The Link between Trade and Income: Export Effect, Import Effect, or Both?

Size: px
Start display at page:

Download "The Link between Trade and Income: Export Effect, Import Effect, or Both?"

Transcription

1 he Lnk between rade and Income: Export Effect, Import Effect, or Both? huo Zhang Department of Economcs tate Unversty of New York at Fredona Jan Ondrch J. Davd chardson 1 Department of Economcs yracuse Unversty February, 2004 Abstract hs paper presents a new framework to evaluate how cross-country dfferences n export openness and mport openness separately affect the real per capta ncome levels. Instrumental varable estmaton extracts the exogenous components of total trade and net exports, whch mply dstnct export and mport effects. We use countres geography as an nstrument for trade openness; and we buld on demography and cross-border transfers to develop a novel nstrument for net export openness. New estmates reveal that export alone correlates wth ncome, not mport. Ceters parbus, countres wth hgh export ntensty (but not hgh mport penetraton) have hgh ncome per capta. Keywords: Export; Import; rade; Income; Instrument JEL classfcaton: F41; F43 1 Zhang: Department of Economcs, E358 hompson Hall, Fredona, New York 14063; el.: ; Fax: ; zhangs@fredona.edu. Ondrch, chardson: Department of Economcs, 110 Eggers Hall, yracuse, New York 13244; el.: ; Fax: ; jondrch@maxwell.syr.edu; jdrchar@maxwell.syr.edu. All responsblty for errors remans wth the authors.

2 I. Introducton Mercantlsts beleved that trade surpluses enrched a country, and mplctly that ts government should encourage exports and restrct mports. Adam mth and Davd cardo challenged mercantlsm by argung that overall openness s what matters natons grow more prosperous through mports as well as exports. Many modern developng countres have replaced ther strategy of government-protected mport substtuton ndustralzaton wth an export orented strategy. hs paper re-poses the queston of whether trade openness rases a country s ncome per person (or per worker); and f t does, what are the channels and mechansms through whch trade affects ncome, n partcular through exports or through mports? 2 We buld on Frankel and omer (1999) and Irwn and ervö (2002). her papers allevated many of the conceptual and econometrc barrers to these ssues by showng how geographcal characterstcs provde an arguably good nstrument for a country s ntrnsc openness n a cross secton. Yet they admtted that ther approach could not separate the mport effect from the export effect. 3 No one to our knowledge has yet fgured a way to do what seems ntally the most natural next thng. hat s to construct a measure of export openness, then an arguably 2 Baldwn (2004) especally, but also Bosworth and Collns (2003) and OECD (2003) provded comprehensve lterature revews. ee also Zhang (2003). 3 We and Wu (2001) and We (2002a, 2002b) conscously followed smlar leads n a study of how globalzaton affects Chnese cty-level growth and nequalty. We conflated export and mport nfluences by selectng Chnese ctes dstance to two major Chnese ports as hs nstrument for a cty s natural openness. Hanson (2003), n somewhat the same sprt, found Mexcan wages hghest (ceters parbus) n regons that are geographcally and economcally closest to the Unted tates. 2

3 ndependent measure of mport openness, and nvestgate whether one has a dfferent effect on ncome across countres than the other, ceters parbus. hat s the prncpal objectve of ths paper to dentfy the separate nfluences of export openness and mport openness on ncome levels across countres n 1990 (as well as n 1985, 1980, and 1975). In partcular, we conceptualze and estmate an addtonal net trade effect on ncome levels. When combned wth Frankel and omer s total trade effect, the two effects together mply separable export and mport effects. 4 We fnd that export openness correlates much more closely and strongly wth a country s lvng standards cross-sectonally than does mport openness 5. he rest of the paper s as follows. ecton II descrbes the models and develops our approach, and ecton III reports the emprcal results. ecton IV tests the robustness of the fndngs. ecton V contans the conclusons of the paper. II. Emprcal pecfcaton We develop a smple model based on Frankel-omer (1999), separatng ther total trade share nto export share and mport share: ln( y ) η Z + ε (1) = 0 + η1x + η 2M + η3 where y represents the real per capta ncome for country. X and M are exports and mports scaled by real GDP. Z stands for other control varables. 4 Ondrch et al. (2002) explored the senstvty of the Frankel-omer approach to heteroscedastcty. Zhang (2003) examned the ssues of ths paper n a panel approach; see also Greenaway et al. (2002). 5 Unfortunately, the nstrumentng technques that we develop for net trade cannot be easly mplemented blaterally, so there remans some doubt about the exact conformty of our conclusons to Frankel and omer s. 3

4 here are two famlar problems wth smply estmatng equaton (1). One s the demandsde accountng relatonshp (Y = C + I + G + X M) coupled wth the supply-sde relaton between overall supply Y and export supply X. hus the key varables of nterest are mutually endogenous. he second problem s that export openness and mport openness are hghly correlated across countres, as every general-equlbrum thnker knows. And Country A s exports to country B are country B s mports from country A. o both measures of openness are endogenously related to each other and to ncome (per capta), the focus varable on whch they are thought to operate. 6 Confrontng these challenges, what s a researcher to do? Instrumental varable estmaton provdes a theoretcally appealng way to handle the endogenety problem. he mportant practcal queston posed n ths study s how to fnd two sets of nstruments that can not only capture the exogenous components of exports and mports but also dstngush the export effect from the mport effect. hs paper proposes an alternatve approach to dstngushng the effects of mports and exports n the sprt of nstrumental varables that meet the challenge of endogenety. Consder algebracally re-arrangng equaton (1). Let be total trade (exports plus mports) dvded by real GDP and let E be net trade (exports less mports) dvded by real GDP (to control for scale effects). Equaton (1) transforms to ln( y ) δ Z + ν. (2) = 0 + δ1 + δ 2E + δ 3 We argue that fndng good nstruments for and E n order to estmate equaton (2) across countres s much easer than fndng good nstruments for X and M n order to estmate 6 Focusng on the cases of Japan and Korea, Lawrence and Wensten (2001) found that mports rather than exports are the condut of faster productvty growth. However, we are not confdent that they adequately addressed the problem of reverse causaton. 4

5 equaton (1) cross-sectonally. Part of our approach rests on a comparson of Fgures 1 and 2. In Fgure 1, the average export share from 1970 to 1998 s plotted aganst the average mport share from 1970 to he World Development Indcator 2000 data cover 174 countres. he fgure exhbts an unsurprsng strong postve relatonshp between export share and mport share (wth a correlaton of 0.85). In Fgure 2, the sum of the export share and the mport share s plotted along the vertcal axs. Along the horzontal axs, we plot the dfference between the export share and the mport share. he chart shows no evdent relatonshp between the two varables n the long run (the correlaton s equal to ) Frankel and omer (1999) have already provded good canddates to nstrument for total trade share. he major contrbuton of ths paper s to propose nstruments for the net trade share varable that capture cross-country dfferences n remttances and n borrowng and lendng behavor, and the demographc and asset/portfolo varables underlyng such behavor. nce = X + M and E = X M, our estmaton approach wll shed mplct lght on the dstnctve export effect and the dstnctve mport effect. 7 A. Blateral rade egresson We adapt the approach and data of Frankel and omer (1999), as updated by Frankel and ose (2002), to employ geographcal characterstcs of countres as attractve cross-sectonal nstruments for total trade based on the gravty model of blateral trade. We accept ther demonstraton that countres geographcal features do affect ther trade, but are not affected by ther ncomes, by government polces, or by other factors that nfluence ncome. 7 We also further refne the Frankel-omer model wth a heteroscedastcty correcton descrbed brefly below and n more detal n Zhang (2003). 5

6 We follow ther specfcaton exactly, ncludng the usual gravty-equaton varables, as well as ndcators of landlocked status and common language and borders. We refne ther approach slghtly, due to the possblty of heteroscedastcty. We use weghted least squares estmaton based on the procedure proposed by Harvey (1976). As n Frankel and omer (1999), the predcted value of the overall trade share for country s aggregated from the predcted values of the blateral trade shares between country and all her tradng partners. 8 B. Net rade egresson Our man task n ths paper s to replace net trade (E) wth determnants n the sprt of nstrumental varables, then to nfer separate export and mport effects from ths and the Frankel- omer approach. Whle aspects of the tme-seres relatonshp between net exports and ncome are well-establshed, e.g., ts cyclcalty, the cross-secton relatonshp s not. What knd of natonal and nternatonal varables determne whch countres have overall trade surpluses and whch have overall trade defcts? What varables determne blateral net exports between two countres? And are those cross-sectonal determnants sutable for frst-stage nstruments n the current study, or do they too vary cross-sectonally wth ncome levels? hs sub-secton ams to answer. o begn, a country s current account balance conssts of three parts: (1) the balance of trade n goods and servces our E; (2) net rents, nterest, profts and dvdends represented as rb where B (-B) s the net foregn nvestment poston (a stock varable) that earns (pays) yearly nterest at some approprate nterest rate r; (3) transfer payments P such as foregn workers 8 ee some detals of the procedure n Appendx A1 and more n Zhang (2003). 6

