sze of he U.S. nformaon economy [1]. The second drecon s from he perspecve of producon funcon, whch deems ICT applcaon as an economc npu facor. Represenave sudes nclude: Gurmukh Gll, ec 1997 collecs daa n 11 cross-ndusry areas from 1983 o 1993 of 58 ndusres of Uned Saes and uses producon funcon analyzng he conrbuon of nformaon echnology [2]. Inernaonal Telecommuncaon Unon n 2006 publshed "World Telecommuncaon/ICT Developmen Repor" (2006) whch demonsraes he nformaon and communcaon echnologes can grealy mprove producvy and made an concluson ha he rue poenal of nformaon and communcaon echnology s no s drec mpac on he economy, bu he ndrec mpac on he whole economc sysem [3]. Welfens (2002) decomposed scenfc and echnologcal D. L, Y. Lu, and Y. Chen (Eds.): CCTA 2010, Par III, IFIP AICT 346, pp , IFIP Inernaonal Federaon for Informaon Processng 2011

2 Relaonshp beween ICT Applcaon and Chna Agrculure Economc Growh 649 advances no nformaon echnology advances and non-nformaon echnology advances [4]. Formula 1 shows he relaonshp beween echnologcal progress, nformaon echnologcal progress and non-nformaon echnologcal progress: A =A 0 Z γ (1) In formula 1, Z sands for he level of nformaon echnology advances. γ sands for he oupu elascy of nformaon echnology advances. A 0 sands for he advances of non-nformaon echnology. In chna, researches on he relaonshp beween ICT applcaon and economc growh are also followed he wo drecons, noeworhy sudes ncludes: Zhu Youpng (1996) uses C-D producon, n whch he dependen varable s Chna's real GDP and he ndependen varables are physcal capal, labor force and nformazaon facor, collecng daa from 1980 o 1992 o do regresson analyss and fnds ou ha he nformazaon facor makes he larges conrbuon of chna s economc growh [5]. Tao Changq (2001) does correlaon analyss among nformaon echnology and equpmen manufacurng, nformaon servces and radonal ndusry and fnds ou ha correlaon coeffcen s of sgnfcan [6]. Researches on he relaonshp beween ICT applcaon and agrculure economc growh are comparavely few. Noeworhy sudes nclude: Zhang Hong, Zhang Quan (2006) frsly uses he mehod of "nformaon echnology ndex n Japan" o measure Chna's rural nformaon and hen consruc a model whch seems rural nformazaon as a new facor. Furher more, hey conduc an emprcal sudy on Chnese agrculural developmen from 1993 o 2002 and fnd ou rural nformazaon plays an mporan role n chna s agrculural developmen [7]. Alhough hese sudes menoned above are useful, we can fnd ou ha here are sll some lmaons: frsly, mos ndex sysem for measuremen of ICT s no suable n chna, because some mporan ndcaors are no covered n chna s sascs. Secondly, here are huge dfferences of ICT applcaon level n dfferen regons of chna, mos sudes akng chna as a whole whou hypohess esng o fnd ou he relaonshp beween ICT applcaon and agrculure economc growh s naccurae. Ths paper measures ICT applcaon level n a dfferen way, n whch consumpon and nvesmen on ICT applcaon s used as ndcaors of ICT applcaon level. Then, hs paper collecs daa n 30 provnces of chna and usng panel daa analyzes he relaonshp beween ICT applcaon and agrculure economc growh. Ths paper s organzed as follows: Frsly, hs paper makes a leraure revew on he relaonshp beween ICT applcaon and economc growh and pu forward he research oulne of hs paper. Secondly, based on sysem engneerng and nformaon economc analyss, hs paper esablshed a new model, whch sees ICT applcaon as a new facor, on agrculure economc growh and makes an nerpreaon abou he varables. Thrdly, usng panel daa from 1999 o 2006 n 30 provnces, hs paper made an emprcal sudy on he relaonshp beween ICT applcaon and chna s agrculure economc growh. A las, hs paper pus forward some suggesons on ICT applcaon n chna s agrculure.

3 650 P. He e al. 2 Model and Varables Selecon 2.1 Model Consrucon Based on he research resuls menoned before, he agrculure economc growh model of hs paper s bul on hree hypoheses. Frs, ICT applcaon s a new ndependen facor of agrculural economc sysem; second, ICT applcaon has a posve exernaly on agrculure economc growh; hrd, ICT applcaon facor s an endogenous varable of agrculural economc sysem. Based on hese hree hypoheses, he form of agrculure producon funcon can be expressed as follows: Y=F A 0, K, H, I (2) In he model, Y sands for he oal agrculure economy oupu, A 0 sands for scenfc and echnologcal progress removng elemens of he agrculural and rural nformaon, K sands for physcal capal nvesmen, H sands for human capal nvesmen, I sands for ICT applcaon. For he specfc form of producon funcon, hs sudy uses Cobb Douglas form. Pu he me varable no he model, he model used n hs sudy s showed as follows: Y A 0 α β γ = K H I (3) Afer necessary mahemacal reamens of model 3, model 4 deduced from Model 3 s he sascal model o use: Y ' = C + K ' + β H ' + γ I ' + α μ y + ξ (4) 2.2 Varables Selecon and Daa Processon Dependen varable Y: In hs sudy, he oal agrculural producon was used o measure he oupu of he agrculural economy. The daa can be colleced from he em "prmary ndusry of gross domesc produc" (GDP) of "Chna Sascal Yearbook". In order o elmnae he mpac of prce facor, wh 1990 prces as base year, "he frs ndusral GDP ndex" of "Chna Sascal Yearbook" was used o adjus he nomnal value of prmary ndusry of gross domesc produc no acual values. Physcal capal K: In hs sudy, he sock comng from fxed asses nvesmens on he prmary ndusry was used as a measure of agrculural physcal capal. As here s no drec sascal daa on agrculural physcal capal sock n he counry, hs sudy as a common way used he perpeual nvenory mehod o calculae, he formula s: K = 1-δ K 1 +I. In he formula, K and I sand for he capal sock and new nvesmen n year respecvely, δ sands for he deprecaon rae. Accordng o some research resuls, δ s assumed o be 5%. For agrculural nvesmen, I can be colleced from he fxed asse nvesmen daa on agrculure, foresry, anmal husbandry and fshery of "Chna Rural Sascal Yearbook". Ths sudy uses he mehods developed by Hall and Jones (1999) and Young (2000) o calculae he base perod capal sock,

