THE ROLE OF THE FINANCIAL SYSTEM IN OVERCOMING THE UNEVEN REGIONAL DEVELOPMENT OF A COUNTRY

Size: px
Start display at page:

Download "THE ROLE OF THE FINANCIAL SYSTEM IN OVERCOMING THE UNEVEN REGIONAL DEVELOPMENT OF A COUNTRY"

Transcription

1 Наукові праці. Економіка УДК Khanzhyn V. V., phlosophy doctor (PhD), nterm assstant professor at economc theory and nternatonal economcs department, Petro Mohyla Black Sea State Unversty, Mykolayv, Ukrane, emal: THE ROLE OF THE FINANCIAL SYSTEM IN OVERCOMING THE UNEVEN REGIONAL DEVELOPMENT OF A COUNTRY Ths study utlzes a smple endogenous growth model and extends t to the case of two regons lnked through ther fnancal sectors. We model the nfluence of the fnancal development on the regonal growth and extend the model for the multple-regon case to enable the emprcal analyss usng data on the US states. Despte our nterest n uneven regonal growth n developng countres, the model s best tested usng data from the regons of developed countres. These countres have accumulated suffcently detaled and consstent data. In ths study, I propose to use US state-level data. The specfc hstorc development of the regonal bankng n US, partcularly the restrctons on ntrastate and nterstate bankng, created regonally dstnct bankng systems. Key words: regonal development; fnance-growth nexus; endogenous growth model; fnancal development. Research problem statement. Among many economc problems n developng countres and countres n transton s the problem of uneven regonal development. For nstance, n Ukrane 7 regons out of 24 obtan about 60 % of the annual nvestment [1]. One of the fastest developng sectors of Ukranan economy nowadays s fnancal servce sector. Even though the amount of fnancal ntermedares ncreases, there s stll growng regonal dsparty. The general trend of the busnesses to locate closer to the fastest growng regons s motvated by the dffculty of avalablty of the credt resources for the small and medum busnesses n the stagnatng regons. The analyss of the regonal economc development programs n Ukrane showed that they don t treat the fnancal development of the regon n a systematc way. That n bref shows the mportance of the theoretcal framework, whch would enable a more complete analyss of the regonal development n the long-run perspectve. The analogous studes show the growng nterest n the so-called fnance-growth nexus n the regonal context also n developed countres (for nstance [4]). Lterature revew. A number of researchers have contrbuted to the lterature on fnance-growth nexus. Among most promnent contrbutors to the Englshlanguage lterature on the topc are: J. Schumpeter, R. Goldsmth, H. T. Patrck, and R. Levne, R. G. Raan, L. Zngales, and A. Demrguc-Kunt. Ukranan lterature on the topc s stll very lmted [2, 3, 5, 7, 8, 10]. Identfyng the prevo uslyunsolved parts of the general research problem. There s a lack of the formal regonal models, despte the growng popularty of usng state data n the emprcal works. To tll ths gap we utlze the endogenous growth theory and buld a two-regon framework wth no perfect captal moblty assumpton that s used to analyze how dfference n fnancal development of the two regons can account for the dfference n the rates of convergence (and even cause dvergence) of ther per capta outputs. The framework s then extended to multple-regon case. Statng the goals of the paper. The obectve of ths research s to study the role of the fnancal system n the regonal development dsparty. I am tryng to answer the queston f the dfference n the fnancal development of regons can explan the dfference n ther economc growth, measured as per captal output. My nterest n ths subect stems from a desre to understand the uneven development and levels of captal nvestment n regons wthn developng countres. However, gven the lmted qualty of sub-natonal data avalable n most developng countres I must test the model utlzng regonal data from a developed country. In partcular, I utlze data from 50 Unted States. The body of the research. Followng Romer [9] we develop a smple two-regonal endogenous growth model, where the type of the connecton between the regons resembles that of Center-Perphery. We use the dea of Kang and Sawada [6], who mplement endogenous growth model n studyng the nfluence of the fnancal development on the growth. Snce our prmary nterest s to study the effect of the fnancal system development on the growth dfferental between the two regons, we smplfy the underlyng producton functon to only two producton factors, excludng human captal. The source of growth n our model s neoclasscal technologcal advance, A. The producton of the new knowledge s modeled as a research and development sector, whch utlzed 106

2 Output per capta Випуск 263. Том 275 producton factors and exstng level of technology. The focus s on the way the dfference n the fnancal development of the regons nfluences the dfference n ther per captal output growth. To model the fnancal sector on the regonal level we use the smple endogenous growth model n contnuous tme, developed n Romer [9]. Gradually we break the sngle-regon economy nto two-regon case and then add the model of the fnancal system and study the development of the output per capta n those models. The producton functon s assumed to be the same for both regons and t s of the Cobb-Douglass 1 form: Y K ( AL ), 1, 2. The captal accumulaton s gven by:. K sy I In ths case the source of the regonal nvestment s solely domestc regonal savngs. Followng Romer, for smplcty the captal s assumed to be used up entrely n one perod, so there s no deprecaton ncluded nto the captal accumulaton rule. The producton functon of the new technology s assumed to be Cobb-Douglas form: A BK L A, where K K and L L. We extend ths two-regon model by allowng the nterregonal captal flows. We assume the Center- Perphery relatonshp between the regons, where the total amount of economy s savngs s beng redstrbuted among the regons n the form of nvestment n some fxed proporton. We further assume that the fnancal system of one regon manages to attract only a constant fracton of aggregate savngs. Themodfed nvestment rule s n the smple lnear form: I1 I, where I I s the total level of nvestment n the economy. In the two-regon case the total level of nvestment thus can be expressed through the levels of regonal nvestments respectvely: I1 I 2 (1 ) I. In turn each of the regon s nvestment s and I (1 ) sy respectvely. 2 I 1 sy We now consder two possbltes: constant and changng. In frst case we the steady-state growth rate of the outputs n each regon s the same n both regons and equals the usual result of ths type of model: technologcal growth plus populaton growth: g g * g * n. K K 1 * 2 Snce and grow at the same rate n the long run, then ther sum, K, wll grow at the same rate, or puttng t n a formal way gk * g * * 1 K g 2 K. So the constant nvestment rule does not affect the long-run steady state growth rate of the economy. What about the levels? To answer ths queston I use the computer smulaton.fgure 1 represents the change of the per capta outputs of the regonal economes over tme. It s clear that the model wth constant φ predcts dvergng levels of per capta outputs. We now consder one more extenson of the model. Now nstead of a constant φ we consder a dynamc φ. So to model ths stuaton we assume that the growth rate of the fracton of the total savngs that s allocated by the local fnancal system s defned by some functon of the fnancal development (F) : (F). A t Regon A Regon B Fgure 1. Regonal per capta output for a model wth constant φ That s n the Center-Perphery relatonshp Center regon starts attractng more and more savngs nto t s nvestment proects and n the long run receves total economy s nvestment. As we can see the dvergence between the regons s much more pronounced n ths case. Ths s mostly due to the fact that n ths scenaro unlke n the prevous one the growth rates of per capta outputs are also dvergng nstead of convergng. Let s now assume we have N regons. Some of them are Central and some are Perpheral. We are nterested n the queston f the dfference n the development of the regonal fnancal system can explan the dfference n the growth rates n the regonal economes. Usng the same 107