7 remttances. In the open economy, the current account balance s also determned by the savngnvestment gap ( I), nclusve of government savngs/dssavngs. Changes n offcal reserves may offset any surplus or defct n the overall balance of the captal account KA and the current account CA. CA = E + rb + P = I = KA. (3) In prncple, equaton (3) descrbes both overall and blateral current-account balances. Blateral emprcal mplementaton of our approach unfortunately founders on data lmtatons. (Few natons or global data-collecton agences publsh more than a handful of the varables n equaton 3 on a blateral bass, ncludng the current account tself.) It s clear that we can re-wrte equaton (3) to conceve of E as determned crosssectonally by, I, r, B, remttances, and reserve changes. hough, I, and possbly r are also correlated wth ncome levels, and hence endogenous, transfer payments and reserve changes are less lkely to be. And there are at least some deeper determnants of and I themselves that mght qualfy as good nstrument canddates, especally n fnancally open economes. Wth respect to and I, n a closed economy wth zero nternatonal captal movement, savng s equal to nvestment. Economc growth depends on both savng and nvestment drectly. As countres open up, however, domestc nvestment s fnanced by the worldwde pool of savngs, whle domestc savng seeks the hghest returns n the global captal market. When domestc savng s not suffcent to fnance domestc nvestment, such as n the U.., the dfference s made up by foregn savngs. When domestc savng exceeds domestc nvestment, such as n Japan, the extra savngs are nvested abroad. Hgher savng s assocated wth captal outflow and lower savng ndcates captal nflow. hus, whle nvestment remans as a drect determnant of countres ncome level n the open market scenaro, global borrowng and 7

8 lendng mples that domestc savng alone s arguably detached from ts closed-economy nfluence on ncome. 9 hat n turn makes domestc savng or ts deeper determnants reasonably good canddates to nstrument for net trade (E). hough there s well-known skeptcsm over how open world captal markets really are, 10 almost all commentators agree that the degree of nternatonal captal moblty has ncreased sgnfcantly, especally durng the last years. he wdespread removal of captal controls n the ndustral countres enhanced fnancal ntegraton. he fnancal sector reforms and the openng up of the captal account to prvate captal nflows help to create lower and lower correlaton between domestc savng and nvestment, even n developng countres. 11 Hgh captal moblty allows us to use savng or factors that determne savng as nstruments for net trade or current account balance. 12 Yet the relatonshp between savng and net trade or current account balance reflects a complex nteracton of households, frms, and governments both at home and overseas. A random shock specfc to the net trade balance could 9 ee Kraay and Ventura (2002) for an up-to-date treatment and correspondng lterature. 10 Feldsten and Horoka (1980) orgnated the skeptcsm. ee Zhang (2003) and Kraay and Ventura (2002) for a revew. 11 Wth less dversfed producton and export structures, ol-exportng countres and small countres tend to have an especally low savng-nvestment correlaton. 12 Glck and ogoff (1995) showed that country-specfc shocks rather than global productvty shocks are mportant determnants of current account fluctuatons. Emprcal work extended dynamc optmzng models proposed by Ghosh (1995) and Ghosh and Ostry (1995) to the open economy context (azn 1995; Obstfeld and ogoff 1996). From a savng-nvestment perspectve, Debelle and Faruqee (1996) nvestgated the determnants of current account usng the structural approach. Holdng level of nvestment constant, countres wth a hgher savng rate tend to be net exporters and net mporters had a lower savng rate. 8

9 potentally affect a country s savng rato. 13 In order to avod these new endogenety problems, we propose countres demographc characterstcs as more fundamental and cleaner nstruments for net trade recognzng that dfferences of savng between two countres can be very well explaned by ther dfferences n demography. Demography matters n both age structure and n steady-state populaton growth. Wth regard to the former, lfe cycle models n an ntertemporal approach suggest that net trade balance s the outcome of forward-lookng dynamc savng and nvestment decsons. People save durng the earnng span at productve ages and dssave when they are young or old. hus, aggregate natonal savngs wll be relatvely hgh f the sze of the dependent populaton s low compared to the sze of the workng-age populaton. Hgh savngs buld up domestc and foregn assets, reflected n a large net trade surplus. In the cross-sectonal context, the real growth of output (GDP) s expected to have a postve mpact on the net trade balance due to the fast growng supply n the global market. We use the populaton growth rate as the proxy for the real growth of output to capture the mpact. Urbanzaton s also a deeper fundamental determnant of savng, lke demography, and s less lkely than savng tself to be subject to feedback nfluences from exogenous shocks to ncome. he trend toward urbanzaton leads to a lower prvate savng rate because precautonary savng s less necessary. 14 An mportant determnant of the net trade balance s the net nterest and nvestment ncome from abroad. A country can run a steady-state trade defct equal to her nvestment 13 For nstance, governments tend to adopt contractonary fscal polcy to prevent sustaned large captal flows when ther countres are n trade defct. 14 Edwards (1996); Loayza et al. (2000). 9

10 ncome, ceters parbus. Any deteroraton n nvestment ncome requres mprovement n the trade balance. Lkewse, nternatonal reserves flow nto the home country when t exports and flow out of the home country when t mports. Ceters parbus, a country can run a steady-state trade defct equal to ts declne n offcal reserves. Fnally, net current transfers from abroad, such as workers remttances, are an mportant source of foregn exchange for many countres that can fnance trade mbalances. he net trade balance s also nfluenced by a country s relatve prce of tradeable output to non-tradeable output (compared n turn to the comparable world prce rato). he hgher s a naton s relatve tradeables prce (by world standards), the larger wll be ts relatve output of both exportables and mport substtutes, output that gets exported n the frst nstance and dsplaces mports n the second (Obstfeld and ogoff 1996, pp ) Yet there s no obvous reason why a naton s ncome level should vary systematcally wth ths relatve prce, because every naton produces both tradeables and non-tradeables and earns ncome from both. 15 o summarze, we beleve the followng equaton to represent a strong, exogenous predcton of net exports: ˆ E = ˆ γ 0 + ˆ γ 1dep + ˆ γ 2 popg + ˆ γ 3ol + ˆ γ 4urpop ˆ + γ 5n ˆ + γ 6dres ˆ + γ 7relp ˆ + γ 8 nct. (4) 15 One could object that several of these varables, e.g., net remttances or returns on cross-border captal placement are co-determned endogenously wth net exports (E) as part of the deeper fundamentals of current account behavor how the current account sum of all of them, E, remttances, captal ncome, responds to shfts and shocks to output, nvestment prospects, and government spendng needs (Obstfeld and ogoff 1996, pp ). We agree, but can thnk of no feasble measures of global and country-specfc productvty and fscal shocks that could serve as deeper, more fundamental nstruments than those we choose. Furthermore, we thnk ths objecton relates more to net captal ncome and flows of offcal reserves than to remttances. 10

11 he dependent rato dep s calculated as the proporton of people under age 14 or over age 65. popg stands for the populaton growth rate. ol takes the value of 1 f country depends heavly on ol revenues as her man source of ncome. 16 urpop s defned as the percentage of the total populaton lvng n an urban locaton. n s the stock of net nvestment ncome from abroad as a rato of GDP, measured n year It captures the term rb n equaton (3). dres denotes changes n net offcal reserves as a rato of GDP. Prce relatve (relp) s measured as the rato of ratos of export prces to GDP deflators from 1985 to nct represents current transfers (from abroad), such as mgrants remttances, scaled by GDP. C. Income egresson he last step n re-askng the Frankel-omer queston, and n decomposng the effect of openness on per capta ncome nto an export and an mport effect, s to use the predcted values for the total trade share () and net export share (E) varables from sub-sectons A and B as nstruments n regresson equaton (5), and to estmate t across countres: ln( ) 0 + β1 + β 2E + β 3 ln( pop ) + β 4 y = β ln( area ) + u (5) where the dsturbance u represents all the uncertan factors that may also affect the level of the real per capta ncome. he sze of the coeffcents on and E determne f exports or mports are correlated more closely across countres wth per capta output. 16 he dummy varable for ol exportng countres (prmarly Gulf tates) s ncluded to capture several unque phenomena. One s the unusually low savngs-nvestment correlaton descrbed n note 12; another s strkngly large ntra-regonal and nternatonal mgraton. he dummy varable for ol exportng countres s expected to be postve snce these countres typcally have a more favorable current account poston on average (Chnn and Prasad 2003). 11