4 Relaonshp beween ICT Applcaon and Chna Agrculure Economc Growh 651 he formula s: K 0 =I 0 /(g + δ), n whch, I 0 sands for he nvesmen of he base perod, g sands for he annual average growh rae for nvesmen. In order o elmnae he mpac of prce facor, hs sudy, wh he prces of 1990 he base year, used he nvesmen ndex of each regon o adjus he nomnal value no acual value. Human capal H: As hs sudy uses he human capal ndcaors, raher han he labor force, hus needs o ranslae dfferen ypes of labor force no human capal sock. The mehod of s gve dfferen human capal equvalen coeffcens o people of dfferen educaonal levels. The human capal equvalen coeffcens used n hs sudy are comng from research resuls by Zhou Xao, Zhu Nong (2003) [8]. Human Capal equvalen coeffcens of all levels of educaon are shown n Table 1. Table 1. Human Capal Coeffcens Illeracy Prmary school Junor school Hgh school Secondary school College school and above * ICT applcaon facor I: ICT applcaon facor can be measured by he sum of consumpon and nvesmen on ICT applcaon, whch are more drec and accurae. The nvesmen daa on ICT applcaon comes from hree ems, whch are nvesmens on Informaon ransmsson, compuer servces and sofware, Educaon and a par of Culure, Spors and Eneranmen n Chna Rural Sascal Yearbook. The consumpon daa on ICT applcaon comes from wo ems, whch are nvesmens on communcaon expenses from Transpor and communcaon expenses and Culural and eneranmen producs and servces expendure. In order o deermne he percenage of he nvesmen on Culure, Spors and Eneranmen and he consumpon on Transpor and communcaon expenses, hs sudy conduced surveys n 30 provnces and made esmaes on he paral. In order o elmnae he prce facor, he daa of nvesmen on ICT applcaon and he daa of consumpon on ICT applcaon were adjused by nvesmen ndex and consumpon ndex. As he same, hs sudy adoped he perpeual nvenory mehod o calculae he ICT fxed asse sock n each provnce. 3 Emprcal Sudy and Resuls In order o analyze he mpac of ICT applcaon on agrculure economc growh, hs paper made a comparave sudy. Model 5, whch s a classcal economc growh model, does no nclude ICT applcaon facor, whle model 6, whch s consruced n par 2, ncludes ICT applcaon facor. Model 5 and Model 6 are shown as follows: Y ' C + α K ' + β H ' + μ y + ξ (5) =

5 652 P. He e al. Y ' = C + K ' + β H ' + γ I ' + α μ y + ξ For model 5, he dependen varable s he real GDP of agrculure deparmen. Through correlaon analyss, can be found ha hese hree ndependen varables ncludng he sock of physcal capal, human capal sock, ICT applcaon facor and regonal dummy varable exss srong auocorrelaon, herefore, he regonal dummy varable was excluded. Model 6, wh he same reason, also excluded he regonal dummy varable. Because he mpac of ICT applcaon lags behnd he nvesmen and consumpon, so ICT applcaon varable daa lag a year n boh model 5 and model 6. Usng he daa n 30 provnces of Chna form 1999 o 2006, hs paper conducs an emprcal sudy on Chna's agrculural economc growh. Through he F es and Hausman es, boh models should use me fxed effecs, common cross-secon coeffcens model o do regresson analyss. I should be noe ha cross-secon weghng was used boh n model 5 and model 6. In hs paper, he sofware whch s used s Evews5.0. Regresson resuls of model 5 and Model 6 were shown n Table 2, 3. In model 5, he R-square, Adjused R-square are , respecvely. F-sasc value s and he Probably of F-sasc value s Durbn-Wason sasc value s The elasc coeffcens of physcal capal, human capal elemen are 0.49,0.46 and he sum of hem s 0.95 approxmaely equal o 1, ndcang ha for each addonal un of regonal physcal capal, human capal npu can smulae agrculural growh 0.49, 0.46 uns, whch bascally conssen wh he assumpon ha consan reurns o scale. Reference o relevan leraure, he regresson resuls s conssen wh oher sudes: he elasc coeffcen of physcal capal s lager han human capal. However, he resuls show a new feaure ha he elascy of human capal s relavely hgh, ndcang ha human capal plays a growng role n he agrculural economy growh a hs perod. (6) Table 2. Model 5 Regresson Analyss Resuls Varable Coeffcen Sd. Error -Sasc Prob. C K1? H1? Fxed Effecs (Perod) C C C C C C C C

6 Relaonshp beween ICT Applcaon and Chna Agrculure Economc Growh 653 Table 3. Model 6 Regresson Analyss Resuls Varable Coeffcen Sd. Error -Sasc Prob. C K1? H1? ICT?(-1) Fxed Effecs (Perod) C C C C C C C In model 6, he R-square, Adjused R-square are , respecvely. F-sasc value s and he Probably of F-sasc value s Durbn-Wason sasc value s The regresson resul s neresng. Frs, ICT applcaon facor pas hrough he 1% sgnfcance hypohess esng, whch means ha ICT applcaon has become one of he elemens of agrculural economc growh. Second, compared o model 5, he elascy of physcal capal s almos unchanged, whle he elascy of human capal s ncreased o be larger han he elascy of physcal capal and he sum of hem, whch s 0.99, sll approxmaely equal o 1. Thrd, he elasc coeffcens of physcal capal, human capal, ICT applcaon facor are 0.45, 0.53, 0.15 and he sum of hem s 1.13 larger han 1, ndcang ha for each addonal un of regonal physcal capal, human capal, ICT applcaon facor npu can smulae agrculural growh 0.45, 0.53, 0.15, whch means some ncreasng reurns o scale and ICT applcaon facor ncreases reurns o scale. Comparng Model 6 and Model 5, on he one hand, we can see ha here s a srong conssency of he wo models. Frs, he regresson resuls of he wo models are consan n esmaes of he elascy of physcal capal and human capal, whch he dfferences beween hem are comparavely small and he sum of hem approxmaely equal o 1. Second, he regresson resuls of he wo models are consan n esmaes of me fxed effecs. The meanng of me fxed effecs s clearly, apar from he facors ncludng scenfc and echnology progress, physcal capal npu and human capal npu, should be naural condons and he effecs of he polces. Accordng o model 6, he me fxed effecs from 2000 o 2006 were , , , , , , , whch are reasonable and can be explaned by naural condons and polces. Accordng o he acual agrculural producon, 2001 s a favorable weaher year n Chna and hs year's agrculural producon made a grea growh s a grea me for Chnese farmer, n March 2005, here had been 26 provnces (auonomous regons and muncpales) announced he abolon of agrculural ax, whch smulaes agrculure oupu growh. On he oher hand, here

7 654 P. He e al. are dfferences. Frs, we know ha he consan em n model 5 sands for scenfc and echnologcal progress, whle he consan em n model 6 sands for scenfc and echnologcal progress excludng ICT applcaon facor. From he resuls, can be seen ha he consan em n model 5 s lager han he consan em n model 6, whch s reasonable. Second, he ICT applcaon facor has changed he npu-oupu srucure of he agrculural economy. The ICT applcaon facor has become one ndependen elemen n he agrculural economc sysem and ncreases he conrbuon of human capal nvesmen o agrculure economc growh. By comparng he resuls, can be concluded ha boh model are reasonable, bu model 6 holds more ruh. 4 Dscussons Through he analyss of agrculural economy growh, we can draw hree mporan conclusons: Frs, ICT applcaon has become an mporan facor n agrculure economc growh. Second, ICT applcaon has changed he oupu elascy of physcal capal and human capal, whch renforces he role of human capal, herefore changed he way of economc growh n agrculure. Thrd, ICT applcaon has mproved he agrculural economc growh rae reurns o scale and has become he source of economes scale ncremen of agrculure. Therefore, In order o, accelerae he developmen of agrculural economy, he decson-makers should no only o consder he physcal capal nvesmen, human capal nvesmen and echnologcal progress n agrculure felds, bu aach grea mporance o promoe agrculural and rural nformazaon developmen. Meanwhle, can be seen ha he mpac of ICT applcaon on physcal capal nvesmen s no obvous. Therefore, n he agrculural nformazaon consrucon process, we should pay more aenon o develop nellgen equpmen, whch can drecly mprove he effcency of agrculural producon, and agrculural nformazaon consrucon. There s a need o encourage scenfc research nsuons, nformaon echnology, companes and agrculural enerprses o make effors o mprove he nellgence level of Chnese agrculural producon ools and facles, herefore promoe agrculural growh. References 1. Pora, M.U.: The Informaon Economy (9 volumes), Offce of Telecommuncaons Specal Publcaon 77-12, Washngon D.C.: U.S. Deparmen of Commerce (1977) 2. Gll, G., Young, K., Pasore, D., Dumagan, J.C., Turk, I.: Economy - Wde and Indusry - Level Impac of Informaon Technology (4) (1997) 3. ITU. World elecommuncaon developmen repor 2006: Measurng ICT for Socal and Economc Developmen (2006) 4. Welfens, P.J.J.: Informaon & Communcaon Technology and capal marke perspecves. In: Inernaonal Economcs and Economc Polcy, vol. 2(1), Sprnger, Hedelberg (2005) 5. Zhu, Y.: Informaonalzaon and Is Influence on economy growh. Journal of he Chna Socey for Scenfc and Techncal Informaon (5) (1996)