3 Output per capta Наукові праці. Економіка settng of the model as prevously, except for the fact that we have now N regons, we can show that as long as φ and φ are changng over tme, the dfference n the regonal per capta output growth rates wll be proportonal to the dfference n the growth rates of the correspondng regonal g g ( g g ) g g nvestment ratos. Y / L, Y / L, K K t Regon A Regon B Fgure 2. Regonal per capta outputs We have two man results. Frst, s that f we have a Core-Perphery type of relatonshp between the two regons (modeled on the level of ther fnancal sectors), then we get a long-term dvergence of ther output growths. The mult-regonal extenson shows that f we have two smlar-n-structure regons, then the dfference n ther output per capta growth can be explaned by the dfference n the fnancal development. The mult-regonal model suggests that the two regons growth rate dfferental can be explaned by the dfferental n the growth rate of ther respectve portons of the total regonal group nvestment g Y g Y,where L L λ s some coeffcent of proportonalty. For the notatonal convenence we change for g g Y g Y for gy L L 1, and. Thus, addng the dsturbance, we can rewrte the equaton as a stochastc model: gy 1 2 g. To test the model I am usng data on 48 US states (excludng Alaska, Hawa and DC) over the perod of (24 years). There are two maor sources of data: Bureau of Economc Analyss (BEA) and Federal Depost Insurance Corporaton. The nvestment orented bank loans (IOBL) are calculated as the sum of loans, secured by real estate, loans for agrcultural producton, commercal and ndustral loans, and loans to ndvduals. The porton φ s calculated by dvdng the IOBL n the state to the total amount of IOBL n the correspondng Census regon. One of the reasons why the data of the Unted States can be used to test the model s the regonal bank regulaton. One of the key model s assumptons s closed economy. It s assumed that there are no fnancal outflows and nflows nto the connected regons and the totalty of the savngs are redstrbuted nto the nvestment wthn the same group of regons. The exstence of the bankng regulaton n the Unted States to some extent created ths stuaton, when such assumpton s not far from realty. There are three possble regulatons: ntrastate branchng, nterstate bankng, and nterstate branchng. Followng Stroh and Strahan (2003) we use two sets of dummes: for the ntrastate branchng deregulaton effects and for the nterstate bankng deregulaton effects [11]. The dependent and ndependent varables are expressed as growth dfferentals between pars of states. So now we need to create the pars of states to get the data sample. Two samples of state pars are desgned. The multregonal extenson of the two-regon model assumes Center-Perphery (C-P) relatonshp between the states wthn a Census dvson. In order to form the pars, we need to classfy the states as ether Center or Perphery. As t has been dscussed earler, the man characterstcs of the Center regon are:1) hgher level of per capta output and 2) more developed fnancal system. The frst sample conssts of 38 pars of states. Center regon s chosen n each of the Census regons and then pared wth the rest of the states n the correspondng regon. Ths sample was desgned to nclude most of the US states, so that t enables us to test the model n a more general case. The choce of the center regons was based on the fnancal classfcaton: the rato of employment n the fnancal sector to the total populaton of the state. At the same tme the maor metropoltan areas were taken nto consderaton. Perphery states show faster growth rage, averaged over the sample perod, whch s consstent wth the theoretcal and emprcal fndngs of convergence of states per capta ncomes. The second sample conssts of only 9 pars, whch correspond to each of the Census regons. The choce of the 108

4 Випуск 263. Том 275 Center regons for ths sample stayed unchanged. The dfference s that nstead of parng all the states n the regon, the average of the Perphery states s computed and then the dfference between the Center and the «average» Descrptve statstcs for the frst sample (38 pars) Perphery for each Census regon s taken. The descrptve statstcs for each sample are presented n the followng tables Varable Mean Std Dev Varance Mnmum Maxmum Δgy -0,0016 0,0254 0,0006-0,2859 0,1176 Δgφ -0,002 0,1029 0,0106-1,1718 0,6967 Table 1 Descrptve statstcs for the second sample («average» Perphery) Varable Mean Std Dev Varance Mnmum Maxmum Δgy 0,0035 0,0459 0,0021-0,0861 0,1488 Δgφ -0,0082 0,1122 0,0126-0,3159 0,6998 Table 2 The estmaton results of the model usng the frst sample are presented n Table 3 below. Estmaton results for the frst sample OLS OLS wth fxed effects 2SLS 2SLS wth fxed effects Constant -0,0023-0,0097* -0,0038* -0,0193* (-1,6413) (-1,7284) (-1,7721) (-1,6918) Δ gφ 0,0813*** 0,0883*** 0,1335** 0,1973** (3,5030) (3,6774) (2,3375) (2,0057) Dummy1 0,0029 0,0058** 0,0041* 0,0109* (1,5523) (2,1067) (1,7039) (1,8671) Dummy2-0,0015-0,0028-0,0014-0,0038 (-0,9014) (-1,4777) (-0,7254) (-1,3478) Δ gφ *Dummy1-0,0551** -0,0555** -0,1030* -0,1514* (-2,2362) (-2,1776) (-1,8982) (-1,7035) Δ gφ *Dummy2 0,0126 0,0087 0,0191 0,0181 (0,8745) (0,5777) (1,0092) (0,7920) Δ gy (-1) 0,0637** 0,0426-0,4465-0,9657 (2,0392) (1,3360) (-0,8972) (-1,1307) Sample sze R 2 0,04 0, * sgnfcant at 10 %; ** sgnfcant at 5 %; *** sgnfcant at 1 %. The t-statstc s gven n the parentheses. The R 2 s not reported for the 2SLS estmatons because of statstcal ncomparablty wth that, calculated for the OLS. Estmaton results for the second sample Table 3 The estmaton results of the model usng the second sample are presented n the table blow. OLS OLS wth effects 2SLS 2SLS wth effects Constant 0,0115*** 0,0079* 0,0119*** -0,0059 (4,0040) (1,6615) (4,0359) (-0,6687) Δgφ -0,0287 0,0578*** -0,0369 0,0972*** (-1,0138) (2,8797) (-1,1928) (3,0985) Δgy(-1) 0,5714*** 0,2165*** 0,6111*** -0,4785 (8,1246) (3,1434) (6,5948) (-1,3647) Sample sze R2 0,28 0,78 * sgnfcant at 10%; ** sgnfcant at 5%; *** sgnfcant at 1 %. Table 4 For the frst sample (38 pars) the coeffcent on the Δ gφ s postve as expected n all specfcatons. For OLS t s hghly statstcally sgnfcant, and less sgnfcant, but stll wthn 1 5 % probablty range, for 2SLS. Under the hypothess, that OLS gves nconsstent estmates, we can conclude, that t underestmates the effect of Δ gφ. So we get 0,13 % (0,08 % n case of OLS) ncrease n the C-P per capta output growth dfference as a result of 1 % ncrease n the C-P dfferences n growth rates of porton of the total nvestment orented loans, on average, ceters parbus. Note that the change of 1 % represents the value of the level change of the dfference, (snce both dependent and ndependent varables are measured n per cents) and not change as a percentage of the ntal value. The deregulaton effects are nsgnfcant but the nteracton term on the frst dummy (nterstate bankng deregulaton) 109