12 Λ ln( y ) ˆ ( ˆ ˆ ) ( ˆ ˆ ) ˆ ln( ) ˆ = β 0 + β1 + β 2 X + β1 β 2 M + β 3 pop + β 4 ln( area ) (6) where ˆ β ˆ 1 + β 2 measures the predcted partal effect of exports on per capta ncome and ˆ β ˆ 1 β 2 measures the predcted partal effect of mports on per capta ncome, holdng the sze of countres constant. he relatve mportance of exports and mports depends on the sgn and magntude of ˆ β 1 and ˆβ 2 estmated for equaton (6). he estmaton results are shown n ecton III (data are descrbed n the appendces). III. Estmaton esults A. Blateral rade egresson We start by testng for heteroscedastcty n the Frankel-omer (1999) blateral trade regresson by runnng the Breusch-Pagan test on a regresson of log squared OL resduals on the blateral trade regressors. he resultng test statstc of s hghly sgnfcant statstcally (p value = ). Accordngly, the null hypothess of homoscedastcty s rejected. We therefore use the weghted least squares (WL) approach proposed by Harvey (1976), where the 2 square of the weght (error varance σ ) s constructed as the exponental functon of the predcted e ˆ. All the varables n the regresson are weghted by the nverse of the square root 2 ln of the varance. WL regresson results n able 1 reveal a postve and statstcally sgnfcant relatonshp between blateral trade and country s geographc characterstcs. All else beng equal, large dstance leads to less trade. If the offcal languages n country and country j are the same, trade rses by 55 percent. wo countres that share a border trade 62 percent more than countres pars whch do not. Landlocked countres tend to trade less due to hgh transportaton 12

13 costs. A sgnfcant porton of the varaton of the blateral trade share s explaned by the estmated equaton. he Frankel-omer results are thus confrmed, usng a larger sample. 17 B. Net rade egresson he results of ths paper rest crucally on our approach to net exports. he net exports regressons are estmated for eght dfferent sets of varables to control for countres demographc characterstcs and cross-border transfers features. able 2 provdes the results of the estmaton based on equaton (5). he results of the frst specfcaton ndcate that an ncrease n the age dependency rato leads to a reducton n net trade, as expected. he mpact of populaton growth rate s postve but not sgnfcant. Controllng for country s demography, ol-exportng countres do tend to have a hgher net trade share relatve to non-ol-exportng countres. he second specfcaton adds the urban populaton rato varable. he urban populaton rato s postvely related to the net trade balance at a 10% sgnfcance level, as opposed to our hypothess. Alternatve specfcatons exclude the urban populaton rato from the regresson; the results for other coeffcents reman largely unchanged. In specfcaton (3), we emphasze fnancal-transfer factors alone. As expected, net nvestment ncome from abroad has a sgnfcant and negatve mpact on net export share. Changes n reserves and the relatve prce of tradeables do not appear to play a major role n 17 Data on blateral trade are only avalable for 62 countres n the Frankel and omer (1999) study. Based on the coeffcents estmated from the gravty model, Frankel and omer mputed the blateral trade share for country pars whose recorded trade share s mssng. he qualty of the nstruments and the precson of the estmated effects are brought nto queston especally f the gravty relaton s systematcally dfferent for countres n the sample than for countres added through mputaton. 13

14 determnng the trade balance, possbly because of the non-market forces n some planned economes that make t dffcult for nternatonal trade flows to adjust to changes n market condtons. Net current transfers are statstcally sgnfcant n explanng the trade balance. A one percentage pont ncrease n net current transfers s assocated wth a 1.14 percentage pont decrease n the net trade share balance. In specfcatons (4) to (8), we combne the two sets of nstruments, demographc and fnancal. hese specfcatons dffer n two aspects: () whether or not the urban populaton rato ncluded; () the two alternatve measures of current transfers consdered (current transfers from abroad and net workers remttances.) In most cases, countres net exports balance sgnfcantly mproves wth the lower dependency rato, hgher urban populaton rato, lower net ncome from abroad, or lower net current transfers. hese fndngs are consstent wth our hypothess. Alternatve measures of net current transfers do not seem to alter the results. he bnary varable for ol-exportng countres s assocated wth the net trade balance at the 1% sgnfcance level, whle we do not fnd a sgnfcant relatonshp between countres trade balance and the populaton growth rate, changes n reserves, or the relatve prce of tradeables. he varous specfcatons predct between 14% and 80% of the overall varaton n the net export share. C. Income egresson In order to cope wth the smultanety between openness and ncome, the ncome equaton s estmated usng nstruments for total and net trade that come from geography, demography, and cross-border transfers, as descrbed n the prevous two sub-sectons. he objectve of ths sub-secton s to test whether, after controllng for the sze of the economy, total 14

15 trade openness and net trade openness contrbute to explanng cross-country dfferences n the level of real per capta ncome. o nvestgate the qualty of the nstruments, the scatter plot matrces n the eght panels of Fgure 3 vsually dentfy the relatonshp between the trade varables and ther predcted values. Next to the correlaton matrces, numercal values of the correlatons are dsplayed n the correlaton tables. Overall, Fgure 3 shows that total trade share s postvely lnked wth the aggregaton of the estmated blateral trade equatons; correlatons range from 0.53 to egardng net exports, we fnd that the actual values are n general postvely correlated wth predcted values, wth correlatons rangng from 0.51 to Consderable nformaton about countres overall trade and trade balance s provded by the predcted values wth no apparent outlers. he correlaton between the total trade share and the net trade share, as well as the correlaton between the predcted total trade share and the predcted net trade share, are weak and nonlnear, as desred, mplyng that collnearty s probably not a problem, agan as desred. able 3 presents eght two-stage least squares estmaton results for the lnk between openness and per capta ncome, one for each of the eght specfcatons of the frst stage net trade balance estmaton. he frst column reports OL estmaton results that serve as a benchmark. he prmary focus of ths table s the coeffcent estmates of the total trade share and net trade share. When controllng for the sze of the economy, we fnd that hgher levels of the net trade share only are typcally lnked wth more per capta ncome. he sze of countres, as measured by populaton and area, has an nsgnfcant effect. 18 able 3 shows that these regressons account for 28 to 60 percent of the cross-country varaton n per captal real GDP. 18 hs suggests that the man nfluence of geography on ncome s through the channel of nternatonal flows of goods and servces, rather than the wthn-country trade. 15

16 he man results on the coeffcents estmates for and E from able 3 are solated n able 4. An F-test s used to fnd the jont sgnfcance of the coeffcents on and E. he test statstcs reject the hypothess that both coeffcents n row 1 and 2 are zero, supportng that the per capta ncome s assocated wth both the total trade share and the net trade share. Impled coeffcents for the separate effects on per capta ncome of export openness and mport openness appear n the last two rows. Coeffcents of X n row 4 are the sum of the row 1 coeffcents on and the row 2 coeffcents on E. Coeffcents of M n row 5 are the dfference between the row 1 coeffcents on and the row 2 coeffcents on E. he correspondng standard errors for the coeffcent sums/dfferences are computed and recorded n the parenthess. he coeffcents for X change moderately across the eght specfcatons, but reman postve and hghly sgnfcant. he coeffcents for M are negatve and margnally sgnfcant. able 4 leads to three man conclusons. Frst, the more generally open a country, the hgher per capta ncome, ceters parbus (the Frankel-omer concluson). 19 econd, mport openness alone s ether uncorrelated wth per capta ncome, or negatvely correlated. 20 o put the pont quanttatvely, comparable and equally open countres by the Frankel-omer 19 he combned export-openness and mport-openness effect n the expanded model of ths study (approxmately 0.01) appears to be much smaller than the trade-openness effect estmated n Frankel and omer (1999) and Ondrch et al. (2002) (approxmately 1 to 2). Frankel and omer (1999), as well as Ondrch et al. (2002), dvded both the actual and the constructed trade share by 100, whch causes the dscrepancy. he nterpretaton of the coeffcent estmates remans consstent, even though t depends on how the trade share varable s scaled. An ncrease n fr,.e., (X + M) / 100, of one percentage pont s assocated wth a 1 percent ncrease n ncome per person. An ncrease n (X + M) of one percentage pont s assocated wth a 0.01 percent ncrease n ncome per person. 20 Very smlar results emerge mplctly from Mller and Upadhyay s (2000) s study of the effect of openness on a country s total factor productvty (ntmately related, of course, to ts ncome per person). her trade orentaton measure, based on the countres devatons from Purchasng-Power-Party exchange rates proxes for mport shares. 16

17 measure but that dffer between themselves n X-openness and M-openness have dfferent per capta GDP; those that are 1 percent more X-open than M-open have approxmately 0.1 hgher GDP per person. hrd, the postve export openness effect s greater than the negatve mport openness effect n all cases. IV. obustness ests o test the relablty of the emprcal fndngs, ecton III estmatons are carred out for year 1975, 1980, and he frst stage blateral trade regresson s specfed as outlned above and n Frankel and ose (2002). Instruments used n the frst stage net trade share regressons correspond to specfcatons (1) through (8) n able 2. Coeffcents and standard errors for all openness ndcators are summarzed n ables 5, 6, and Each table s n the style of able 4. he results demonstrated are mostly stable n sgnfcance and quanttatvely smlar across dfferent tme perods. Gven the excluson of numerous economes for whch data are not avalable at the blateral level, the 1975 cross-secton estmates appear to be less precse. he man results n ecton V are confrmed. he export share varable retans ts magntude, sgn, and strong sgnfcance. he fndng suggests that export s the prmary path through whch openness determnes ncome. hs s consstent wth typcal emprcal estmates n the export-led-growth lterature. he estmated mport share contnues to ndcate the weak assocaton between mport and ncome. he sgn of the coeffcent s negatve, suggestng that mports may undermne the overall effectveness of openness and globalzaton. 21 he frst stage regresson results for year 1975, 1980, and 1985 are avalable upon request. 17