8 Relaonshp beween ICT Applcaon and Chna Agrculure Economc Growh Tao, C.: The Real Analyss of Informaon Indusry of Our Counry. Journal of Eas Chna JaoTong Unversy (04) (2001) 7. Zhang, H., Zhang, Q.: Rural nformazaon mpac on Agrculural economc growh. Sascs and Decson (12) (2008) 8. Zhou, X., Zhu, N.: Reurn o Human Capal n Rural Chna. Chnese Journal of Populaon Scence (06) (2003)

Baoding, Hebei, China. *Corresponding author

Baoding, Hebei, China. *Corresponding author 2016 3 rd Inernaonal Conference on Economcs and Managemen (ICEM 2016) ISBN: 978-1-60595-368-7 Research on he Applcably of Fama-French Three-Facor Model of Elecrc Power Indusry n Chnese Sock Marke Yeld

More information

Dynamic Relationship and Volatility Spillover Between the Stock Market and the Foreign Exchange market in Pakistan: Evidence from VAR-EGARCH Modelling

Dynamic Relationship and Volatility Spillover Between the Stock Market and the Foreign Exchange market in Pakistan: Evidence from VAR-EGARCH Modelling Dynamc Relaonshp and Volaly pllover Beween he ock Marke and he Foregn xchange marke n Paksan: vdence from VAR-GARCH Modellng Dr. Abdul Qayyum Dr. Muhammad Arshad Khan Inroducon A volale sock and exchange

More information

Estimation of Optimal Tax Level on Pesticides Use and its

Estimation of Optimal Tax Level on Pesticides Use and its 64 Bulgaran Journal of Agrculural Scence, 8 (No 5 0, 64-650 Agrculural Academy Esmaon of Opmal Ta Level on Pescdes Use and s Impac on Agrculure N. Ivanova,. Soyanova and P. Mshev Unversy of Naonal and

More information

Co-Integration Study of Relationship between Foreign Direct Investment and Economic Growth

Co-Integration Study of Relationship between Foreign Direct Investment and Economic Growth www.ccsene.org/br Inernaonal Busness Research Vol. 4, No. 4; Ocober 2011 Co-Inegraon Sudy of Relaonshp beween Foregn Drec Invesen and Econoc Growh Haao Sun Qngdao Technologcal Unversy, Qngdao 266520, Chna

More information

Bank of Japan. Research and Statistics Department. March, Outline of the Corporate Goods Price Index (CGPI, 2010 base)

Bank of Japan. Research and Statistics Department. March, Outline of the Corporate Goods Price Index (CGPI, 2010 base) Bank of Japan Research and Sascs Deparmen Oulne of he Corporae Goods Prce Index (CGPI, 2010 base) March, 2015 1. Purpose and Applcaon The Corporae Goods Prce Index (CGPI) measures he prce developmens of

More information

Albania. A: Identification. B: CPI Coverage. Title of the CPI: Consumer Price Index. Organisation responsible: Institute of Statistics

Albania. A: Identification. B: CPI Coverage. Title of the CPI: Consumer Price Index. Organisation responsible: Institute of Statistics Albana A: Idenfcaon Tle of he CPI: Consumer Prce Index Organsaon responsble: Insue of Sascs Perodcy: Monhly Prce reference perod: December year 1 = 100 Index reference perod: December 2007 = 100 Weghs

More information

Chain-linking and seasonal adjustment of the quarterly national accounts

Chain-linking and seasonal adjustment of the quarterly national accounts Sascs Denmark Naonal Accouns 6 July 00 Chan-lnkng and seasonal adjusmen of he uarerly naonal accouns The mehod of chan-lnkng he uarerly naonal accouns was changed wh he revsed complaon of daa hrd uarer

More information

Adjusted-Productivity Growth for Resource Rents: Kuwait Oil Industry

Adjusted-Productivity Growth for Resource Rents: Kuwait Oil Industry Appled Economcs and Fnance Vol. 3, No. 2; May 2016 ISSN 2332-7294 E-ISSN 2332-7308 Publshed by Redfame Publshng URL: hp://aef.redfame.com Adjused-Producvy Growh for Resource Rens: Kuwa Ol Indusry 1 Acng

More information

Noise and Expected Return in Chinese A-share Stock Market. By Chong QIAN Chien-Ting LIN

Noise and Expected Return in Chinese A-share Stock Market. By Chong QIAN Chien-Ting LIN Nose and Expeced Reurn n Chnese A-share Sock Marke By Chong QIAN Chen-Tng LIN 1 } Capal Asse Prcng Model (CAPM) by Sharpe (1964), Lnner (1965) and Mossn (1966) E ( R, ) R f, + [ E( Rm, ) R f, = β ] + ε

More information

AN APPLICATION OF SPATIAL - PANEL ANALYSIS - PROVINCIAL ECONOMIC GROWTH AND LOGISTICS IN CHINA

AN APPLICATION OF SPATIAL - PANEL ANALYSIS - PROVINCIAL ECONOMIC GROWTH AND LOGISTICS IN CHINA Annals of he Unversy of Peroşan, Economcs, 0(2), 200, 35-322 35 AN APPLICATION OF SPATIAL - PANEL ANALYSIS - PROVINCIAL ECONOMIC GROWTH AND LOGISTICS IN CHINA YANG SHAO * ABSTRACT: Ths paper nroduces he

More information

The impact of intellectual capital on returns and stock prices of listed companies in Tehran Stock Exchange

The impact of intellectual capital on returns and stock prices of listed companies in Tehran Stock Exchange Appled Scence Repors www.pscpub.com/asr -SSN: 231-944 / P-SSN: 2311-139 DO: 1.15192/PSCP.ASR.214.4.3.1516 App. Sc. Repor. 4 (3), 214: 15-16 PSC Publcaons The mpac of nellecual capal on reurns and sock

More information

Correlation of default

Correlation of default efaul Correlaon Correlaon of defaul If Oblgor A s cred qualy deeroraes, how well does he cred qualy of Oblgor B correlae o Oblgor A? Some emprcal observaons are efaul correlaons are general low hough hey

More information

Assessment of The relation between systematic risk and debt to cash flow ratio

Assessment of The relation between systematic risk and debt to cash flow ratio Inernaonal Journal of Engneerng Research And Managemen (IJERM) ISSN : 349-058, Volume-0, Issue-04, Aprl 015 Assessmen of The relaon beween sysemac rsk and deb o cash flow rao Moaba Mosaeran Guran, Akbar

More information

The Empirical Research of Price Fluctuation Rules and Influence Factors with Fresh Produce Sequential Auction Limei Cui

The Empirical Research of Price Fluctuation Rules and Influence Factors with Fresh Produce Sequential Auction Limei Cui 6h Inernaonal Conference on Sensor Nework and Compuer Engneerng (ICSNCE 016) The Emprcal Research of Prce Flucuaon Rules and Influence Facors wh Fresh Produce Sequenal Aucon Lme Cu Qujng Normal Unversy,

More information

Online Publication Date: 23 December, 2011 Publisher: Asian Economic and Social Society