5 Наукові праці. Економіка gves a sgnfcant coeffcent wth negatve sgn, as expected. So the deregulaton of ntrastate bankng decreases the level of C-P relatonshp by 0,05 % of the dfference n growth rates as reported by OLS, and 0,10 % as reported by 2SLS. That means that after the ntrastate branchng deregulaton, the effect of the Δ gφ on the dfference n the growth rates of regonal ncomes per capta decreases to 0,03 % as reported by both estmates. The ncluson of the par-specfc state effects ddn t nfluence the dfference n the effect of Δ gφ as reported by OLS. But ths dfference s more sgnfcant n the case of 2 SLS estmaton: 0,197 from 0,133. The net effect of the Δ gφ after the deregulaton, as estmated by 2 SLS, ddn t change sgnfcantly. For the second sample (9 pars) the estmated effect of Δ gφ s nsgnfcant n the specfcaton wthout parspecfc fxed effects, but becomes very statstcally sgnfcant once the models are augmented to nclude them. Accordng to the results, 1 % growth n dfference n the growth rates of φ ncreases the dfference n the growth rates of real per capta ncomes by 0,097 % (0,058 % n case of OLS), on average, ceters parbus. The results reported by both estmates are wthn the range of beforeand after-deregulaton effects of Δ gφ, estmated from the model specfcatons for the frst sample. Snce the model specfcatons for ths sample does not nclude the deregulaton dummes, so that mght average the effect over the whole sample range, whereas the specfcaton for the frst sample (38 pars) allows for the change of the effect once the bank branchng deregulaton was enacted n one of the states n the par. Incluson of the spatal effects (par dummes) nto the models shows that n there s hgher degree of heterogenety among the «averaged» C-P pars, then between the pars n the frst sample. The frst sample ncludes a lot of neghborng pars of states, where as the second ncludes only nne regon «averaged» pars. Conclusons and suggestons for future research. The man goal of ths research on the one hand was to derve more evdence for the fnance-growth nexus dscusson, and on the other to fnd the explanaton for the dfferences n the regonal development n the dfferent levels of fnancal development. A growng lterature provdes both theoretcal and emprcal evdence n favor of the nfluence of the fnancal development on the economc growth. We developed a two-regonal model and ts multregonal extenson that s based on the endogenous growth model. We dropped the perfect captal moblty assumpton and used Center-Perphery type of relatonshp between the two regons developed by Dow [4]. To ntroduce the role of the fnancal development nto the model we follow Kang and Sawada and augment the smple endogenous growth model wth two endogenous factors captal and technology [9] wth the nvestment dstrbuton rule: the total pool of savngs n the two regons s redstrbuted nto the nvestment nto correspondng regons n some proporton, whch s defned by the qualty of functonng of ther regonal fnancal systems. We assume that Center type of regon has a more developed fnancal system. That s why t gets the larger porton of the total nvestment. The case wth the fxed proportons showed that t doesn t nfluence the relatve regonal growth rates. That s why a dynamc nvestment dstrbuton rule was ntroduced, where the relatve porton of nvestment nto each regon s changng over tme. When the porton of the relatve nvestment s defned endogenously, then t nfluences the relatve regonal growth resultng n dvergence. The mult-regonal extenson of the model showed that f the two smlar n structure regons are growng at dfferent rates then the dfference can be explaned n part by the dfference n the fnancal development. We test the result usng data on 48 US states. Usng the US Census Bureau regonal dvson, we defne 9 groups of states, whch correspond to 9 census regons. For each of the regons we defne the Center state and then par t wth all other states n the group, defnng thus the Center-Perphery pars. Among our emprcal fndngs are the followng. Frst, we fnd statstcally sgnfcant assocaton between the dfference n the fnancal development and dfference n the economc development among US regons, estmated for the two specfcatons that we used for two samples. Second, the ntrastate branchng deregulaton proved to have negatve effect on the strength of relatonshp of nterest. The nterstate bankng deregulaton turned out to have nsgnfcant effect, despte the theoretcal expectatons. Thrdly, the ncluson of the spatal effects nto the models showed some dfference n the estmaton of the effect. Ths reveals the spatal heterogenety of the fnance-growth relatonshp and stresses the mportance of further development of the exstng models n ths drecton. And fnally, one of the mplcatons of the emprcal part s that one can use the data of the developed countres to develop and test theoretcal models based on the assumptons whch are more realstc for the current stuaton n the developng countres and countres n transton. As argued by Goldsmth, the possblty of any emprcal work n the feld of fnance-growth nexus rests on the assumpton that there s unversal path of fnancal development, and dfference n the countres (whch could be extended to regons of a partcular country as well) fnancal development s presented as ther dfferent relatve locaton along ths path. In ths research the development of the theoretcal model was restng on the Center-Perphery type of relatonshp, more commonly experenced by the regons of some developng economes rather than economes wth almost frctonless fnancal and captal markets, such as US. But the hstorcal condtons, whch created regon-dstnct bankng system, mmc the assumptons of the model and thus provde groundng for the emprcal work conducted. The future research should focus more on the data for developng countres. More data s beng collected by the natonal statstcal agences on the fnancal sector whch wll enable the type of research for these countres. REFERENCES 1. Borschevsky V. V. Foregn nvestment as a factor of regonal development // Fnances of Ukrane P

6 Випуск 263. Том Demrgüç-Kunt A., Maksmovc V. (2000). Fundng growth n bank-based and market-based fnancal systems: Evdence from frm-level data. World Bank mmeo. 3. Demrgüç-Kunt A., Levne R., World Bank. Polcy Research Dept. Fnance and Prvate Sector Development Dvson. (1995). Stock market development and fnancal ntermedares: Stylzed facts. Washngton, D. C.: Fnance and Prvate Sector Development Dvson, Polcy Research Dept., World Bank. 4. Dow S. C. (1999). Fnancal deregulaton, bankng competton and regonal development: The spansh experence. ERSA conference papers 5. Goldsmth R. W. (1969). Fnancal structure and development. New Haven: Yale Unversty Press. 6. Kang S. J., Sawada Y. (2000). Fnancal represson and external openness n an endogenous growth model. Journal of Internatonal Trade and Economc Development, 9. P Patrck H. T. (1966). Fnancal development and economc growth n undeveloped countres.economc development and cultural change, 14(2). P Raan R. G., Zngales L. (1998). Fnancal dependence and growth.the amercal economc revew, 88(3). P Romer, D. (2005). Advanced macroeconomcs (3rd ed.)mcgraw-hll / Irwn. 10. Schumpeter J. A., Ope R. (1962). The theory of economc development : An nqury nto profts, captal, credt, nterest, and the busness cycle. Cambrdge, Mass. : Harvard Unversty Press. 11. Stroh K. J., Strahan P. E. (2003). Compettve dynamcs of deregulaton: Evdence from U. S. bankng. Journal of Money, Credt, and Bankng, 35(5). Р В. В. Ханжин, Чорноморський державний університет ім. Петра Могили, м. Миколаїв, Україна РОЛЬ ФІНАНСОВОЇ СИСТЕМИ У ПОДОЛАННІ НЕРІВНОМІРНОСТІ РЕГІОНАЛЬНОГО РОЗВИТКУ КРАЇНИ Це долідження використовує просту модель ендогенного розвитку як основу для побудови моделі з двома регіонами, які пов язані між собою через їх регіональні фінансові системи. Ми моделюємо вплив фінансового розвитку на регіональне зростання та розширюємо модель для випадку із багатьма регіонами для того, щоб можна було використати теоретичну модель у емпіричному аналізіна основі статистики США. Не дивлячись на те, що нас в першу чергу цікавлять моделі, які здатні пояснити нерівномірний розвиток у країнах, що розвиваються, модель краще за все тестувати, використовуючи дані з розвиненої країни, через повноту таких даних. У цьому дослідженні ми пропонуємо використовувати дані по штатах США, оскільки у цієї країни особлива історія розвитку банківскього (та фінансового) сектора. Особливість цього розвитку полягає у жорсткому регіональному регулюванні банківскої діяльності в середині кожного штату та між штатами. Ключові слова: регіональний розвиток; зв язок «фінанси економічне зростання»; ендогенна модель економічного зростання; фінансовий розвиток. В. В. Ханжин, Черноморский государственный университет им. Петра Могилы, г. Николаев, Украина РОЛЬ ФИНАНСОВОЙ СИСТЕМЫ В ПРЕОДОЛЕНИИ НЕРАВНОМЕРНОСТИ РЕГИОНАЛЬНОГО РАЗВИТИЯ В СТРАНЕ Это исследование использует простую модель эндогенного развития как основу для модели с двумя регионами, которые связаны между собой через их региональные финансовые системы. Мы моделируем влияние финансового развития на региональный рост и расширяем модель для случая с многими регионами для того, чтобы можно было применить теоретическую модель в эмпирическом анализе на основе статистики США. Несмотря на то, что нас интересует в первую очередь модели, которые способны объяснить неравномерное развитие в развивающихся странах, модель лучше всего тестировать, используя данные из развитой страны в виду полноты таких данных. В этом исследовании мы предлагаем использовать именно данные по штатам США, поскольку в этой стране необычная история развития банковского (и финансового) секторов. Особенность этого развития лежит в строгом региональном регулировании банковской деятельности (в пределах каждого штата и меж-штатные отношения). Ключевые слова: региональное развитие; связь «финансы-экономический рост»; эндогенная модель экономического роста; финансовое развитие. Ханжин В. В.,

Appendix F: The Grant Impact for SBIR Mills

Appendix F: The Grant Impact for SBIR Mills Appendx F: The Grant Impact for SBIR Mlls Asmallsubsetofthefrmsnmydataapplymorethanonce.Ofthe7,436applcant frms, 71% appled only once, and a further 14% appled twce. Wthn my data, seven companes each submtted

More information

Price linkages in value chains: methodology

Price linkages in value chains: methodology Prce lnkages n value chans: methodology Prof. Trond Bjorndal, CEMARE. Unversty of Portsmouth, UK. and Prof. José Fernández-Polanco Unversty of Cantabra, Span. FAO INFOSAMAK Tangers, Morocco 14 March 2012

More information

International Journal of Emerging Technologies in Computational and Applied Sciences (IJETCAS)

International Journal of Emerging Technologies in Computational and Applied Sciences (IJETCAS) Internatonal Assocaton of Scentfc Innovaton and Research (IASIR (An Assocaton Unfyng the Scences, Engneerng, and Appled Research Internatonal Journal of Emergng Technologes n Computatonal and Appled Scences

More information

Optimal Planning of Charging Station for Phased Electric Vehicle *

Optimal Planning of Charging Station for Phased Electric Vehicle * Energy and Power Engneerng, 2013, 5, 1393-1397 do:10.4236/epe.2013.54b264 Publshed Onlne July 2013 (http://www.scrp.org/ournal/epe) Optmal Plannng of Chargng Staton for Phased Electrc Vehcle * Yang Gao,

More information

Volume 30, Issue 1. International Capital Mobility in African Countries: Do the legal origins matter?