18 V. Concludng emarks How does openness correlate wth per capta ncome? And does t matter whether ts ndcator s export openness or mport openness? he man contrbuton of ths study s the development of an ntegrated two-stage framework to these questons, as descrbed below: Exports Cross-border ransfers Geography otal rade Income Net rade Demography 1st stage 2nd stage 2nd stage 1st stage Imports We develop nstruments to estmate cross-sectonally both the export-ncome lnkage and the mport-ncome lnkage. o address the smultanety problem, we employ an nstrumental-varable approach to cross-country varatons n the overall trade share, relyng on geographc factors, as others have done, and to cross-country varatons n the net trade share (exports mnus mports), emphaszng demography as well as cross-border fnancal transfers. he nfluence of export openness and mport openness on ncome s nferred through the nteracton of the total trade effect and the net trade effect. Our cross-sectonal estmaton ndcates a postve correlaton between export openness and ncome levels. Import openness correlates negatvely wth countres ncomes, however, though sgnfcantly dfferent from zero n only half our runs. When sgnfcant, the negatve mport openness effect s always quanttatvely smaller than the postve export openness effect. aken together, ths leads the total-trade-openness effect export openness plus mport openness to be postve, whch s n lne wth the emprcal predctons from other research n ths genre. 18

19 In a provsonal panel extenson of ths paper, Zhang (2003) found that the exogenous components of export openness are postvely assocated wth ncome levels and are hghly sgnfcant after controllng for possble reverse causalty from ncome to exports. he mport openness effect s postve and nsgnfcant most of the tme (whereas t s often negatve n the cross-sectons). he favorable export effect s larger than the favorable mport effect, when sgnfcant. Appendx A1 wo-tep Procedures he nstrumental varable analyss for the total trade share n ths paper s generalzed nto the followng two steps: A1.1 tep I ---- Blateral trade regresson In step I, we regress the log blateral trade share (t ) on countres geographcal features represented by dstance (dst ), tradng partner s populaton (pop j ), product of areas (area area j ), common language dummy (langauge ), common border dummy (border ), and landlocked dummy (landlocked ). ln t = ln( τ / GDP ) = α ' X + e = a0 + a1 ln( dst ) + a2 ln( pop j ) + a3 ln( area area j ) + a4 language + a 5 border + a6landlocked + e. (a1) where e 2 = ln t α ' X, e ~ N(0, σ ). 19

20 Harvey s (1976) procedure s used to correct for heteroscedastcty. We assume that the varance of the dsturbance term e n equaton (a1) takes the followng form: σ 2 = exp(λ'x ). (a2) he estmator of λ s the OL estmator 1 ˆ = X ' X ln(ˆ e 2 j j λ X ), (a3) of the coeffcent vector n the regresson 2 eˆ ln ( ) = λ'x + η (a4) where 2 e ˆ s the square of the resdual resultng from the OL regresson of equaton (a1) and η s the dsturbance term. A1.2 tep II ---- otal trade constructon γ n In a heteroscedastc model, one should use nonlnear least squares regresson to estmate t = exp(γ ' X ) exp( aˆ' X ) + u, (a5) and set ˆ γ = exp( ˆ' γ X ). (a6) he predcted overall trade share for country s: ˆ = ˆ γ exp( aˆ' X ). (a7) j ee Zhang (2003). A2 Data Descrpton 20

21 A2.1 Blateral rade Data et he blateral trade data are obtaned from Andrew ose web ste. hs data set ncludes blateral trade shares, dstance between countres, populaton, area, a common-language dummy varable, a common-border dummy varable, and a landlocked dummy varable for 186 countres n year ose s orgnal source for the trade data s the World rade Database and Unted Naton s Internatonal rade tatstcs Yearbook. he populaton and real GDP per capta data come from Penn World able 5.6. Area data are from the World eference Atlas. he nformaton for the dstance and common language dummy varable s from the Central Intellgence Agency (CIA) s web ste. A2.2 Net rade Data et he net trade data ncludng exports, mports, GDP, populaton aged 0-14, populaton aged 65 and above, total populaton, populaton growth rate, net ncome, changes n net reserves, GDP at market prces, offcal exchange rate, and current transfers are taken from World Bank s World Development Indcator Net ncome from abroad ncludes the net labor ncome and net property entrepreneural ncome components of the system of natonal accounts (NA). Changes n net reserves are the net change n a country s holdngs of nternatonal reserves resultng from transactons on the current, captal, and fnancal accounts. he net current transfers take three forms. he net current transfers from abroad comprse transfers of ncome between resdents of the reportng country and the rest of the world that carry no provsons for repayments. he net current transfers are recorded n the balance of payments whenever an economy provdes or receves goods, servces, ncome, or fnancal tems wthout a qud pro quo. 21

22 he thrd measure comes from the net workers remttances as recorded by Internatonal Monetary Fund s Balance of Payments tatstcs. he relatve prce of tradeables s calculated based on the data obtaned from the World Bank s World able. We defne the prce relatve as the 1990 to 1985 rato of export-to-gdpdeflator prce ndces. nce the export prce ndex s n terms of the 1987 current U dollars whle the GDP deflator s n 1987 local currences, we create an exchange rate ndex for both year 1990 and year 1985 to adjust the prces nto the same currences. In partcular, (exchange rate ndex) t (exchange rate) 100 (exchange rate) t = (a8) 1987 where t refers to year 1985 or herefore, 1990 to 1985 rato of export-to-gdp-deflator prce ndces (export prce ndex) 1990 = (GDP deflator) 1990 /(exchange rate ndex) (export prce ndex) 1985 (GDP deflator) 1985 /(exchange rate ndex) (a9) he data on the offcal exchange rate are taken from the World Development Indcator Ol-exportng country lst ncludes eleven OPEC member countres (Algera, Lbya, Ngera, Indonesa, Iran, Iraq, Kuwat, Qatar, aud Araba, the Unted Arab Emrates), addtonal Gulf Cooperaton Councl countres (Oman, Bahran), and other non-opec ol producng countres (ussa, Norway, Mexco). A2.3 Income Data et Data on trade, GDP, populaton, and area for the ncome regresson are also taken from the Andrew ose web ste. hs data set conssts of the year 1990 observatons for

23 countres from the World Development Indcators 2000, merged wth data from the Penn World able 5.6. A3 ummary tatstcs for the otal rade hare egresson A3.1 General tatstcs Varable Obs. Mean td. Dev. Mn Max blateral trade share e dstance populaton j area area j e e e+14 language border landlocked A3.2 Varable Descrpton Varable Descrpton blateral trade share Blateral trade value dvded by real GDP dstance he great crcle dstance between the prncple ctes of country and j populaton j Country j s populaton n 000 s area area j Product of real areas. language 1 for common offcal language between country and j border 1 for common land border between country and j landlocked Number of landlocked countres n par (0, 1 or 2) Data source: Frankel and ose (2002). A4 ummary tatstcs for the Net rade hare egresson A4.1 General tatstcs Varable Obs. Mean td. Dev. Mn Max Net trade share Age dependency rato Populaton growth rate Ol-exportng countres Urban populaton rato Net ncome from abroad Changes n reserves elatve prces Net current transfers from abroad Net current transfers emttances

24 A4.2 Varable Descrpton Varable Descrpton Net trade share 1990 Net trade dvded by real GDP Age dependency rato 1990 Populaton aged populaton aged 65 and above (% of total) Populaton growth rate 1990 Populaton growth (annual %) Ol-exportng countres 1 for OPEC, Abab-OPEC, and non-opec countres Urban populaton rato 1990 Urban populaton (% of total) Net ncome from abroad 1990 net ncome from abroad (% of GDP) Changes n reserves Net changes n reserves (% of GDP) elatve prces 1990 to 1985 rato of export-to-gdp-deflator prce ndces Net current transfers 1990 net current transfers (% of GDP) Net current transfers from abroad 1990 net current transfers from abroad (% of GDP) emttances 1990 Workers remttances (% of GDP) Data source: Frankel and ose (2002). World Development Indcators Internatonal Monetary Fund Balance of Payments tatstcs World Bank able. A5 ummary tatstcs for the Income egresson A5.1 General tatstcs Varable Obs. Mean td. Dev. Mn Max Per capta GDP otal trade share Net trade share Populaton Area e+07 A5.2 Varable Descrpton Varable Descrpton Per capta GDP eal per capta GDP chan ndex otal trade share otal trade dvded by real GDP Net trade share Net trade dvded by real GDP Populaton Populaton n 000 s Area Area n sq. km. Data source: Frankel and ose (2002). World Development Indcators Bblography Baldwn,.E., 2004, Openness and Growth: What s the Emprcal elatonshp?, n: Baldwn,.E., Wnters, L.A. (Eds.), Challenges to Globalzaton: Analyzng the Economcs. he Unversty of Chcago Press, Chcago, pp