Online Publication Date: 23 December, 2011 Publisher: Asian Economic and Social Society Onlne Publcaon Dae: 3 December, 011 Publsher: Asan Economc and Socal Socey Tesng he nfluence of dfferen secor s conrbuon o he Sae Domesc Produc of Norh Easern Saes of Inda Avral Kumar Twar ( Research scholar

More information

Determinants of firm exchange rate predictions:

Determinants of firm exchange rate predictions: CESSA WP 208-0 Deermnans of frm exchange rae predcons: Emprcal evdence from survey daa of Japanese frms Th-Ngoc Anh NGUYEN Yokohama Naonal Unversy Japan Socey for he Promoon of Scence May 208 Cener for

More information

Differences in the Price-Earning-Return Relationship between Internet and Traditional Firms

Differences in the Price-Earning-Return Relationship between Internet and Traditional Firms Dfferences n he Prce-Earnng-Reurn Relaonshp beween Inerne and Tradonal Frms Jaehan Koh Ph.D. Program College of Busness Admnsraon Unversy of Texas-Pan Amercan jhkoh@upa.edu Bn Wang Asssan Professor Compuer

More information

Impact of Stock Markets on Economic Growth: A Cross Country Analysis

Impact of Stock Markets on Economic Growth: A Cross Country Analysis Impac of Sock Markes on Economc Growh: A Cross Counry Analyss By Muhammad Jaml Imporance of sock markes for poolng fnancal resources ncreased snce he las wo decades. Presen sudy analyzed mpac of sock markes

More information

Measurement of EU agricultural total factor productivity growth

Measurement of EU agricultural total factor productivity growth Measuremen of EU agrculural oal facor producvy groh Koen Mondelaers DG for Agrculure and Rural Developmen Un E.2 Economc modellng and Oulook General objecves for he CAP,2 : Relevancy Promong a vable food

More information

The Financial System. Instructor: Prof. Menzie Chinn UW Madison

The Financial System. Instructor: Prof. Menzie Chinn UW Madison Economcs 435 The Fnancal Sysem (2/13/13) Insrucor: Prof. Menze Chnn UW Madson Sprng 2013 Fuure Value and Presen Value If he presen value s $100 and he neres rae s 5%, hen he fuure value one year from now

More information

MACROECONOMIC CONDITIONS AND INCOME DISTRIBUTION IN VENEZUELA:

MACROECONOMIC CONDITIONS AND INCOME DISTRIBUTION IN VENEZUELA: MACROECONOMIC CONDITIONS AND INCOME DISTRIBUTION IN VENEZUELA: 197-199 Raul J. Crespo* January, 2004 *Conac: Economcs Deparmen, Unversy of Brsol, 8 Woodland Road, Brsol, BS8 1TN, Uned Kngdom. Tel.: + 44

More information

Economics of taxation

Economics of taxation Economcs of axaon Lecure 3: Opmal axaon heores Salane (2003) Opmal axes The opmal ax sysem mnmzes he excess burden wh a gven amoun whch he governmen wans o rase hrough axaon. Opmal axes maxmze socal welfare,

More information

The Asymmetric Effects of Government Spending Shocks: Empirical Evidence from Turkey

The Asymmetric Effects of Government Spending Shocks: Empirical Evidence from Turkey Journal of Economc and Socal Research 6 (), 33-5 The Asymmerc Effecs of Governmen Spendng Shocks: Emprcal Evdence from Turkey Hakan Berumen & Burak oğan Absrac. The purpose of hs paper s o assess f expansonary

More information

Agricultural and Rural Finance Markets in Transition

Agricultural and Rural Finance Markets in Transition Agrculural and Rural Fnance Markes n Transon Proceedngs of Regonal Research Commee NC-04 S. Lous, Mssour Ocober 4-5, 007 Dr. Mchael A. Gunderson, Edor January 008 Food and Resource Economcs Unversy of

More information

AN EMPIRICAL STUDY ON RELATIONSHIP BETWEEN POPULATION IMMIGRATION AND URBAN HOUSING MARKET*

AN EMPIRICAL STUDY ON RELATIONSHIP BETWEEN POPULATION IMMIGRATION AND URBAN HOUSING MARKET* The CRIOCM 6 Inernaonal Symposum on Advancemen of Consrucon Managemen and Real Esae AN EMPIRICAL STUDY ON RELATIONSHIP BETWEEN POPULATION IMMIGRATION AND URBAN HOUSING MARKET* Fen Je LONG, Mng LIU, Mng

More information

Prediction of Oil Demand Based on Time Series Decomposition Method Nan MA * and Yong LIU

Prediction of Oil Demand Based on Time Series Decomposition Method Nan MA * and Yong LIU 2017 2nd Inernaonal Conference on Sofware, Mulmeda and Communcaon Engneerng (SMCE 2017) ISBN: 978-1-60595-458-5 Predcon of Ol Demand Based on Tme Seres Decomposon Mehod Nan MA * and Yong LIU College of

More information

MEASURING THE EVOLUTION OF KOREA S MATERIAL LIVING STANDARDS

MEASURING THE EVOLUTION OF KOREA S MATERIAL LIVING STANDARDS JSPS Grans-n-Ad for Scenfc Research (S) Undersandng Perssen Deflaon n Japan Workng Paper Seres No. 025 November 203 MEASURING THE EVOLUTION OF KOREA S MATERIAL LIVING STANDARDS 980-200 Taehyoung CHO Junghoon

More information

Michał Kolupa, Zbigniew Śleszyński SOME REMARKS ON COINCIDENCE OF AN ECONOMETRIC MODEL

Michał Kolupa, Zbigniew Śleszyński SOME REMARKS ON COINCIDENCE OF AN ECONOMETRIC MODEL M I S C E L L A N E A Mchał Kolupa, bgnew Śleszyńsk SOME EMAKS ON COINCIDENCE OF AN ECONOMETIC MODEL Absrac In hs paper concep of concdence of varable and mehods for checkng concdence of model and varables

More information

Exchange Rates and Patterns of Cotton Textile Trade. Paper Prepared for: TAM 483: Textiles and Apparel in International Trade. Gary A.

Exchange Rates and Patterns of Cotton Textile Trade. Paper Prepared for: TAM 483: Textiles and Apparel in International Trade. Gary A. Exchange Raes and Paerns of Coon Texle Trade Paper Prepared for: TAM 483: Texles and Apparel n Inernaonal Trade Gary A. Ranes III ABSTRACT The surge n mpored exles and apparel, specfcally coon exles and

More information

HOUSING AND THE BUSINESS CYCLE: DATA APPENDIX

HOUSING AND THE BUSINESS CYCLE: DATA APPENDIX HOUSING AND THE BUSINESS CYCLE: DATA APPENDIX Morrs A. Davs 1 Federal Reserve Board of Governors 2 h and C S. NW Washngon DC 2551 U.S.A. mdavs@frb.gov Jonahan Heahcoe Duke Unversy Deparmen of Economcs

More information

ESSAYS ON MONETARY POLICY AND INTERNATIONAL TRADE. A Dissertation HUI-CHU CHIANG

ESSAYS ON MONETARY POLICY AND INTERNATIONAL TRADE. A Dissertation HUI-CHU CHIANG ESSAYS ON MONETARY POLICY AND INTERNATIONAL TRADE A Dsseraon by HUI-CHU CHIANG Submed o he Offce of Graduae Sudes of Texas A&M Unversy n paral fulfllmen of he requremens for he degree of DOCTOR OF PHILOSOPHY

More information

Quarterly Accounting Earnings Forecasting: A Grey Group Model Approach

Quarterly Accounting Earnings Forecasting: A Grey Group Model Approach Quarerly Accounng Earnngs Forecasng: A Grey Group Model Approach Zheng-Ln Chen Deparmen of Accounng Zhongnan Unversy of Economcs and Law # Souh Nanhu Road, Wuhan Cy, 430073 Hube People's Republc of Chna

More information

Network Security Risk Assessment Based on Node Correlation

Network Security Risk Assessment Based on Node Correlation Journal of Physcs: Conference Seres PAPER OPE ACCESS ewor Secury Rs Assessmen Based on ode Correlaon To ce hs arcle: Zengguang Wang e al 2018 J. Phys.: Conf. Ser. 1069 012073 Vew he arcle onlne for updaes

More information

Trade Liberalization and Resource Reallocation in an Extended Heckscher-Ohlin Model.