Volume 30, Issue 1. International Capital Mobility in African Countries: Do the legal origins matter? Volume 30, Issue 1 Internatonal Captal Moblty n Afrcan Countres: Do the legal orgns matter? Chrysost Bangaké LEO, Unversty of Orléans (France) Jude Eggoh LEO, Unversty of Orléans (France) Abstract Ths

More information

WHO S ASSESSMENT OF HEALTH CARE INDUSTRY PERFORMANCE: RATING THE RANKINGS

WHO S ASSESSMENT OF HEALTH CARE INDUSTRY PERFORMANCE: RATING THE RANKINGS WHO S ASSESSMENT OF HEALTH CARE INDUSTRY PERFORMANCE: RATING THE RANKINGS ELLIOTT PARKER and JEANNE WENDEL * Department of Economcs, Unversty of Nevada, Reno, NV, USA SUMMARY Ths paper examnes the econometrc

More information

What Determines Attitude Improvements? Does Religiosity Help?

What Determines Attitude Improvements? Does Religiosity Help? Internatonal Journal of Busness and Socal Scence Vol. 4 No. 9; August 2013 What Determnes Atttude Improvements? Does Relgosty Help? Madhu S. Mohanty Calforna State Unversty-Los Angeles Los Angeles, 5151

More information

Parameter Estimates of a Random Regression Test Day Model for First Three Lactation Somatic Cell Scores

Parameter Estimates of a Random Regression Test Day Model for First Three Lactation Somatic Cell Scores Parameter Estmates of a Random Regresson Test Day Model for Frst Three actaton Somatc Cell Scores Z. u, F. Renhardt and R. Reents Unted Datasystems for Anmal Producton (VIT), Hedeweg 1, D-27280 Verden,

More information

A Meta-Analysis of the Effect of Education on Social Capital

A Meta-Analysis of the Effect of Education on Social Capital A Meta-Analyss of the Effect of Educaton on Socal Captal Huang Jan ** "Scholar" Research Center for Educaton and Labor Market Department of Economcs, Unversty of Amsterdam and Tnbergen Insttute by Henrëtte

More information

310 Int'l Conf. Par. and Dist. Proc. Tech. and Appl. PDPTA'16

310 Int'l Conf. Par. and Dist. Proc. Tech. and Appl. PDPTA'16 310 Int'l Conf. Par. and Dst. Proc. Tech. and Appl. PDPTA'16 Akra Sasatan and Hrosh Ish Graduate School of Informaton and Telecommuncaton Engneerng, Toka Unversty, Mnato, Tokyo, Japan Abstract The end-to-end

More information

Using the Perpendicular Distance to the Nearest Fracture as a Proxy for Conventional Fracture Spacing Measures

Using the Perpendicular Distance to the Nearest Fracture as a Proxy for Conventional Fracture Spacing Measures Usng the Perpendcular Dstance to the Nearest Fracture as a Proxy for Conventonal Fracture Spacng Measures Erc B. Nven and Clayton V. Deutsch Dscrete fracture network smulaton ams to reproduce dstrbutons

More information

Biased Perceptions of Income Distribution and Preferences for Redistribution: Evidence from a Survey Experiment

Biased Perceptions of Income Distribution and Preferences for Redistribution: Evidence from a Survey Experiment DISCUSSION PAPER SERIES IZA DP No. 5699 Based Perceptons of Income Dstrbuton and Preferences for Redstrbuton: Evdence from a Survey Experment Gullermo Cruces Rcardo Pérez Trugla Martn Tetaz May 2011 Forschungsnsttut

More information

Economic crisis and follow-up of the conditions that define metabolic syndrome in a cohort of Catalonia,

Economic crisis and follow-up of the conditions that define metabolic syndrome in a cohort of Catalonia, Economc crss and follow-up of the condtons that defne metabolc syndrome n a cohort of Catalona, 2005-2012 Laa Maynou 1,2,3, Joan Gl 4, Gabrel Coll-de-Tuero 5,2, Ton Mora 6, Carme Saurna 1,2, Anton Scras

More information

Desperation or Desire? The Role of Risk Aversion in Marriage. Christy Spivey, Ph.D. * forthcoming, Economic Inquiry. Abstract

Desperation or Desire? The Role of Risk Aversion in Marriage. Christy Spivey, Ph.D. * forthcoming, Economic Inquiry. Abstract Desperaton or Desre? The Role of Rsk Averson n Marrage Chrsty Spvey, Ph.D. * forthcomng, Economc Inury Abstract Because of the uncertanty nherent n searchng for a spouse and the uncertanty of the future

More information

Ghebreegziabiher Debrezion Eric Pels Piet Rietveld

Ghebreegziabiher Debrezion Eric Pels Piet Rietveld TI 2006-031/3 Tnbergen Insttute Dscusson Paper The Impact of Ral Transport on Real Estate Prces: An Emprcal Analyss of the Dutch Housng Markets Ghebreegzabher Debrezon Erc Pels Pet Retveld Vrje Unverstet

More information

HIV/AIDS-related Expectations and Risky Sexual Behavior in Malawi

HIV/AIDS-related Expectations and Risky Sexual Behavior in Malawi HIV/AIDS-related Expectatons and Rsky Sexual Behavor n Malaw Adelne Delavande Unversty of Essex and RAND Corporaton Hans-Peter Kohler Unversty of Pennsylvanna January 202 Abstract We use probablstc expectatons

More information

Physical Model for the Evolution of the Genetic Code

Physical Model for the Evolution of the Genetic Code Physcal Model for the Evoluton of the Genetc Code Tatsuro Yamashta Osamu Narkyo Department of Physcs, Kyushu Unversty, Fukuoka 8-856, Japan Abstract We propose a physcal model to descrbe the mechansms

More information

Chapter 20. Aggregation and calibration. Betina Dimaranan, Thomas Hertel, Robert McDougall

Chapter 20. Aggregation and calibration. Betina Dimaranan, Thomas Hertel, Robert McDougall Chapter 20 Aggregaton and calbraton Betna Dmaranan, Thomas Hertel, Robert McDougall In the prevous chapter we dscussed how the fnal verson 3 GTAP data base was assembled. Ths data base s extremely large.

More information

HIV/AIDS-related Expectations and Risky Sexual Behavior in Malawi

HIV/AIDS-related Expectations and Risky Sexual Behavior in Malawi Unversty of Pennsylvana ScholarlyCommons PSC Workng Paper Seres 7-29-20 HIV/AIDS-related Expectatons and Rsky Sexual Behavor n Malaw Adelne Delavande RAND Corporaton, Nova School of Busness and Economcs

More information

Copy Number Variation Methods and Data

Copy Number Variation Methods and Data Copy Number Varaton Methods and Data Copy number varaton (CNV) Reference Sequence ACCTGCAATGAT TAAGCCCGGG TTGCAACGTTAGGCA Populaton ACCTGCAATGAT TAAGCCCGGG TTGCAACGTTAGGCA ACCTGCAATGAT TTGCAACGTTAGGCA

More information

Does reporting heterogeneity bias the measurement of health disparities?