25 Bosworth, B., Collns,.M., 2003, he Emprcs of Growth: An Update. Manuscrpt. he Brookngs Insttuton, Washngton, D.C.. Chnn, M., Prasad, E.., 2003, Medum-erm Determnants of Current Accounts n Industral and Developng Countres: An Emprcal Exploraton. Journal of Internatonal Economcs 59(1), Debelle, G., Faruqee, H., 1996, What Determnes the Current Account? A Cross-ectonal and Panel Approach. Internatonal Monetary Fund Workng Paper No. 96/58. Edwards,., 1996, Why Are Latn Amerca s avngs ates o Low? An Internatonal Comparatve Analyss. Journal of Development Economcs 51(1), Feldsten, M., Horoka, C., 1980, Domestc avng and Internatonal Captal Flows. he Economc Journal 90(358), Frankel, J.A., omer, D., 1999, Does rade Cause Growth?. Amercan Economc evew 89, Frankel, J.A., ose, A.K., 2002, An Estmate of the Effect of Common Currences on rade and Income, Quarterly Journal of Economcs 117(2), Ghosh, A., 1995, Internatonal Captal Moblty Amongst the Major Industralzed Countres: oo Lttle or oo Much?. he Economc Journal 105, Ghosh, A.., Ostry, J.D., 1995, he Current Account n Developng Countres: A Perspectve from the Consumpton-moothng Approach. World Bank Economc evew 9,

26 Glck,., ogoff, K., 1995, Global versus Country-pecfc Productvty hocks and the Current Account. Journal of Monetary Economcs 35, Greenaway, D., Morgan, W.C., Wrght, P.W., 2002, rade Lberalzaton and Growth n Developng Countres. Journal of Development Economcs 67(1), Hanson, G., 2003, What Has Happened to Wages n Mexco nce NAFA?. Natonal Bureau of Economc esearch Workng Paper No Harvey, A.C., 1976, Estmatng egresson Models wth Multplcatve Heteroscedastcty. Econometrca 44(3), Irwn, D.A., ervö, M., 2002, Does rade ase Income? Evdence from the wenteth Century. Journal of Internatonal Economcs 58(1), Kraay, A., Ventura, J., 2002, Current Accounts n the Long and the hort un. Natonal Bureau of Economc esearch Macroeconomcs Annual 2002, Cambrdge, Massachusetts, pp Lawrence,.Z., Wensten, D.E., 2001, rade and Growth: Import-led or Export-led? Evdence from Japan and Korea, n tgltz, J.E., Yusuf,. (Eds.), ethnkng the East Asan Mracle. Oxford Unversty Press, Oxford. Loayza, N., chmdt-hebbel, K., erven, L., 2000, What Drves Prvate avngs Across the World?. he evew of Economcs and tatstcs 82(2), Mller,.M., Upadhyay, M.P., 2000, he Effects of Openness, rade Orentaton, and Human Captal on otal Factor Productvty. Journal of Development Economcs 63,

27 Obstfeld, M., ogoff, K., Foundatons of Internatonal Macroeconomcs. Massachusetts Insttute of echnology Press, Cambrdge, Massachusetts. OECD (Organzaton for Economc Cooperaton and Development), 2003, he ources of Economc Growth n the OECD Countres, Pars. Ondrch, J., chardson, J.D., Zhang,., 2002, Further Investgaton of the Lnk between rade and Income. Workng Paper, yracuse Unversty. azn, A., 1995, he Dynamc-Optmzng Approach to the Current Account: heory and Evdence, n Kenen, P. (Eds.), Understandng Interdependence: he Macro-economcs of the Open Economy. Prnceton, New Jersey. We,., 2002a, Is Globalzaton Good for the Poor n Chna?. Fnance and Development 39(3), We,., 2002b, Chna as a Wndow to the World: rade Openness, Lvng tandards and Income Inequalty, n Gruen, D., O Bren,., Lawson, J. (Eds.), Globalzaton, Lvng tandards and Inequalty. eserve Bank of Australa and Australan reasury, Canberra, pp We,., Wu, Y., 2001, Globalzaton and Inequalty: Evdence from Wthn Chna. Natonal Bureau of Economc esearch Workng Paper No Zhang,., 2003, hree Essays on the Emprcal Lnkage between rade and Income. Unpublshed Doctoral Dssertaton, yracuse Unversty. 27

28 able 1: Blateral rade hare and Geography, 1990 Dependent varable: ln (blateral trade share) Ln (dstance ) -1.21*** (0.03) Ln (populaton j ) 1.01*** (0.02) Ln (area area j ) -0.29*** (0.01) Language 0.55*** (0.08) Border 0.62*** (0.15) Landlocked -0.70*** (0.06) Constant -0.58* (0.33) Number of Observatons E of regresson 2.28 tandard errors recorded n parentheses. he symbols *, **, *** ndcate statstcal sgnfcance at the 10%, 5%, and 1% levels, respectvely. 28

29 able 2: Net rade hare, Demography, and Cross-Border ransfers Characterstcs, 1990 Dependent varable: net export share (1) (2) (3) (4) (5) (6) (7) (8) Dependency rato -0.73** (0.28) (0.36) (0.15) 0.09 (0.18) -0.65*** (0.19) -0.43** (0.22) 0.13 (0.41) Populaton growth rate 0.93 (1.59) 0.60 (1.59) (0.82) (0.82) 1.52 (1.14) 1.51 (1.11) (2.10) Ol-exportng countres 14.39*** (4.64) 12.16** (4.79) 4.26** (2.09) 3.56* (2.12) 8.10*** (2.39) 6.86*** (2.40) 9.28** (3.61) Urban populaton rato 0.13* (0.07) 0.05* (0.03) 0.08** (0.04) 0.15* (0.07) Net ncome from abroad -0.79*** (0.10) -0.64*** (0.14) -0.59*** (0.14) -0.69*** (0.19) -0.58*** (0.19) -0.67** (0.26) Changes n reserves -0.35* (0.19) (0.17) (0.17) -0.45* (0.24) -0.45* (0.24) 0.15 (0.34) elatve prce (1.64) 0.23 (1.35) 0.47 (1.35) (2.10) (2.05) (2.74) Net current transfers -1.14*** (0.10) -1.03*** (0.10) -1.02*** (0.10) Net transfers from abroad -0.70*** (0.13) -0.68*** (0.13) Net remttances -0.84*** (0.28) Constant 22.30** (9.94) (16.08) (1.73) 2.04 (5.34) (7.49) 21.01*** (6.57) 7.91 (8.87) (17.12) Number of Observatons E of regresson obust standard errors recorded n parentheses. he symbols *, **, *** ndcate statstcal sgnfcance at the 10%, 5%, and 1% levels, respectvely. 29

30 able 3: otal rade hare, Net rade hare, and Per Capta Income, 1990 Dependent varable: ln (per capta real GDP) OL IV (1) IV (2) IV (3) IV (4) IV (5) IV (6) IV (7) IV (8) otal trade share 0.005*** (0.002) (0.007) (0.007) (0.017) (0.012) (0.011) (0.010) (0.010) 0.096* (0.054) Net trade share 0.029*** (0.009) 0.147*** (0.044) 0.150*** (0.035) 0.046** (0.016) 0.068*** (0.016) 0.072*** (0.016) 0.102*** (0.038) 0.112*** (0.035) (0.058) Ln (populaton) 0.10 (0.08) 0.00 (0.10) 0.00 (0.11) 0.12 (0.18) 0.12 (0.14) 0.11 (0.14) 0.03 (0.12) 0.02 (0.12) 0.97* (0.50) Ln (area) (0.07) (0.13) (0.13) 0.17 (0.14) 0.10 (0.20) 0.10 (0.12) (0.18) (0.17) 0.31 (0.36) Constant 7.57*** (0.77) 8.83*** (2.17) 8.93*** (2.04) 3.32 (3.42) 4.65* (2.59) 4.82* (2.57) 7.96** (3.16) 8.38*** (2.98) (11.49) Number of Observatons ME obust standard errors recorded n parentheses. he symbols *, **, *** ndcate statstcal sgnfcance at the 10%, 5%, and 1% levels, respectvely. able 4: he Impact of Export hare and Import hare on Per Capta Income, 1990 Coeffcent estmates OL IV (1) IV (2) IV (3) IV (4) IV (5) IV (6) IV (7) IV (8) otal trade share 0.005*** (0.002) (0.007) (0.007) (0.017) (0.012) (0.011) (0.010) (0.010) 0.096* (0.054) Net trade share 0.029*** (0.009) 0.147*** (0.044) 0.150*** (0.035) 0.046** (0.016) 0.068*** (0.016) 0.072*** (0.016) 0.102*** (0.038) 0.112*** (0.035) (0.058) F test (0.003) (0.009) Export share 0.035*** (0.009) 0.151*** (0.037) 0.154*** (0.03) 0.076*** (0.021) 0.085*** (0.017) 0.089*** (0.018) 0.109*** (0.030) 0.117*** (0.029) 0.135*** (0.040) Import share ** (0.009) *** (0.048) *** (0.040) (0.026) ** (0.022) ** (0.022) ** (0.046) ** (0.043) (0.104) obust standard errors recorded n parentheses. he symbols *, **, *** ndcate statstcal sgnfcance at the 10%, 5%, and 1% levels, respectvely. 30