Trade Liberalization and Resource Reallocation in an Extended Heckscher-Ohlin Model. Trade Lberalzaon and Resource Reallocaon n an Exended Heckscher-Oh Model. A Panel-Daa Sudy of Sem-Indusralzed Counres. Sara Johansson Jönköpng Inernaonal Busness School P.O. Box 026 SE-55 Jönköpng Sweden

More information

Regional Capital Mobility in China: An Endogenous Parameter Approach

Regional Capital Mobility in China: An Endogenous Parameter Approach Regonal Capal Mobly n Chna: An Endogenous Parameer Approach Te La 1 1 School of Fnance, Guangdong Unversy of Foregn Sudes Appled Economcs and Fnance Vol. 2, No. 3; Augus2015 ISSN 2332-7294 E-ISSN 2332-7308

More information

Output growth, inflation and interest rate on stock return and volatility: the predictive power

Output growth, inflation and interest rate on stock return and volatility: the predictive power Oupu growh, nflaon and neres rae on soc reurn and volaly: he predcve power Wa Chng POON* and Gee Ko TONG** * School of Busness, Monash Unversy Sunway Campus, Jalan Lagoon Selaan, 46150 Bandar Sunway, Selangor,

More information

Factors affecting stock market performance with special reference to market-to-book ratio in banking - the Israeli case

Factors affecting stock market performance with special reference to market-to-book ratio in banking - the Israeli case Facors affecng sock marke performance wh specal reference o marke-o-book rao n bankng - he Israel case AUTHORS ARTICLE INFO JOURNAL FOUNDER Davd Ruhenberg Shaul Pearl Yoram Landskroner Davd Ruhenberg,

More information

The impact of government support to industrial R&D on the Israeli economy. Final report. English translation from Hebrew

The impact of government support to industrial R&D on the Israeli economy. Final report. English translation from Hebrew The mpac of governmen suppor o ndusral R&D on he Israel economy Fnal repor Englsh ranslaon from Hebrew Prof. Saul Lach, Dr. Shlom Parza, Danel Wasserel June 2008 E.G.P Appled Economcs Ld. Research and

More information

Property of stocks and wealth effects on consumption

Property of stocks and wealth effects on consumption Propery of socks and wealh effecs on consumpon RICARDO M. SOUSA Unversy of Mnho Deparmen of Economcs Campus of Gualar, 470-057 - BRAGA PORTUGAL E-mal: rjsousa@eeg.umnho.p March 2003 Absrac Recen flucuaons

More information

SHSU ECONOMICS WORKING PAPER

SHSU ECONOMICS WORKING PAPER Sam Houson Sae Unversy Deparmen of Economcs and Inernaonal Busness Workng Paper Seres Secoral Prce Changes and Oupu Growh: Supply and Demand n General Equlbrum Nahan S. Balke and Hranya K Nah SHSU Economcs

More information

Recen Emprcal Leraure Sur vey Over he pas few decades, a large amoun of research has been devoed n sudyng he aggregae demand for mpors n developed, de

Recen Emprcal Leraure Sur vey Over he pas few decades, a large amoun of research has been devoed n sudyng he aggregae demand for mpors n developed, de An Aggregae Impor Demand Funcon: An Emprcal Invesgaon by Panel Daa for Lan Amercan and Carbbean Counres Ilhan Ozurk * and Al Acaravc ** Ths paper esmaes he aggregae mpor demand funcon for Lan Amercan and

More information

Improving Earnings per Share: An Illusory Motive in Stock Repurchases

Improving Earnings per Share: An Illusory Motive in Stock Repurchases Inernaonal Journal of Busness and Economcs, 2009, Vol. 8, No. 3, 243-247 Improvng Earnngs per Share: An Illusory Move n Sock Repurchases Jong-Shn We Deparmen of Inernaonal Busness Admnsraon, Wenzao Ursulne

More information

CAN PRODUCTIVITY INCREASES IN THE DISTRIBUTION SECTOR HELP EXPLAIN TENDENCY OF THE TURKISH LIRA TO APPRECIATE? Çukurova University, Turkey

CAN PRODUCTIVITY INCREASES IN THE DISTRIBUTION SECTOR HELP EXPLAIN TENDENCY OF THE TURKISH LIRA TO APPRECIATE? Çukurova University, Turkey Topcs n Mddle Easern and Afrcan Economes CAN PRODUCTIVITY INCREASES IN THE DISTRIBUTION SECTOR HELP EXPLAIN TENDENCY OF THE TURKISH LIRA TO APPRECIATE? Fkre DÜLGER 1, Kenan LOPCU 2, Almıla BURGAÇ 3 Çukurova

More information

The Long Term Impact of Health on Economic Growth in Pakistan

The Long Term Impact of Health on Economic Growth in Pakistan The Paksan Developmen Revew 47 : 4 Par II (Wner 2008) pp. 487 500 The Long Term Impac of Healh on Economc Growh n Paksan NAEEM AKRAM, IHTSHAM UL HAQ PADDA, and MOHAMMAD KHAN * 1. INTRODUCTION Human capal

More information

Research Article The Dynamic Effects of Foreign Direct Investment to Food Processing Industry in Emerging Markets

Research Article The Dynamic Effects of Foreign Direct Investment to Food Processing Industry in Emerging Markets Advance Journal of Food Scence and Technology 7(8): 602-606, 205 DOI:0.9026/ajfs.7.366 ISSN: 2042-4868; e-issn: 2042-4876 205 Maxwell Scenfc Publcaon Corp. Submed: Sepember 8, 204 Acceped: Ocober 2, 204

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

McKinnon s Complementarity Hypothesis: Empirical Evidence for the Arab Maghrebean Countries

McKinnon s Complementarity Hypothesis: Empirical Evidence for the Arab Maghrebean Countries 23 The Romanan Economc Journal cknnon s Complemenary Hypohess: Emprcal Evdence for he Arab aghrebean Counres Amara Bouzd Ths sudy ams o verfy he fnancal represson heory s assumpons for he Arabc aghrebean

More information

SUMMARY. Poverty and Economic Policy (PEP) Research Network and CIR- PÉE (Université Laval) June 24, 2008

SUMMARY. Poverty and Economic Policy (PEP) Research Network and CIR- PÉE (Université Laval) June 24, 2008 Trade Growh and Gender n Developng Counres A Comparson of Ghana Honduras Senegal and Uganda John Cockburn 1 Bernard Decaluwé Ismaël Fofana Véronque Robchaud SUMMARY Developng counres are deeply engaged

More information

Key Knowledge Generation Publication details, including instructions for author and Subscription information:

Key Knowledge Generation Publication details, including instructions for author and Subscription information: Ths arcle was downloaded by: Publsher: KKG Publcaons Regsered offce: 8, Jalan Kenanga SD 9/7 Bandar Sr Damansara, 52200 Malaysa Key Knowledge Generaon Publcaon deals, ncludng nsrucons for auhor and Subscrpon