Does reporting heterogeneity bias the measurement of health disparities? HEDG Workng Paper 06/03 Does reportng heterogenety bas the measurement of health dspartes? Teresa Bago d Uva Eddy Van Doorslaer Maarten Lndeboom Owen O Donnell Somnath Chatterj March 2006 ISSN 1751-1976

More information

THE NORMAL DISTRIBUTION AND Z-SCORES COMMON CORE ALGEBRA II

THE NORMAL DISTRIBUTION AND Z-SCORES COMMON CORE ALGEBRA II Name: Date: THE NORMAL DISTRIBUTION AND Z-SCORES COMMON CORE ALGEBRA II The normal dstrbuton can be used n ncrements other than half-standard devatons. In fact, we can use ether our calculators or tables

More information

Modeling the Survival of Retrospective Clinical Data from Prostate Cancer Patients in Komfo Anokye Teaching Hospital, Ghana

Modeling the Survival of Retrospective Clinical Data from Prostate Cancer Patients in Komfo Anokye Teaching Hospital, Ghana Internatonal Journal of Appled Scence and Technology Vol. 5, No. 6; December 2015 Modelng the Survval of Retrospectve Clncal Data from Prostate Cancer Patents n Komfo Anokye Teachng Hosptal, Ghana Asedu-Addo,

More information

The Effect of Fish Farmers Association on Technical Efficiency: An Application of Propensity Score Matching Analysis

The Effect of Fish Farmers Association on Technical Efficiency: An Application of Propensity Score Matching Analysis The Effect of Fsh Farmers Assocaton on Techncal Effcency: An Applcaton of Propensty Score Matchng Analyss Onumah E. E, Esslfe F. L, and Asumng-Brempong, S 15 th July, 2016 Background and Motvaton Outlne

More information

The Importance of Being Marginal: Gender Differences in Generosity 1

The Importance of Being Marginal: Gender Differences in Generosity 1 The Importance of Beng Margnal: Gender Dfferences n Generosty 1 Stefano DellaVgna, John A. Lst, Ulrke Malmender, and Gautam Rao Forthcomng, Amercan Economc Revew Papers and Proceedngs, May 2013 Abstract

More information

Incorrect Beliefs. Overconfidence. Types of Overconfidence. Outline. Overprecision 4/22/2015. Econ 1820: Behavioral Economics Mark Dean Spring 2015

Incorrect Beliefs. Overconfidence. Types of Overconfidence. Outline. Overprecision 4/22/2015. Econ 1820: Behavioral Economics Mark Dean Spring 2015 Incorrect Belefs Overconfdence Econ 1820: Behavoral Economcs Mark Dean Sprng 2015 In objectve EU we assumed that everyone agreed on what the probabltes of dfferent events were In subjectve expected utlty

More information

The Limits of Individual Identification from Sample Allele Frequencies: Theory and Statistical Analysis

The Limits of Individual Identification from Sample Allele Frequencies: Theory and Statistical Analysis The Lmts of Indvdual Identfcaton from Sample Allele Frequences: Theory and Statstcal Analyss Peter M. Vsscher 1 *, Wllam G. Hll 2 1 Queensland Insttute of Medcal Research, Brsbane, Australa, 2 Insttute

More information

Prediction of Total Pressure Drop in Stenotic Coronary Arteries with Their Geometric Parameters

Prediction of Total Pressure Drop in Stenotic Coronary Arteries with Their Geometric Parameters Tenth Internatonal Conference on Computatonal Flud Dynamcs (ICCFD10), Barcelona, Span, July 9-13, 2018 ICCFD10-227 Predcton of Total Pressure Drop n Stenotc Coronary Arteres wth Ther Geometrc Parameters

More information

Project title: Mathematical Models of Fish Populations in Marine Reserves

Project title: Mathematical Models of Fish Populations in Marine Reserves Applcaton for Fundng (Malaspna Research Fund) Date: November 0, 2005 Project ttle: Mathematcal Models of Fsh Populatons n Marne Reserves Dr. Lev V. Idels Unversty College Professor Mathematcs Department

More information

INITIAL ANALYSIS OF AWS-OBSERVED TEMPERATURE

INITIAL ANALYSIS OF AWS-OBSERVED TEMPERATURE INITIAL ANALYSIS OF AWS-OBSERVED TEMPERATURE Wang Yng, Lu Xaonng, Ren Zhhua, Natonal Meteorologcal Informaton Center, Bejng, Chna Tel.:+86 684755, E-mal:cdcsjk@cma.gov.cn Abstract From, n Chna meteorologcal

More information

Rich and Powerful? Subjective Power and Welfare in Russia

Rich and Powerful? Subjective Power and Welfare in Russia Ths paper was presented at the Workshop on Measurng Empowerment: Cross-Dscplnary Perspectves held at the World Bank n Washngton, DC on February 4 and 5, 23. Rch and Powerful? Subjectve Power and Welfare

More information

NUMERICAL COMPARISONS OF BIOASSAY METHODS IN ESTIMATING LC50 TIANHONG ZHOU

NUMERICAL COMPARISONS OF BIOASSAY METHODS IN ESTIMATING LC50 TIANHONG ZHOU NUMERICAL COMPARISONS OF BIOASSAY METHODS IN ESTIMATING LC50 by TIANHONG ZHOU B.S., Chna Agrcultural Unversty, 2003 M.S., Chna Agrcultural Unversty, 2006 A THESIS submtted n partal fulfllment of the requrements

More information

Birol, Ekin; Asare-Marfo, Dorene; Ayele, Gezahegn; Mensa-Bonsu, Akwasi; Ndirangu, Lydia; Okpukpara, Benjamin; Roy, Devesh; and Yakhshilikov, Yorbol

Birol, Ekin; Asare-Marfo, Dorene; Ayele, Gezahegn; Mensa-Bonsu, Akwasi; Ndirangu, Lydia; Okpukpara, Benjamin; Roy, Devesh; and Yakhshilikov, Yorbol Investgatng the Role of Poultry n Lvelhoods and the Impact of HPAI on Lvelhoods Outcomes n Afrca: Evdence from Ethopa, Ghana, Kenya and Ngera By Brol, Ekn; Asare-Marfo, Dorene; Ayele, Gezahegn; Mensa-Bonsu,

More information

Rich and Powerful? Subjective Power and Welfare in Russia

Rich and Powerful? Subjective Power and Welfare in Russia Rch and Powerful? Subjectve Power and Welfare n Russa Mchael Lokshn and Martn Ravallon 1 Development Research Group, World Bank Abstract: Does empowerment come hand-n-hand wth hgher economc welfare? In

More information

Microfinance, Food Security and Women's Empowerment in Côte d'ivoire

Microfinance, Food Security and Women's Empowerment in Côte d'ivoire Mcrofnance, Food Securty and Women's Empowerment n Côte d'ivore Dr Namzata Bnaté Fofana, PhD Lecturer/researcher, UFR Economcs and Management Unversty of Abdjan- Cocody/ Ivoran Economc and Socal Research

More information

International Journal of Business and Economic Development Vol. 3 Number 1 March 2015

International Journal of Business and Economic Development Vol. 3 Number 1 March 2015 Internatonal Journal of Busness and Economc Development Vol. 3 Number 1 March 2015 The relatonshp between the understandng of phlosophy of suffcency economy and the lvng standard: the case study of suffcency

More information

Joint Modelling Approaches in diabetes research. Francisco Gude Clinical Epidemiology Unit, Hospital Clínico Universitario de Santiago

Joint Modelling Approaches in diabetes research. Francisco Gude Clinical Epidemiology Unit, Hospital Clínico Universitario de Santiago Jont Modellng Approaches n dabetes research Clncal Epdemology Unt, Hosptal Clínco Unverstaro de Santago Outlne 1 Dabetes 2 Our research 3 Some applcatons Dabetes melltus Is a serous lfe-long health condton

More information

CORRUPTION PERCEPTIONS IN RUSSIA: ECONOMIC OR SOCIAL ISSUE?

CORRUPTION PERCEPTIONS IN RUSSIA: ECONOMIC OR SOCIAL ISSUE? Anastasa V. Rassadovskaa, Andrey V. Astov CORRUPTION PERCEPTIONS IN RUSSIA: ECONOMIC OR SOCIAL ISSUE? BASIC RESEARCH PROGRAM WORKING PAPERS SERIES: ECONOMICS WP BRP 57/EC/214 Ths Workng Paper s an output

More information

Statistical Analysis on Infectious Diseases in Dubai, UAE

Statistical Analysis on Infectious Diseases in Dubai, UAE Internatonal Journal of Preventve Medcne Research Vol. 1, No. 4, 015, pp. 60-66 http://www.ascence.org/journal/jpmr Statstcal Analyss on Infectous Dseases 1995-013 n Duba, UAE Khams F. G. 1, Hussan H.

More information

HIV/AIDS AND POVERTY IN SOUTH AFRICA: A BAYESIAN ESTIMATION OF SELECTION MODELS WITH CORRELATED FIXED-EFFECTS

HIV/AIDS AND POVERTY IN SOUTH AFRICA: A BAYESIAN ESTIMATION OF SELECTION MODELS WITH CORRELATED FIXED-EFFECTS HIV/AIDS AND POVERTY IN SOUTH AFRICA: A BAYESIAN ESTIMATION OF SELECTION MODELS WITH CORRELATED FIXED-EFFECTS FABRICE MURTIN* AND FEDERICA MARZO Abstract In ths paper, we estmate the causal mpact of human

More information

Working Paper Asymmetric Price Responses of Gasoline Stations: Evidence for Heterogeneity of Retailers

Working Paper Asymmetric Price Responses of Gasoline Stations: Evidence for Heterogeneity of Retailers econstor www.econstor.eu Der Open-Access-Publkatonsserver der ZBW Lebnz-Informatonszentrum Wrtschaft The Open Access Publcaton Server of the ZBW Lebnz Informaton Centre for Economcs Faber, Remer P. Workng

More information

Can Subjective Questions on Economic Welfare Be Trusted?