31 able 5: he Impact of Export hare and Import hare on Per Capta Income, 1985 Coeffcent estmates OL IV (1) IV (2) IV (3) IV (4) IV (5) IV (6) IV (7) IV (8) otal trade share 0.009*** (0.002) (0.019) (0.014) 0.035** (0.016) 0.033** (0.015) 0.032** (0.014) 0.017* (0.010) 0.017* (0.009) 0.069* (0.037) Net trade share 0.024*** (0.006) 0.147*** (0.075) 0.157*** (0.050) 0.035* (0.019) 0.044** (0.020) 0.050*** (0.019) 0.135*** (0.022) 0.137*** (0.022) (0.066) F test (0.002) Export share 0.033*** (0.006) 0.153*** (0.058) 0.161*** (0.040) 0.070*** (0.019) 0.076*** (0.017) 0.082*** (0.017) 0.152*** (0.021) 0.154*** (0.021) (0.036) Import share ** (0.007) (0.092) ** (0.062) (0.029) (0.030) (0.028) *** (0.027) ** (0.027) (0.101) obust standard errors recorded n parentheses. he symbols *, **, *** ndcate statstcal sgnfcance at the 10%, 5%, and 1% levels, respectvely. Frst stage blateral trade regresson nstruments: ln (dstance), ln (populaton), ln (product of area), common language dummy, common border dummy, and landlocked dummy. Frst stage net trade regresson nstruments: age dependency rato, populaton growth rate, ol-exportng country dummy, urban populaton rato, net ncome from abroad, changes n offcal reserves, relatve prce of tradeables, net current transfers (from abroad), and net workers remttances. able 6: he Impact of Export hare and Import hare on Per Capta Income, 1980 Coeffcent estmates OL IV (1) IV (2) IV (3) IV (4) IV (5) IV (6) IV (7) IV (8) otal trade share 0.002*** (0.001) (0.008) (0.010) 0.014** (0.001) 0.017** (0.007) 0.016** (0.007) 0.015* (0.009) 0.015* (0.009) (0.010) Net trade share 0.028*** (0.006) 0.076*** (0.020) 0.077*** (0.028) 0.046*** (0.009) 0.039*** (0.009) 0.043*** (0.009) 0.137*** (0.030) 0.140*** (0.029) 0.055*** (0.015) F test Export share 0.031*** (0.006) 0.089*** (0.016) 0.090*** (0.020) 0.060*** (0.011) 0.057*** (0.012) 0.059*** (0.012) 0.152*** (0.021) 0.155*** (0.030) 0.069*** (0.010) Import share *** (0.007) ** (0.026) * (0.037) *** (0.011) * (0.012) ** (0.012) *** (0.032) *** (0.031) ** (0.023) obust standard errors recorded n parentheses. he symbols *, **, *** ndcate statstcal sgnfcance at the 10%, 5%, and 1% levels, respectvely. Frst stage blateral trade regresson nstruments: ln (dstance), ln (populaton), ln (product of area), common language dummy, common border dummy, and landlocked dummy. Frst stage net trade regresson nstruments: age dependency rato, populaton growth rate, ol-exportng country dummy, urban populaton rato, net ncome from abroad, changes n offcal reserves, relatve prce of tradeables, net current transfers (from abroad), and net workers remttances. 31

Can Auto Liability Insurance Purchases Signal Risk Attitude?

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

More information

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

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

More information

An Alternative Way to Measure Private Equity Performance

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

More information

HOUSEHOLDS DEBT BURDEN: AN ANALYSIS BASED ON MICROECONOMIC DATA*

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

More information

How To Calculate The Accountng Perod Of Nequalty

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

More information

Ethnic Chinese Networking in Cross-border Investment: The Impact of Economic and Institutional Development. Abstract:

Ethnic Chinese Networking in Cross-border Investment: The Impact of Economic and Institutional Development. Abstract: Ethnc Chnese Networkng n Cross-border Investment: The Impact of Economc and Insttutonal Development Sarah Y. Tong * Hong Kong Insttute of Economcs and Busness Strateges The Unversty of Hong Kong Aprl 2003

More information

CHAPTER 5 RELATIONSHIPS BETWEEN QUANTITATIVE VARIABLES

CHAPTER 5 RELATIONSHIPS BETWEEN QUANTITATIVE VARIABLES CHAPTER 5 RELATIONSHIPS BETWEEN QUANTITATIVE VARIABLES In ths chapter, we wll learn how to descrbe the relatonshp between two quanttatve varables. Remember (from Chapter 2) that the terms quanttatve varable

More information

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

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

More information

Trade Adjustment and Productivity in Large Crises. Online Appendix May 2013. Appendix A: Derivation of Equations for Productivity

Trade Adjustment and Productivity in Large Crises. Online Appendix May 2013. Appendix A: Derivation of Equations for Productivity Trade Adjustment Productvty n Large Crses Gta Gopnath Department of Economcs Harvard Unversty NBER Brent Neman Booth School of Busness Unversty of Chcago NBER Onlne Appendx May 2013 Appendx A: Dervaton

More information

SIMPLE LINEAR CORRELATION

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

More information

CHAPTER 14 MORE ABOUT REGRESSION

CHAPTER 14 MORE ABOUT REGRESSION CHAPTER 14 MORE ABOUT REGRESSION We learned n Chapter 5 that often a straght lne descrbes the pattern of a relatonshp between two quanttatve varables. For nstance, n Example 5.1 we explored the relatonshp

More information

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

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

More information

Institute of Informatics, Faculty of Business and Management, Brno University of Technology,Czech Republic

Institute of Informatics, Faculty of Business and Management, Brno University of Technology,Czech Republic Lagrange Multplers as Quanttatve Indcators n Economcs Ivan Mezník Insttute of Informatcs, Faculty of Busness and Management, Brno Unversty of TechnologCzech Republc Abstract The quanttatve role of Lagrange

More information

DO LOSS FIRMS MANAGE EARNINGS AROUND SEASONED EQUITY OFFERINGS?

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

More information

PRIVATE SCHOOL CHOICE: THE EFFECTS OF RELIGIOUS AFFILIATION AND PARTICIPATION

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

More information

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

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

More information

Marginal Benefit Incidence Analysis Using a Single Cross-section of Data. Mohamed Ihsan Ajwad and Quentin Wodon 1. World Bank.

Marginal Benefit Incidence Analysis Using a Single Cross-section of Data. Mohamed Ihsan Ajwad and Quentin Wodon 1. World Bank. Margnal Beneft Incdence Analyss Usng a Sngle Cross-secton of Data Mohamed Ihsan Ajwad and uentn Wodon World Bank August 200 Abstract In a recent paper, Lanjouw and Ravallon proposed an attractve and smple

More information

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

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

More information

Staff Paper. Farm Savings Accounts: Examining Income Variability, Eligibility, and Benefits. Brent Gloy, Eddy LaDue, and Charles Cuykendall

Staff Paper. Farm Savings Accounts: Examining Income Variability, Eligibility, and Benefits. Brent Gloy, Eddy LaDue, and Charles Cuykendall SP 2005-02 August 2005 Staff Paper Department of Appled Economcs and Management Cornell Unversty, Ithaca, New York 14853-7801 USA Farm Savngs Accounts: Examnng Income Varablty, Elgblty, and Benefts Brent

More information

STAMP DUTY ON SHARES AND ITS EFFECT ON SHARE PRICES

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

More information

Location Factors for Non-Ferrous Exploration Investments

Location Factors for Non-Ferrous Exploration Investments Locaton Factors for Non-Ferrous Exploraton Investments Irna Khndanova Unversty of Denver Ths paper analyzes the relatve mportance of geologcal potental and nvestment clmate for nonferrous mnerals exploraton

More information

THE DETERMINANTS OF THE TUNISIAN BANKING INDUSTRY PROFITABILITY: PANEL EVIDENCE

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

More information

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

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

More information

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

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

More information

DEFINING %COMPLETE IN MICROSOFT PROJECT

DEFINING %COMPLETE IN MICROSOFT PROJECT CelersSystems DEFINING %COMPLETE IN MICROSOFT PROJECT PREPARED BY James E Aksel, PMP, PMI-SP, MVP For Addtonal Informaton about Earned Value Management Systems and reportng, please contact: CelersSystems,

More information

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

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

More information

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

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

More information

Overview of monitoring and evaluation

Overview of monitoring and evaluation 540 Toolkt to Combat Traffckng n Persons Tool 10.1 Overvew of montorng and evaluaton Overvew Ths tool brefly descrbes both montorng and evaluaton, and the dstncton between the two. What s montorng? Montorng

More information

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

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

More information

Statistical Methods to Develop Rating Models

Statistical Methods to Develop Rating Models Statstcal Methods to Develop Ratng Models [Evelyn Hayden and Danel Porath, Österrechsche Natonalbank and Unversty of Appled Scences at Manz] Source: The Basel II Rsk Parameters Estmaton, Valdaton, and

More information

The Current Employment Statistics (CES) survey,

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

More information

17 Capital tax competition

17 Capital tax competition 17 Captal tax competton 17.1 Introducton Governments would lke to tax a varety of transactons that ncreasngly appear to be moble across jursdctonal boundares. Ths creates one obvous problem: tax base flght.