More information

The Effect of FDI on Economic Growth in MENA Region

The Effect of FDI on Economic Growth in MENA Region Inernaonal Journal of Appled Economc Sudes Vol. 3, Issue 1 February 215 Avalable onlne a hp://sjournals.com/ijae/ ISSN: 2345-5721 The Effec of FDI on Economc Growh n MENA Regon Mohsen Mehrara Faculy of

More information

Lab 10 OLS Regressions II

Lab 10 OLS Regressions II Lab 10 OLS Regressons II Ths lab wll cover how o perform a smple OLS regresson usng dfferen funconal forms. LAB 10 QUICK VIEW Non-lnear relaonshps beween varables nclude: o Log-Ln: o Ln-Log: o Log-Log:

More information

COMPARATIVE ANALYSIS OF VAT EVOLUTION IN THE EUROPEAN ECONOMIC SYSTEM

COMPARATIVE ANALYSIS OF VAT EVOLUTION IN THE EUROPEAN ECONOMIC SYSTEM COMPARATIVE ANALYSIS OF VAT EVOLUTION IN THE EUROPEAN ECONOMIC SYSTEM MIHAELA ANDREEA STROE * Absrac In hs paper we sudy a comparave analyss of VAT n dfferen saes of he world. I made some observaon on

More information

FITTING EXPONENTIAL MODELS TO DATA Supplement to Unit 9C MATH Q(t) = Q 0 (1 + r) t. Q(t) = Q 0 a t,

FITTING EXPONENTIAL MODELS TO DATA Supplement to Unit 9C MATH Q(t) = Q 0 (1 + r) t. Q(t) = Q 0 a t, FITTING EXPONENTIAL MODELS TO DATA Supplemen o Un 9C MATH 01 In he handou we wll learn how o fnd an exponenal model for daa ha s gven and use o make predcons. We wll also revew how o calculae he SSE and

More information

Effect of Foreign Agricultural Aid and Corruption on Agricultural Growth in Nigeria ( ).

Effect of Foreign Agricultural Aid and Corruption on Agricultural Growth in Nigeria ( ). Journal of Economcs and Susanable Developmen www.se.org Effec of Foregn Agrculural Ad and Corrupon on Agrculural Growh n Ngera (2002-2013). 1 Bnuomoe S. O., 2 Odeny K. A. and T. O. 1 Olawuy 1 Deparmen

More information

The UAE UNiversity, The American University of Kurdistan

The UAE UNiversity, The American University of Kurdistan MPRA Munch Personal RePEc Archve A MS-Excel Module o Transform an Inegraed Varable no Cumulave Paral Sums for Negave and Posve Componens wh and whou Deermnsc Trend Pars. Abdulnasser Haem-J and Alan Musafa

More information

WORKING PAPER SERIES 4

WORKING PAPER SERIES 4 WORKING PAPER SERIES 4 Kaml Dybczak, Vladslav Flek, Dana Hájková and Jaromír Hurník: Supply-Sde Performance and Srucure n he Czech Republc (1995-2005) 2006 WORKING PAPER SERIES Supply-Sde Performance and

More information

Time-Varying Correlations Between Credit Risks and Determinant Factors

Time-Varying Correlations Between Credit Risks and Determinant Factors me-varyng Correlaons Beween Cred Rsks and Deermnan Facors Frs & Correspondng Auhor: Ju-Jane Chang Asssan Professor n he Deparmen of Fnancal Engneerng and Acuaral Mahemacs, Soochow Unversy, awan 56, Sec.

More information

Assessing Long-Term Fiscal Dynamics: Evidence from Greece and Belgium

Assessing Long-Term Fiscal Dynamics: Evidence from Greece and Belgium Inernaonal Revew of Busness Research Papers Vol. 7. No. 6. November 2011. Pp. 33-45 Assessng Long-Term Fscal Dynamcs: Evdence from Greece and Belgum JEL Codes: Ε62 and Η50 1. Inroducon Evangela Kasma 1,2

More information

Temi di discussione. The financing of small innovative firms: The Italian case. (Working papers) September by Silvia Magri.

Temi di discussione. The financing of small innovative firms: The Italian case. (Working papers) September by Silvia Magri. Tem d dscussone (Workng papers) The fnancng of small nnovave frms: The Ialan case by Slva Magr Sepember 2007 Number 640 The purpose of he Tem d dscussone seres s o promoe he crculaon of workng papers prepared

More information

A Novel Application of the Copula Function to Correlation Analysis of Hushen300 Stock Index Futures and HS300 Stock Index

A Novel Application of the Copula Function to Correlation Analysis of Hushen300 Stock Index Futures and HS300 Stock Index A Novel Applcaon of he Copula Funcon o Correlaon Analyss of Hushen3 Sock Index Fuures and HS3 Sock Index Fang WU *, 2, Yu WEI. School of Economcs and Managemen, Souhwes Jaoong Unversy, Chengdu 63, Chna

More information

IJEM International Journal of Economics and Management

IJEM International Journal of Economics and Management In. Journal of Economcs and Managemen 0(): 2 (206) IJEM Inernaonal Journal of Economcs and Managemen Journal homepage: hp://www.econ.upm.edu.my/jem In Search of Effecve Moneary Polcy n Indonesa: Inflaon

More information

Induced Innovation Tests on Western American Agriculture: A Cointegration Analysis

Induced Innovation Tests on Western American Agriculture: A Cointegration Analysis Induced Innovaon Tess on Wesern Amercan Agrculure: A Conegraon Analyss Qnghua Lu C. Rchard Shumway Deparmen of Agrculural & Resource Economcs Washngon Sae Unversy May 3, 003 Paper prepared for presenaon

More information

Exchange Rate Pass-Through to Manufactured Import Prices: The Case of Japan

Exchange Rate Pass-Through to Manufactured Import Prices: The Case of Japan Exchange Rae Pass-Through o Manufacured Impor Prces: The Case of Japan Gunerane Wckremasnghe and Param Slvapulle Deparmen of Economercs and Busness Sascs Monash Unversy Caulfeld Vcora, 3145 AUSTRALIA Absrac

More information

ScienceDirect. A Comparative Study on the Effects of Oil Price Changes on Inflation

ScienceDirect. A Comparative Study on the Effects of Oil Price Changes on Inflation Avalable onlne a www.scencedrec.com ScenceDrec Proceda Economcs and Fnance 26 ( 2015 ) 630 636 4h World Conference on Busness, Economcs and Managemen, WCBEM A Comparave Sudy on he Effecs of Ol Prce Changes

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

Premia of Offshoring: Evidence from Japanese Manufacturing Firms

Premia of Offshoring: Evidence from Japanese Manufacturing Firms Prelmnary Please do no ce. Commens welcome Prema of Offshorng: Evdence from Japanese Manufacurng Frms Ryuhe Wakasug* Kyoo Unversy Banr Io Research Insue of Economy Trade and Indusry Ech Tomura Yokohama

More information

THE IMPACT OF COMMODITY DERIVATIVES IN AGRICULTURAL FUTURES MARKETS

THE IMPACT OF COMMODITY DERIVATIVES IN AGRICULTURAL FUTURES MARKETS Alghero, 25-27 June 20 Feedng he Plane and Greenng Agrculure: Challenges and opporunes for he bo-econom THE IMPACT OF COMMODITY DERIVATIVES IN AGRICULTURAL FUTURES MARKETS Zupprol M., Dona M., Verga G.,