Can Subjective Questions on Economic Welfare Be Trusted? Publc Dsclosure Authorzed Polcy Research Workng Paper 6726 WPS6726 Publc Dsclosure Authorzed Publc Dsclosure Authorzed Can Subjectve Questons on Economc Welfare Be Trusted? Evdence for Three Developng

More information

Testing the Fetal Origins Hypothesis in a Developing Country: Evidence from the 1918 Influenza Pandemic

Testing the Fetal Origins Hypothesis in a Developing Country: Evidence from the 1918 Influenza Pandemic Testng the Fetal Orgns Hypothess n a Developng Country: Evdence from the 1918 Influenza Pandemc Rchard E. Nelson Pharmacotherapy Outcomes Research Center Unversty of Utah May 23, 2008 Summary The 1918

More information

ALMALAUREA WORKING PAPERS no. 9

ALMALAUREA WORKING PAPERS no. 9 Snce 1994 Inter-Unversty Consortum Connectng Unverstes, the Labour Market and Professonals AlmaLaurea Workng Papers ISSN 2239-9453 ALMALAUREA WORKING PAPERS no. 9 September 211 Propensty Score Methods

More information

Addressing empirical challenges related to the incentive compatibility of stated preference methods

Addressing empirical challenges related to the incentive compatibility of stated preference methods Addressng emprcal challenges related to the ncentve compatblty of stated preference methods Mkołaj Czajkowsk 1, Chrstan A. Vossler 2,, Wktor Budzńsk 1, Aleksandra Wśnewska 1 and Ewa Zawojska 1 The fnal

More information

Unobserved Heterogeneity and the Statistical Analysis of Highway Accident Data

Unobserved Heterogeneity and the Statistical Analysis of Highway Accident Data Unobserved Heterogenety and the Statstcal Analyss of Hghway Accdent Data Fred L. Mannerng Professor of Cvl and Envronmental Engneerng Courtesy Department of Economcs Unversty of South Florda 4202 E. Fowler

More information

CONSTRUCTION OF STOCHASTIC MODEL FOR TIME TO DENGUE VIRUS TRANSMISSION WITH EXPONENTIAL DISTRIBUTION

CONSTRUCTION OF STOCHASTIC MODEL FOR TIME TO DENGUE VIRUS TRANSMISSION WITH EXPONENTIAL DISTRIBUTION Internatonal Journal of Pure and Appled Mathematcal Scences. ISSN 97-988 Volume, Number (7), pp. 3- Research Inda Publcatons http://www.rpublcaton.com ONSTRUTION OF STOHASTI MODEL FOR TIME TO DENGUE VIRUS

More information

Are Drinkers Prone to Engage in Risky Sexual Behaviors?

Are Drinkers Prone to Engage in Risky Sexual Behaviors? Amercan Internatonal Journal of Socal Scence Vol. 2 No. 5; July 2013 Are Drnkers Prone to Engage n Rsky Sexual Behavors? Ana Isabel Gl Lacruz Zaragoza Unversty Department of Busness Organzaton and Management

More information

Sheffield Economic Research Paper Series. SERP Number:

Sheffield Economic Research Paper Series. SERP Number: Sheffeld Economc Research Paper Seres SERP Number: 2012004 ISSN 1749-8368 Ignaco Abásolo Ak Tsuchya Blood Donaton as a Publc Good: An Emprcal Investgaton of the Free-Rder Problem January 2012 Department

More information

Fitsum Zewdu, Junior Research Fellow. Working Paper No 3/ 2010

Fitsum Zewdu, Junior Research Fellow. Working Paper No 3/ 2010 SOCIOECONOMIC FACTORS OF EARLY CHILDHOOD MORTALITY IN ETHIOPIA: EVIDENCE FROM DEMOGRAPHIC AND HEALTH SURVEY Ftsum Zewdu, Junor Research Fellow Workng Paper No 3/ 2010 Ethopan Economcs Assocaton / Ethopan

More information

Maize Varieties Combination Model of Multi-factor. and Implement

Maize Varieties Combination Model of Multi-factor. and Implement Maze Varetes Combnaton Model of Mult-factor and Implement LIN YANG,XIAODONG ZHANG,SHAOMING LI Department of Geographc Informaton Scence Chna Agrcultural Unversty No. 17 Tsnghua East Road, Bejng 100083

More information

Using Past Queries for Resource Selection in Distributed Information Retrieval

Using Past Queries for Resource Selection in Distributed Information Retrieval Purdue Unversty Purdue e-pubs Department of Computer Scence Techncal Reports Department of Computer Scence 2011 Usng Past Queres for Resource Selecton n Dstrbuted Informaton Retreval Sulleyman Cetntas

More information

PAPER TITLE: DETERMINING THE OPPORTUNITY OF NEW RAILWAY STATIONS

PAPER TITLE: DETERMINING THE OPPORTUNITY OF NEW RAILWAY STATIONS PAPER TITLE: DETERMINING THE OPPORTUNITY OF NEW RAILWAY STATIONS Gwennan DAVID and Nawfal TALBI, Forecastng Experts, SNCF Voyages Major Projects Plannng Dvson, Pars - France Challenge: E, Brngng the terrtores

More information

Saeed Ghanbari, Seyyed Mohammad Taghi Ayatollahi*, Najaf Zare

Saeed Ghanbari, Seyyed Mohammad Taghi Ayatollahi*, Najaf Zare DOI:http://dx.do.org/10.7314/APJCP.2015.16.14.5655 and Anthracyclne- Breast Cancer Treatment and Survval n the Eastern Medterranean and Asa: a Meta-analyss RESEARCH ARTICLE Comparng Role of Two Chemotherapy

More information

The Impact of Private Sector Provision of Home-Based Services for Older People in Beijing

The Impact of Private Sector Provision of Home-Based Services for Older People in Beijing Internatonal Journal of Research n Socology and Anthropology (IJRSA) Volume 3, Issue 4, 217, PP 21-31 ISSN 2454-8677 http://dx.do.org/1.2431/2454-8677.343 www.arcjournals.org The Impact of Prvate Sector

More information

Offsetting Behavior in Reducing High Cholesterol: Substitution of Medication for Diet and Lifestyle Changes

Offsetting Behavior in Reducing High Cholesterol: Substitution of Medication for Diet and Lifestyle Changes Journal of Choce Modellng, 2(1), pp. 51-64 www.jocm.org.uk Offsettng Behavor n educng Hgh Cholesterol: Substtuton of Medcaton for Det and Lfestyle Changes Lsa Mancno 1,* Fred Kuchler 1, ¹Economc esearch

More information

Education and social capital: empirical evidence from microeconomic analyses Huang, J.

Education and social capital: empirical evidence from microeconomic analyses Huang, J. UvA-DARE (Dgtal Academc Repostory) Educaton and socal captal: emprcal evdence from mcroeconomc analyses Huang, J. Lnk to publcaton Ctaton for publshed verson (APA): Huang, J. (2010). Educaton and socal

More information

TOPICS IN HEALTH ECONOMETRICS

TOPICS IN HEALTH ECONOMETRICS TOPICS IN HEALTH ECONOMETRICS By VIDHURA SENANI BANDARA WIJAYAWARDHANA TENNEKOON A dssertaton submtted n partal fulfllment of the requrements for the degree of DOCTOR OF PHILOSOPHY WASHINGTON STATE UNIVERSITY

More information

A GEOGRAPHICAL AND STATISTICAL ANALYSIS OF LEUKEMIA DEATHS RELATING TO NUCLEAR POWER PLANTS. Whitney Thompson, Sarah McGinnis, Darius McDaniel,

A GEOGRAPHICAL AND STATISTICAL ANALYSIS OF LEUKEMIA DEATHS RELATING TO NUCLEAR POWER PLANTS. Whitney Thompson, Sarah McGinnis, Darius McDaniel, A GEOGRAPHICAL AD STATISTICAL AALYSIS OF LEUKEMIA DEATHS RELATIG TO UCLEAR POWER PLATS Whtney Thompson, Sarah McGnns, Darus McDanel, Jean Sexton, Rebecca Pettt, Sarah Anderson, Monca Jackson ABSTRACT:

More information

Appendix for. Institutions and Behavior: Experimental Evidence on the Effects of Democracy

Appendix for. Institutions and Behavior: Experimental Evidence on the Effects of Democracy Appendx for Insttutons and Behavor: Expermental Evdence on the Effects of Democrac 1. Instructons 1.1 Orgnal sessons Welcome You are about to partcpate n a stud on decson-makng, and ou wll be pad for our

More information

FORGONE EARNINGS FROM SMOKING: EVIDENCE FOR A DEVELOPING COUNTRY

FORGONE EARNINGS FROM SMOKING: EVIDENCE FOR A DEVELOPING COUNTRY FORGONE EARNINGS FROM SMOKING: EVIDENCE FOR A DEVELOPING COUNTRY Mchael Lokshn and Kathleen Beegle * Development Research Group, World Bank ABSTRACT Ths paper estmates the economc losses related to the

More information

The Marginal Income Effect of Education on Happiness: Estimating the Direct and Indirect Effects of Compulsory Schooling on Well-Being in Australia

The Marginal Income Effect of Education on Happiness: Estimating the Direct and Indirect Effects of Compulsory Schooling on Well-Being in Australia DISCUSSION PAPER SERIES IZA DP No. 7365 The Margnal Income Effect of Educaton on Happness: Estmatng the Drect and Indrect Effects of Compulsory Schoolng on Well-Beng n Australa Nattavudh Powdthavee Warn

More information

Encoding processes, in memory scanning tasks

Encoding processes, in memory scanning tasks vlemory & Cognton 1976,4 (5), 501 506 Encodng processes, n memory scannng tasks JEFFREY O. MILLER and ROBERT G. PACHELLA Unversty of Mchgan, Ann Arbor, Mchgan 48101, Three experments are presented that

More information

A comparison of statistical methods in interrupted time series analysis to estimate an intervention effect

A comparison of statistical methods in interrupted time series analysis to estimate an intervention effect Peer revew stream A comparson of statstcal methods n nterrupted tme seres analyss to estmate an nterventon effect a,b, J.J.J., Walter c, S., Grzebeta a, R. & Olver b, J. a Transport and Road Safety, Unversty

More information

Strong, Bold, and Kind: Self-Control and Cooperation in Social Dilemmas

Strong, Bold, and Kind: Self-Control and Cooperation in Social Dilemmas WORKING PAPERS IN ECONOMICS No 523 Strong, Bold, and Knd: Self-Control and Cooperaton n Socal Dlemmas Martn G. Kocher Peter Martnsson Krstan Ove R. Myrseth Conny Wollbrant January 2012 ISSN 1403-2473 (prnt)

More information

An Introduction to Modern Measurement Theory

An Introduction to Modern Measurement Theory An Introducton to Modern Measurement Theory Ths tutoral was wrtten as an ntroducton to the bascs of tem response theory (IRT) modelng and ts applcatons to health outcomes measurement for the Natonal Cancer

More information

NHS Outcomes Framework

NHS Outcomes Framework NHS Outcomes Framework Doman 1 Preventng people from dyng prematurely Indcator Specfcatons Verson: 1.21 Date: May 2018 Author: Clncal Indcators Team NHS Outcomes Framework: Doman 1 Preventng people from

More information

Bimodal Bidding in Experimental All-Pay Auctions

Bimodal Bidding in Experimental All-Pay Auctions Bmodal Bddng n Expermental All-Pay Auctons Chrstane Ernst and Chrstan Thön August 2009 Dscusson Paper no. 2009-25 Department of Economcs Unversty of St. Gallen Edtor: Publsher: Electronc Publcaton: Martna

More information

Working Paper Series FSWP Ming-Feng Hsieh University of Wisconsin-Madison. Paul D. Mitchell University of Wisconsin-Madison

Working Paper Series FSWP Ming-Feng Hsieh University of Wisconsin-Madison. Paul D. Mitchell University of Wisconsin-Madison Workng Paper Seres FSWP2007-01 DEMAND FOR ORGANIC AND CONVENTIONAL POTATOES Mng-Feng Hseh Unversty of Wsconsn-Madson Paul D. Mtchell Unversty of Wsconsn-Madson Kyle W. Stegert Unversty of Wsconsn-Madson

More information

A STOCHASTIC EQUATION-BASED MODEL OF THE VALUE OF INTERNATIONAL AIR-TRAVEL RESTRICTIONS FOR CONTROLLING PANDEMIC FLU

A STOCHASTIC EQUATION-BASED MODEL OF THE VALUE OF INTERNATIONAL AIR-TRAVEL RESTRICTIONS FOR CONTROLLING PANDEMIC FLU Proceedngs of the 2007 Wnter Smulaton Conference S. G. Henderson, B. Bller, M.-H. Hseh, J. Shortle, J. D. Tew, and R. R. Barton, eds. A STOCHASTIC EQUATION-BASED MODEL OF THE VALUE OF INTERNATIONAL AIR-TRAVEL

More information

Modeling Multi Layer Feed-forward Neural. Network Model on the Influence of Hypertension. and Diabetes Mellitus on Family History of

Modeling Multi Layer Feed-forward Neural. Network Model on the Influence of Hypertension. and Diabetes Mellitus on Family History of Appled Mathematcal Scences, Vol. 7, 2013, no. 41, 2047-2053 HIKARI Ltd, www.m-hkar.com Modelng Mult Layer Feed-forward Neural Network Model on the Influence of Hypertenson and Dabetes Melltus on Famly

More information

Study and Comparison of Various Techniques of Image Edge Detection

Study and Comparison of Various Techniques of Image Edge Detection Gureet Sngh et al Int. Journal of Engneerng Research Applcatons RESEARCH ARTICLE OPEN ACCESS Study Comparson of Varous Technques of Image Edge Detecton Gureet Sngh*, Er. Harnder sngh** *(Department of

More information

I T L S. WORKING PAPER ITLS-WP Social exclusion and the value of mobility. INSTITUTE of TRANSPORT and LOGISTICS STUDIES

I T L S. WORKING PAPER ITLS-WP Social exclusion and the value of mobility. INSTITUTE of TRANSPORT and LOGISTICS STUDIES I T L S WORKING PAPER ITLS-WP-10-14 Socal excluson and the value of moblty By John Stanley, Davd A. Hensher, Janet Stanley 1, Graham Curre 2, Wllam H. Greene 3 and Danne Vella-Brodrck 4 1 Sustanablty Insttute,

More information

I I I I I I I I I I I I 60

I I I I I I I I I I I I 60 EFFECT OF AGE, STAGE OF LACTATON, MLK YELD AND HEALTH EVENTS ON LENGTH OF PRODUCTVE LFE N SWEDSH DARY CATTLE ASSESSED BY SURVVAL ANALYSS. P.A. Oltenacu l, J. Carvalhera, U. Emanuelson 2 and V. Ducrocq

More information

NBER WORKING PAPER SERIES THE IMPACT OF HEALTH INSURANCE EXPANSION ON PHYSICIAN TREATMENT CHOICE: MEDICARE PART D AND PHYSICIAN PRESCRIBING

NBER WORKING PAPER SERIES THE IMPACT OF HEALTH INSURANCE EXPANSION ON PHYSICIAN TREATMENT CHOICE: MEDICARE PART D AND PHYSICIAN PRESCRIBING NBER WORKING PAPER SERIES THE IMPACT OF HEALTH INSURANCE EXPANSION ON PHYSICIAN TREATMENT CHOICE: MEDICARE PART D AND PHYSICIAN PRESCRIBING Tanyan Hu Sandra L. Decker Shn-Y Chou Workng Paper 20708 http://www.nber.org/papers/w20708

More information

ARTICLE IN PRESS Neuropsychologia xxx (2010) xxx xxx

ARTICLE IN PRESS Neuropsychologia xxx (2010) xxx xxx Neuropsychologa xxx (200) xxx xxx Contents lsts avalable at ScenceDrect Neuropsychologa journal homepage: www.elsever.com/locate/neuropsychologa Storage and bndng of object features n vsual workng memory

More information

STAGE-STRUCTURED POPULATION DYNAMICS OF AEDES AEGYPTI

STAGE-STRUCTURED POPULATION DYNAMICS OF AEDES AEGYPTI Internatonal Conference Mathematcal and Computatonal Bology 211 Internatonal Journal of Modern Physcs: Conference Seres Vol. 9 (212) 364 372 World Scentfc Publshng Company DOI: 1.1142/S21194512543 STAGE-STRUCTURED

More information

Alma Mater Studiorum Università di Bologna DOTTORATO DI RICERCA IN METODOLOGIA STATISTICA PER LA RICERCA SCIENTIFICA

Alma Mater Studiorum Università di Bologna DOTTORATO DI RICERCA IN METODOLOGIA STATISTICA PER LA RICERCA SCIENTIFICA Alma Mater Studorum Unverstà d Bologna DOTTORATO DI RICERCA IN METODOLOGIA STATISTICA PER LA RICERCA SCIENTIFICA Cclo XXVII Settore Concorsuale d afferenza: 13/D1 Settore Scentfco dscplnare: SECS-S/02

More information

Does Context Matter More for Hypothetical Than for Actual Contributions?