More information

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

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

More information

PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 12

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

More information

Forecasting the Direction and Strength of Stock Market Movement

Forecasting the Direction and Strength of Stock Market Movement Forecastng the Drecton and Strength of Stock Market Movement Jngwe Chen Mng Chen Nan Ye cjngwe@stanford.edu mchen5@stanford.edu nanye@stanford.edu Abstract - Stock market s one of the most complcated systems

More information

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

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

More information

Dynamics of Toursm Demand Models in Japan

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

More information

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

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

More information

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

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

More information

International Commodity Prices and the Australian Stock Market

International Commodity Prices and the Australian Stock Market Internatonal Commodty Prces and the Australan Stock Market Chrs Heaton, George Mlunovch and Anthony Passé-de Slva Abstract We propose a method for estmatng the earlest tme durng the tradng day when overnght

More information

Analysis of Premium Liabilities for Australian Lines of Business

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

More information

Traffic-light a stress test for life insurance provisions

Traffic-light a stress test for life insurance provisions MEMORANDUM Date 006-09-7 Authors Bengt von Bahr, Göran Ronge Traffc-lght a stress test for lfe nsurance provsons Fnansnspetonen P.O. Box 6750 SE-113 85 Stocholm [Sveavägen 167] Tel +46 8 787 80 00 Fax

More information

The Development of Web Log Mining Based on Improve-K-Means Clustering Analysis

The Development of Web Log Mining Based on Improve-K-Means Clustering Analysis The Development of Web Log Mnng Based on Improve-K-Means Clusterng Analyss TngZhong Wang * College of Informaton Technology, Luoyang Normal Unversty, Luoyang, 471022, Chna wangtngzhong2@sna.cn Abstract.

More information

Macro Factors and Volatility of Treasury Bond Returns

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

More information

Returns to Experience in Mozambique: A Nonparametric Regression Approach

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

More information

This study examines whether the framing mode (narrow versus broad) influences the stock investment decisions

This study examines whether the framing mode (narrow versus broad) influences the stock investment decisions MANAGEMENT SCIENCE Vol. 54, No. 6, June 2008, pp. 1052 1064 ssn 0025-1909 essn 1526-5501 08 5406 1052 nforms do 10.1287/mnsc.1070.0845 2008 INFORMS How Do Decson Frames Influence the Stock Investment Choces

More information

Number of Levels Cumulative Annual operating Income per year construction costs costs ($) ($) ($) 1 600,000 35,000 100,000 2 2,200,000 60,000 350,000

Number of Levels Cumulative Annual operating Income per year construction costs costs ($) ($) ($) 1 600,000 35,000 100,000 2 2,200,000 60,000 350,000 Problem Set 5 Solutons 1 MIT s consderng buldng a new car park near Kendall Square. o unversty funds are avalable (overhead rates are under pressure and the new faclty would have to pay for tself from

More information

THE EFFECT OF PREPAYMENT PENALTIES ON THE PRICING OF SUBPRIME MORTGAGES

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

More information

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

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

More information

The Application of Fractional Brownian Motion in Option Pricing

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

More information

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

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

More information

School of Economics and Management

School of Economics and Management School of Economcs and Management TECHNICAL UNIVERSITY OF LISBON Department of Economcs Carlos Pestana Barros & Ncolas Peypoch Nuno Letão, Horáco Faustno and Yush Yoshda A Comparatve Analyss of Productvty

More information

Scale Dependence of Overconfidence in Stock Market Volatility Forecasts

Scale Dependence of Overconfidence in Stock Market Volatility Forecasts Scale Dependence of Overconfdence n Stoc Maret Volatlty Forecasts Marus Glaser, Thomas Langer, Jens Reynders, Martn Weber* June 7, 007 Abstract In ths study, we analyze whether volatlty forecasts (judgmental

More information

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

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

More information

Offshoring and Immigrant Employment: Firm-level theory and evidence

Offshoring and Immigrant Employment: Firm-level theory and evidence Offshorng and Immgrant Employment: Frm-level theory and evdence Gorgo Barba Navarett () Guseppe Bertola () Alessandro Sembenell () December 2008 Abstract: In an Italan dataset wth frm-level nformaton on

More information

Searching and Switching: Empirical estimates of consumer behaviour in regulated markets

Searching and Switching: Empirical estimates of consumer behaviour in regulated markets Searchng and Swtchng: Emprcal estmates of consumer behavour n regulated markets Catherne Waddams Prce Centre for Competton Polcy, Unversty of East Angla Catherne Webster Centre for Competton Polcy, Unversty

More information

1. Measuring association using correlation and regression

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

More information

Survive Then Thrive: Determinants of Success in the Economics Ph.D. Program. Wayne A. Grove Le Moyne College, Economics Department

Survive Then Thrive: Determinants of Success in the Economics Ph.D. Program. Wayne A. Grove Le Moyne College, Economics Department Survve Then Thrve: Determnants of Success n the Economcs Ph.D. Program Wayne A. Grove Le Moyne College, Economcs Department Donald H. Dutkowsky Syracuse Unversty, Economcs Department Andrew Grodner East

More information

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

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

More information

An Empirical Study of Search Engine Advertising Effectiveness

An Empirical Study of Search Engine Advertising Effectiveness An Emprcal Study of Search Engne Advertsng Effectveness Sanjog Msra, Smon School of Busness Unversty of Rochester Edeal Pnker, Smon School of Busness Unversty of Rochester Alan Rmm-Kaufman, Rmm-Kaufman

More information

Gravity, Bilateral Agreements, and Trade Diversion in the Americas*

Gravity, Bilateral Agreements, and Trade Diversion in the Americas* Cuadernos de Economía, Vol. 46 (Mayo), pp. 3-31, 2009 Gravty, Blateral Agreements, and Trade Dverson n the Amercas* Raymond Robertson Macalester College Anton Estevadeordal Inter-Amercan Development Bank

More information

The Investor Recognition Hypothesis:

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

More information

How To Understand The Results Of The German Meris Cloud And Water Vapour Product

How To Understand The Results Of The German Meris Cloud And Water Vapour Product Ttel: Project: Doc. No.: MERIS level 3 cloud and water vapour products MAPP MAPP-ATBD-ClWVL3 Issue: 1 Revson: 0 Date: 9.12.1998 Functon Name Organsaton Sgnature Date Author: Bennartz FUB Preusker FUB Schüller

More information

THE DISTRIBUTION OF LOAN PORTFOLIO VALUE * Oldrich Alfons Vasicek

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

More information

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

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

More information

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

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

More information

Hot and easy in Florida: The case of economics professors

Hot and easy in Florida: The case of economics professors Research n Hgher Educaton Journal Abstract Hot and easy n Florda: The case of economcs professors Olver Schnusenberg The Unversty of North Florda Cheryl Froehlch The Unversty of North Florda We nvestgate

More information

How To Know If A Fscal Insurance Mechansm Shocks On An Eccu Member Country

How To Know If A Fscal Insurance Mechansm Shocks On An Eccu Member Country WP/12/17 The Eastern Carbbean Currency Unon: Would a Fscal Insurance Mechansm Mtgate Natonal Income Shocks? Antono Lemus and Paul Cashn 2012 Internatonal Monetary Fund WP/12/17 IMF Workng Paper Mddle East

More information

Trade, Insecurity, and Home Bias: An Empirical Investigation

Trade, Insecurity, and Home Bias: An Empirical Investigation Trade, Insecurty, and Home Bas: An Emprcal Investgaton James E. Anderson Boston College and NBER Douglas Marcouller Boston College Revson of NBER Workng Paper #7000 Revson date: 9 July 1999 Abstract: Corrupton

More information

Financial Instability and Life Insurance Demand + Mahito Okura *

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

More information

ECONOMICS OF PLANT ENERGY SAVINGS PROJECTS IN A CHANGING MARKET Douglas C White Emerson Process Management

ECONOMICS OF PLANT ENERGY SAVINGS PROJECTS IN A CHANGING MARKET Douglas C White Emerson Process Management ECONOMICS OF PLANT ENERGY SAVINGS PROJECTS IN A CHANGING MARKET Douglas C Whte Emerson Process Management Abstract Energy prces have exhbted sgnfcant volatlty n recent years. For example, natural gas prces

More information

The OC Curve of Attribute Acceptance Plans

The OC Curve of Attribute Acceptance Plans The OC Curve of Attrbute Acceptance Plans The Operatng Characterstc (OC) curve descrbes the probablty of acceptng a lot as a functon of the lot s qualty. Fgure 1 shows a typcal OC Curve. 10 8 6 4 1 3 4

More information

Structural Estimation of Variety Gains from Trade Integration in a Heterogeneous Firms Framework

Structural Estimation of Variety Gains from Trade Integration in a Heterogeneous Firms Framework Journal of Economcs and Econometrcs Vol. 55, No.2, 202 pp. 78-93 SSN 2032-9652 E-SSN 2032-9660 Structural Estmaton of Varety Gans from Trade ntegraton n a Heterogeneous Frms Framework VCTOR RVAS ABSTRACT

More information

Calculation of Sampling Weights

Calculation of Sampling Weights Perre Foy Statstcs Canada 4 Calculaton of Samplng Weghts 4.1 OVERVIEW The basc sample desgn used n TIMSS Populatons 1 and 2 was a two-stage stratfed cluster desgn. 1 The frst stage conssted of a sample

More information

Do Changes in Customer Satisfaction Lead to Changes in Sales Performance in Food Retailing?