More information

Tax Dispute Resolution and Taxpayer Screening

Tax Dispute Resolution and Taxpayer Screening DISCUSSION PAPER March 2016 No. 73 Tax Dspue Resoluon and Taxpayer Screenng Hdek SATO* Faculy of Economcs, Kyushu Sangyo Unversy ----- *E-Mal: hsao@p.kyusan-u.ac.jp Tax Dspue Resoluon and Taxpayer Screenng

More information

THE APPLICATION OF REGRESSION ANALYSIS IN TESTING UNCOVERED INTEREST RATE PARITY

THE APPLICATION OF REGRESSION ANALYSIS IN TESTING UNCOVERED INTEREST RATE PARITY QUANTITATIVE METHOD IN ECONOMIC Vol. XIV, No., 03, pp. 3 4 THE APPLICATION OF REGREION ANALYI IN TETING UNCOVERED INTERET RATE PARITY Joanna Kselńsa, Kaarzyna Czech Faculy of Economcs cences Warsaw Unversy

More information

Economic Performance, Government Size, and Institutional Quality *

Economic Performance, Government Size, and Institutional Quality * Economc Performance, Governmen Sze, and Insuonal Qualy * Anóno Afonso $ and João Tovar Jalles 2015 Absrac Ths paper sudes he emprcal lnk beween governmen sze, nsuons and economc acvy usng a panel of 140

More information

The Japan-U.S. Exchange Rate, Produ Title Competitiveness of Japanese Industr.

The Japan-U.S. Exchange Rate, Produ Title Competitiveness of Japanese Industr. The apan-u.s. Exchange Rae Produ Tle Compeveness of apanese Indusr Auhors Dekle Rober; Fukao Kyoj Caon Issue 2009-03 Dae Type Techncal Repor Tex Verson publsher URL hp://hdl.handle.ne/10086/29300 Rgh Hosubash

More information

THE TYRANNY OF THE IDENTITY: GROWTH ACCOUNTING REVISITED

THE TYRANNY OF THE IDENTITY: GROWTH ACCOUNTING REVISITED THE TYRANNY OF THE IDENTITY: GROWTH ACCOUNTING REVISITED Jesus Felpe Economcs and Research Deparmen Asan Developmen Bank Manla (Phlppnes) e-mal: jfelpe@adb.org JSL McCombe Cenre for Economc and Publc Polcy

More information

Multi-factor productivity measurement: from data pitfalls to problem solving the Swiss way

Multi-factor productivity measurement: from data pitfalls to problem solving the Swiss way Federal Deparmen of Home Affars FDHA Swss Federal Sascal Offce FSO Economy, Sae and Socal Issues Mul-facor producvy measuremen: from daa pfalls o problem solvng he Swss way Workng paper prepared for he

More information

Exchange Rates and Local Labor Markets

Exchange Rates and Local Labor Markets Exchange Raes and Local Labor Markes Lnda Goldberg and Joseph Tracy Federal Reserve Bank of New York and NBER ABSTRACT We documen he consequences of real exchange rae movemens for he employmen, hours,

More information

Fiscal Sustainability Report Ottawa, Canada September 30,

Fiscal Sustainability Report Ottawa, Canada September 30, Fscal Susanably Repor Oawa, Canada Sepember 3, www.pbo-dpb.gc.ca Fscal Susanably Repor The mandae of he Parlamenary Budge Offcer (PBO) s o provde ndependen analyss o he Senae and o he House of Commons

More information

Exchange Rate Shocks in Small Export-Oriented Economies: A Cross-Country Industry Competitive Analysis

Exchange Rate Shocks in Small Export-Oriented Economies: A Cross-Country Industry Competitive Analysis Exchange ae Shocks n Small Expor-Orened Economes: A Cross-Counry Indusry Compeve Analyss Anand B. S. Gula Hanken School of Economcs, Deparmen of Fnance and Sascs, Handelsesplanaden 2, FI-65101 Vaasa, Fnland.

More information

Global regional sources of risk in equity markets: evidence from factor models with time-varying conditional skewness

Global regional sources of risk in equity markets: evidence from factor models with time-varying conditional skewness Global regonal sources of rsk n equy markes: evdence from facor models wh me-varyng condonal skewness Aamr R. Hashm a, Anhony S. Tay b, * a Deparmen of Economcs, Naonal Unversy of Sngapore, AS2, Ars Lnk,

More information

HOW RELATIVE PRICE VARIABILITY IS RELATED TO UNANTICIPATED INFLATION AND REAL INCOME?

HOW RELATIVE PRICE VARIABILITY IS RELATED TO UNANTICIPATED INFLATION AND REAL INCOME? 45 Paksan Economc and Socal Revew Volume 5, No. 1 (Summer 014), pp. 45-58 HOW RELATIVE PRICE VARIABILITY IS RELATED TO UNANTICIPATED INFLATION AND REAL INCOME? SAGHIR PERVAIZ GHAURI, ABDUL QAYYUM and MUHAMMAD

More information

Do Intangibles Contribute to Productivity Growth in East Asian Countries? Evidence from Japan and Korea

Do Intangibles Contribute to Productivity Growth in East Asian Countries? Evidence from Japan and Korea RIETI Dscusson Paper Seres 15-E-055 Do Inangbles Conrbue o Producvy Growh n Eas Asan Counres? Evdence from Japan and Korea Hyunbae CHUN Sogang Unversy MIYAGAWA Tsuomu RIETI Hak Kl PYO Seoul Naonal Unversy

More information

A PLAN-B PAPER SUBMITTED TO THE FACULTY OF APPLIED ECONOMICS GRADUATE PROGRAM OF THE UNIVERSITY OF MINNESOTA BY MARÍA GABRIELA URGILÉS BRAVO

A PLAN-B PAPER SUBMITTED TO THE FACULTY OF APPLIED ECONOMICS GRADUATE PROGRAM OF THE UNIVERSITY OF MINNESOTA BY MARÍA GABRIELA URGILÉS BRAVO EMPLOYER LEARNING AND STATISTICAL DISCRIMINATION: A COMPARISON OF HISPANIC AND WHITE MALES A PLAN-B PAPER SUBMITTED TO THE FACULTY OF APPLIED ECONOMICS GRADUATE PROGRAM OF THE UNIVERSITY OF MINNESOTA BY

More information

R&D Intensity, ICT Investment and Industry Productivity Growth*

R&D Intensity, ICT Investment and Industry Productivity Growth* R&D Inensy, ICT Invesmen and Indusry Producvy Growh* Theo S. Echer Deparmen of Economcs, Unversy of Washngon Ifo Insue for Economc Research a he Unversy of Munch Thomas Srobel Ifo Insue for Economc Research

More information

Asian Economic and Financial Review MONETARY UNCERTAINTY AND DEMAND FOR MONEY IN KOREA

Asian Economic and Financial Review MONETARY UNCERTAINTY AND DEMAND FOR MONEY IN KOREA Asan Economc and Fnancal Revew journal homepage: hp://aessweb.com/journal-deal.php?d=5002 MONETARY UNCERTAINTY AND DEMAND FOR MONEY IN KOREA Mohsen Bahman-Oskooee The Cener for Research on Inernaonal Economcs,

More information

Cash Flow, Currency Risk, and the Cost of Capital

Cash Flow, Currency Risk, and the Cost of Capital Cash Flow, Currency Rsk, and he Cos of Capal Workng Paper Seres 11-12 Ocober 2011 Dng Du Norhern Arzona Unversy The W. A. Franke College of Busness PO Box 15066 Flagsaff, AZ 86011.5066 dng.du@nau.edu (928)

More information

INFORMATION FLOWS DURING THE ASIAN CRISIS: EVIDENCE FROM CLOSED-END FUNDS

INFORMATION FLOWS DURING THE ASIAN CRISIS: EVIDENCE FROM CLOSED-END FUNDS BIS WORKING PAPERS No 97 December 2 INFORMATION FLOWS DURING THE ASIAN CRISIS: EVIDENCE FROM CLOSED-END FUNDS by Benjamn H Cohen and El M Remolona BANK FOR INTERNATIONAL SETTLEMENTS Moneary and Economc

More information

Section 6 Short Sales, Yield Curves, Duration, Immunization, Etc.

Section 6 Short Sales, Yield Curves, Duration, Immunization, Etc. More Tuoral a www.lledumbdocor.com age 1 of 9 Secon 6 Shor Sales, Yeld Curves, Duraon, Immunzaon, Ec. Shor Sales: Suppose you beleve ha Company X s sock s overprced. You would ceranly no buy any of Company

More information

A general equilibrium analysis of international TFP growth rates.

A general equilibrium analysis of international TFP growth rates. V.Shesalova (Tlburg Unversy) A general equlbrum analyss of nernaonal TFP growh raes. The paper presens a sudy of he TFP performance among developed counres beween 1985 and 1990. The analyss ncludes hree

More information

A METHOD FOR IMPROVED CAPITAL MEASUREMENT BY COMBINING ACCOUNTS AND FIRM INVESTMENT DATA

A METHOD FOR IMPROVED CAPITAL MEASUREMENT BY COMBINING ACCOUNTS AND FIRM INVESTMENT DATA Revew of Income and Wealh Seres 53, Number 3, Sepember 2007 A METHOD FOR IMPROVED CAPITAL MEASUREMENT BY COMBINING ACCOUNTS AND FIRM INVESTMENT DATA BY ARVID RAKNERUD,* DAG RøNNINGEN AND TERJE SKJERPEN

More information

Normal Random Variable and its discriminant functions

Normal Random Variable and its discriminant functions Normal Random Varable and s dscrmnan funcons Oulne Normal Random Varable Properes Dscrmnan funcons Why Normal Random Varables? Analycally racable Works well when observaon comes form a corruped sngle prooype

More information

Financial Development and TFP Growth: Cross-Country and Industry-Level Evidence

Financial Development and TFP Growth: Cross-Country and Industry-Level Evidence Iner-Amercan Developmen Bank Banco Ineramercano de Desarrollo (BID) Research Deparmen Deparameno de Invesgacón Workng Paper #682 RG-K1097 Fnancal Developmen and TFP Growh: Cross-Counry and Indusry-Level

More information

Turn-of-the-month and Intramonth Anomalies and U.S. Macroeconomic News Announcements on the Thinly Traded Finnish Stock Market

Turn-of-the-month and Intramonth Anomalies and U.S. Macroeconomic News Announcements on the Thinly Traded Finnish Stock Market Inernaonal Journal of Economcs and Fnance Augus, 200 Turn-of-he-monh and Inramonh Anomales and U.S. Macroeconomc News Announcemens on he Thnly Traded Fnnsh Sock Marke Juss Nkknen Deparmen of Accounng and

More information

Improving Forecasting Accuracy in the Case of Intermittent Demand Forecasting

Improving Forecasting Accuracy in the Case of Intermittent Demand Forecasting (IJACSA) Inernaonal Journal of Advanced Compuer Scence and Applcaons, Vol. 5, No. 5, 04 Improvng Forecasng Accuracy n he Case of Inermen Demand Forecasng Dasuke Takeyasu The Open Unversy of Japan, Chba

More information

Working Paper. WP No 559 May, 2004 SOURCES OF GAINS FROM INTERNATIONAL PORTFOLIO DIVERSIFICATION. José Manuel Campa* Nuno Fernandes**

Working Paper. WP No 559 May, 2004 SOURCES OF GAINS FROM INTERNATIONAL PORTFOLIO DIVERSIFICATION. José Manuel Campa* Nuno Fernandes** CIIF Worng Paper WP No 559 May, 2004 SOURCES OF GAINS FROM INTERNATIONAL PORTFOLIO DIVERSIFICATION José Manuel Campa* Nuno Fernandes** * Professor of Fnancal Managemen, Grupo Sanander Char n Fnancal Insuons,

More information

The Underperformance of IPOs: the Sensitivity of the Choice of Empirical Method

The Underperformance of IPOs: the Sensitivity of the Choice of Empirical Method Journal of Economcs and Busness Vol. XI 2008, No 1 & No 2 The Underperformance of IPOs: he Sensvy of he Choce of Emprcal Mehod Wald Saleh & Ahmad Mashal ARAB OPEN UNIVERSITY Absrac Ths paper nvesgaes he

More information

University of Wollongong Economics Working Paper Series 2006

University of Wollongong Economics Working Paper Series 2006 Unversy of Wollongong Economcs Workng Paper Seres 6 hp://www.uow.edu.au/commerce/econ/wpapers.hml Wha Deermnes he Demand for Money n he Asan- Pacfc Counres? An Emprcal Panel Invesgaon Abbas Valadkhan WP

More information

A Framework for Large Scale Use of Scanner Data in the Dutch CPI

A Framework for Large Scale Use of Scanner Data in the Dutch CPI A Framework for Large Scale Use of Scanner Daa n he Duch CPI Jan de Haan Sascs Neherlands and Delf Unversy of Technology Oawa Group, 2-22 May 215 The basc dea Ideally, o make he producon process as effcen

More information

Rates of Return to Public Agricultural Research in 48 U.S. States

Rates of Return to Public Agricultural Research in 48 U.S. States Unversy of Nebraska - Lncoln DgalCommons@Unversy of Nebraska - Lncoln Faculy Publcaons: Agrculural Economcs Agrculural Economcs Deparmen 7-4-28 Raes of Reurn o Publc Agrculural Research n 48 U.S. Saes

More information

Internal Control Quality and Underinvestment under the Perspective of Corporate Life Cycle

Internal Control Quality and Underinvestment under the Perspective of Corporate Life Cycle Inernaonal Journal of Economcs and Fnance; Vol. 8, No. 6; 2016 ISSN 1916-971X E-ISSN 1916-9728 Publshed by Canadan Cener of Scence and Educaon Inernal Conrol Qualy and Undernvesmen under he Perspecve of

More information

Exchange Rate Hysteresis in UK Imports from the South Asian Countries

Exchange Rate Hysteresis in UK Imports from the South Asian Countries CREDIT Research Paper No. 18/03 Exchange Rae Hyseress n UK Impors from he Souh Asan Counres by Nusrae Azz and Ahmad H. Ahmad Absrac We nvesgae and fnd evdence for he hyseress hypohess n UK mpors from Souh

More information

Journal of Economic Research. Research Article THE EFFECT OF FDI ON ECONOMIC GROWTH IN WEST AFRICA COUNTRIES A PANEL DATA APPROACH

Journal of Economic Research. Research Article THE EFFECT OF FDI ON ECONOMIC GROWTH IN WEST AFRICA COUNTRIES A PANEL DATA APPROACH Journal of Economc Research www.advancejournals.org Open Access Scenfc Publsher Research Arcle THE EFFECT OF FDI ON ECONOMIC GROWTH IN WEST AFRICA COUNTRIES A PANEL DATA APPROACH Wlly Tozoke Laou Man Cheong

More information

Boğaziçi University Department of Economics Money, Banking and Financial Institutions L.Yıldıran

Boğaziçi University Department of Economics Money, Banking and Financial Institutions L.Yıldıran Chaper 3 INTEREST RATES Boğazç Unversy Deparmen of Economcs Money, Bankng and Fnancal Insuons L.Yıldıran Sylzed Fac abou Ineres Raes: Ineres raes Expanson Recesson Ineres raes affec economc acvy by changng

More information