Do Changes in Customer Satisfaction Lead to Changes in Sales Performance in Food Retailing? Do Changes n Customer Satsfacton Lead to Changes n Sales Performance n Food Retalng? Mguel I. Gómez Research Assocate Food Industry Management Program Department of Appled Economcs and Management Cornell

More information

THE IMPLIED VOLATILITY OF ETF AND INDEX OPTIONS

THE IMPLIED VOLATILITY OF ETF AND INDEX OPTIONS The Internatonal Journal of Busness and Fnance Research Volume 5 Number 4 2011 THE IMPLIED VOLATILITY OF ETF AND INDEX OPTIONS Stoyu I. Ivanov, San Jose State Unversty Jeff Whtworth, Unversty of Houston-Clear

More information

Wage inequality and returns to schooling in Europe: a semi-parametric approach using EU-SILC data

Wage inequality and returns to schooling in Europe: a semi-parametric approach using EU-SILC data MPRA Munch Personal RePEc Archve Wage nequalty and returns to schoolng n Europe: a sem-parametrc approach usng EU-SILC data Marco Bagett and Sergo Sccchtano Unversty La Sapenza Rome, Mnstry of Economc

More information

The Short-term and Long-term Market

The Short-term and Long-term Market A Presentaton on Market Effcences to Northfeld Informaton Servces Annual Conference he Short-term and Long-term Market Effcences en Post Offce Square Boston, MA 0209 www.acadan-asset.com Charles H. Wang,

More information

An Interest-Oriented Network Evolution Mechanism for Online Communities

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

More information

Journal of International Economics

Journal of International Economics Journal of Internatonal Economcs 79 (009) 31 41 Contents lsts avalable at ScenceDrect Journal of Internatonal Economcs journal homepage: www.elsever.com/locate/je Composton and growth effects of the current

More information

Does Demographic Change Affect the Current Account? A Reconsideration #

Does Demographic Change Affect the Current Account? A Reconsideration # ISSN 1833-4474 Does Demographc Change Affect the Current Account? A Reconsderaton # Mchael Graff, a,* Kam K Tang, b, Je Zhang c Ths paper re-examnes the mpact of demographc factors on the current account

More information

The Relationship between Exchange Rates and Stock Prices: Studied in a Multivariate Model Desislava Dimitrova, The College of Wooster

The Relationship between Exchange Rates and Stock Prices: Studied in a Multivariate Model Desislava Dimitrova, The College of Wooster Issues n Poltcal Economy, Vol. 4, August 005 The Relatonshp between Exchange Rates and Stock Prces: Studed n a Multvarate Model Desslava Dmtrova, The College of Wooster In the perod November 00 to February

More information

7.5. Present Value of an Annuity. Investigate

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

More information

Criminal Justice System on Crime *

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

More information

Foreign Direct Investment in a World of Multiple Taxes

Foreign Direct Investment in a World of Multiple Taxes Foregn Drect Investment n a World of Multple Taxes by Mhr A. Desa Harvard Unversty and NBER James R. Hnes Jr. Unversty of Mchgan and NBER July 2001 We thank Yumng Zou for excellent research assstance,

More information

Calculating the high frequency transmission line parameters of power cables

Calculating the high frequency transmission line parameters of power cables < ' Calculatng the hgh frequency transmsson lne parameters of power cables Authors: Dr. John Dcknson, Laboratory Servces Manager, N 0 RW E B Communcatons Mr. Peter J. Ncholson, Project Assgnment Manager,

More information

On the Optimal Control of a Cascade of Hydro-Electric Power Stations

On the Optimal Control of a Cascade of Hydro-Electric Power Stations On the Optmal Control of a Cascade of Hydro-Electrc Power Statons M.C.M. Guedes a, A.F. Rbero a, G.V. Smrnov b and S. Vlela c a Department of Mathematcs, School of Scences, Unversty of Porto, Portugal;

More information

Clay House Case Study and Comparison of Two Behemoths ofEC term

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

More information

tématické články Measuring the Value of Urban Forest using the Hedonic Price Approach regionální studia

tématické články Measuring the Value of Urban Forest using the Hedonic Price Approach regionální studia Measurng the Value of Urban Forest usng the Hedonc Prce Approach Odhad hodnoty městských lesů metodou hedoncké ceny Jan Melchar 1 jan.melchar@czp.cun.cz Charles Unversty Envronment Center Ondřej Vojáček

More information

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

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

More information

Using Series to Analyze Financial Situations: Present Value

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

More information

WORKING PAPERS. The Impact of Technological Change and Lifestyles on the Energy Demand of Households

WORKING PAPERS. The Impact of Technological Change and Lifestyles on the Energy Demand of Households ÖSTERREICHISCHES INSTITUT FÜR WIRTSCHAFTSFORSCHUNG WORKING PAPERS The Impact of Technologcal Change and Lfestyles on the Energy Demand of Households A Combnaton of Aggregate and Indvdual Household Analyss

More information

Evaluating the Effects of FUNDEF on Wages and Test Scores in Brazil *

Evaluating the Effects of FUNDEF on Wages and Test Scores in Brazil * Evaluatng the Effects of FUNDEF on Wages and Test Scores n Brazl * Naérco Menezes-Flho Elane Pazello Unversty of São Paulo Abstract In ths paper we nvestgate the effects of the 1998 reform n the fundng

More information

The Impact of Residential Density on Vehicle Usage and Energy Consumption *

The Impact of Residential Density on Vehicle Usage and Energy Consumption * The Impact of Resdental Densty on Vehcle Usage and Energy Consumpton * September 26, 2008 Forthcomng n the Journal of Urban Economcs Davd Brownstone (correspondng author) Department of Economcs 3151 Socal

More information

Sector-Specific Technical Change

Sector-Specific Technical Change Sector-Specfc Techncal Change Susanto Basu, John Fernald, Jonas Fsher, and Mles Kmball 1 November 2013 Abstract: Theory mples that the economy responds dfferently to technology shocks that affect the producton

More information

Factors Affecting Outsourcing for Information Technology Services in Rural Hospitals: Theory and Evidence

Factors Affecting Outsourcing for Information Technology Services in Rural Hospitals: Theory and Evidence Factors Affectng Outsourcng for Informaton Technology Servces n Rural Hosptals: Theory and Evdence Bran E. Whtacre Department of Agrcultural Economcs Oklahoma State Unversty bran.whtacre@okstate.edu J.

More information

Intra-year Cash Flow Patterns: A Simple Solution for an Unnecessary Appraisal Error

Intra-year Cash Flow Patterns: A Simple Solution for an Unnecessary Appraisal Error Intra-year Cash Flow Patterns: A Smple Soluton for an Unnecessary Apprasal Error By C. Donald Wggns (Professor of Accountng and Fnance, the Unversty of North Florda), B. Perry Woodsde (Assocate Professor

More information

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

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

More information

TESTING FOR EVIDENCE OF ADVERSE SELECTION IN DEVELOPING AUTOMOBILE INSURANCE MARKET. Oksana Lyashuk

TESTING FOR EVIDENCE OF ADVERSE SELECTION IN DEVELOPING AUTOMOBILE INSURANCE MARKET. Oksana Lyashuk TESTING FOR EVIDENCE OF ADVERSE SELECTION IN DEVELOPING AUTOMOBILE INSURANCE MARKET by Oksana Lyashuk A thess submtted n partal fulfllment of the requrements for the degree of Master of Arts n Economcs

More information

Bayesian Network Based Causal Relationship Identification and Funding Success Prediction in P2P Lending

Bayesian Network Based Causal Relationship Identification and Funding Success Prediction in P2P Lending Proceedngs of 2012 4th Internatonal Conference on Machne Learnng and Computng IPCSIT vol. 25 (2012) (2012) IACSIT Press, Sngapore Bayesan Network Based Causal Relatonshp Identfcaton and Fundng Success

More information