Does Context Matter More for Hypothetical Than for Actual Contributions? Dscusson Paper Seres March 2008 EfD DP 08-02 Does Context Matter More for Hypothetcal Than for Actual Contrbutons? Evdence from a Natural Feld Experment Francsco Alpzar, Fredrk Carlsson, and Olof Johansson-Stenman

More information

Arithmetic Average: Sum of all precipitation values divided by the number of stations 1 n

Arithmetic Average: Sum of all precipitation values divided by the number of stations 1 n Char of ssgnment Suggested soluton PRCIPITTION Task (Charactersaton of the study area) rea: 43.3 km 2 Rver length: 0.296 km Hghest pont: 346 m a.s.l. Lowest pont (staton elevaton): 668 m a.s.l. Domnant

More information

Ignácio Tavares de Araújo Júnior Professor Adjunto do Departamento de Economia /PPGE, UFPB

Ignácio Tavares de Araújo Júnior Professor Adjunto do Departamento de Economia /PPGE, UFPB Olgopolstc behavor of Brazlan Gas Statons Ignáco Tavares de Araújo Júnor Professor Adjunto do Departamento de Economa /PPGE, UFPB Alexandre Rands Barros Professor Adjunto do Departamento de Economa da

More information

PSI Tuberculosis Health Impact Estimation Model. Warren Stevens and David Jeffries Research & Metrics, Population Services International

PSI Tuberculosis Health Impact Estimation Model. Warren Stevens and David Jeffries Research & Metrics, Population Services International PSI Tuberculoss Health Impact Estmaton Model Warren Stevens and Davd Jeffres Research & Metrcs, Populaton Servces Internatonal June 2009 Ths document may be freely revewed, quoted, reproduced or translated,

More information

The Reliability of Subjective Well-Being Measures

The Reliability of Subjective Well-Being Measures The Relablty of Subjectve Well-Beng Measures Alan B. Krueger Prnceton Unversty Davd A. Schkade Unversty of Calforna, San Dego Draft: August 2006 PRELIMINARY RESULTS: DO NOT CITE WITHOUT PERMISSION The

More information

Length of Hospital Stay After Acute Myocardial Infarction in the Myocardial Infarction Triage and Intervention (MITI) Project Registry

Length of Hospital Stay After Acute Myocardial Infarction in the Myocardial Infarction Triage and Intervention (MITI) Project Registry JACC Vol. 28, No. 2 287 CLINICAL STUDIES MYOCARDIAL INFARCTION Length of Hosptal Stay After Acute Myocardal Infarcton n the Myocardal Infarcton Trage and Interventon (MITI) Project Regstry NATHAN R. EVERY,

More information

Multiscale modelling of tumour growth induced by circadian rhythm disruption in epithelial tissue 1

Multiscale modelling of tumour growth induced by circadian rhythm disruption in epithelial tissue 1 Multscale modellng of tumour growth nduced by crcadan rhythm dsrupton n epthelal tssue 1 D. A. Bratsun D. V. Merkurev A. P. Zakharov L. M. Psmen Abstract We propose a multscale chemo-mechancal model of

More information

Human development is deeply embedded in social

Human development is deeply embedded in social Mejía, S.T., & Hooker, K. (2013). Relatonshp processes wthn the socal convoy: structure, functon, and socal goals. Journals of Gerontology, Seres B: Psychologcal Scences and Socal Scences, 69(3), 376 386,

More information

Integration of sensory information within touch and across modalities

Integration of sensory information within touch and across modalities Integraton of sensory nformaton wthn touch and across modaltes Marc O. Ernst, Jean-Perre Brescan, Knut Drewng & Henrch H. Bülthoff Max Planck Insttute for Bologcal Cybernetcs 72076 Tübngen, Germany marc.ernst@tuebngen.mpg.de

More information

Journal of Economic Behavior & Organization

Journal of Economic Behavior & Organization Journal of Economc Behavor & Organzaton 133 (2017) 52 73 Contents lsts avalable at ScenceDrect Journal of Economc Behavor & Organzaton j ourna l ho me pa g e: www.elsever.com/locate/jebo Perceptons, ntentons,

More information

National Polyp Study data: evidence for regression of adenomas

National Polyp Study data: evidence for regression of adenomas 5 Natonal Polyp Study data: evdence for regresson of adenomas 78 Chapter 5 Abstract Objectves The data of the Natonal Polyp Study, a large longtudnal study on survellance of adenoma patents, s used for

More information

Maqbool Hussain Sial 1, Ghulam Sarwar 2, Najam ul Hassan 3 RETURNS TO HUMAN CAPITAL IN PAKISTAN: A QUANTILE REGRESSION ANALYSIS

Maqbool Hussain Sial 1, Ghulam Sarwar 2, Najam ul Hassan 3 RETURNS TO HUMAN CAPITAL IN PAKISTAN: A QUANTILE REGRESSION ANALYSIS 486 НОВИНИ СВІТОВОЇ НАУКИ Maqbool Hussan Sal 1, Ghulam Sarwar 2, Najam ul Hassan 3 RETURNS TO HUMAN CAPITAL IN PAKISTAN: A QUANTILE REGRESSION ANALYSIS The quantle regresson technque has been utlzed to

More information

THE NATURAL HISTORY AND THE EFFECT OF PIVMECILLINAM IN LOWER URINARY TRACT INFECTION.

THE NATURAL HISTORY AND THE EFFECT OF PIVMECILLINAM IN LOWER URINARY TRACT INFECTION. MET9401 SE 10May 2000 Page 13 of 154 2 SYNOPSS MET9401 SE THE NATURAL HSTORY AND THE EFFECT OF PVMECLLNAM N LOWER URNARY TRACT NFECTON. L A study of the natural hstory and the treatment effect wth pvmecllnam

More information

Applying Multinomial Logit Model for Determining Socio- Economic Factors Affecting Major Choice of Consumers in Food Purchasing: The Case of Mashhad

Applying Multinomial Logit Model for Determining Socio- Economic Factors Affecting Major Choice of Consumers in Food Purchasing: The Case of Mashhad J. Agr. Sc. Tech. (2013) Vol. 15: 1307-1317 Applyng Multnomal Logt Model for Determnng Soco- Economc Factors Affectng Maor Choce of Consumers n Food Purchasng: The Case of Mashhad M. R. Kohansal 1, and

More information

S lf/llllfd eonclusiohs

S lf/llllfd eonclusiohs .1une 1953 2 STATON BULLETN 41 ton of purchased goods and servces n producton may prove a fnancal hardshp. n such years outlay may be held down by deferrng the purchase of equpment and the postponement

More information

Are National School Lunch Program Participants More Likely to be Obese? Dealing with Identification

Are National School Lunch Program Participants More Likely to be Obese? Dealing with Identification Are Natonal School Lunch Program Partcpants More Lkely to be Obese? Dealng wth Identfcaton Janet G. Peckham Graduate Student, Clemson Unversty (jgemml@clemson.edu) Jaclyn D. Kropp Assstant Professor, Clemson

More information

Kim M Iburg Joshua A Salomon Ajay Tandon Christopher JL Murray. Global Programme on Evidence for Health Policy Discussion Paper No.

Kim M Iburg Joshua A Salomon Ajay Tandon Christopher JL Murray. Global Programme on Evidence for Health Policy Discussion Paper No. Cross-populaton comparablty of self-reported and physcan-assessed moblty levels: Evdence from the Thrd Natonal Health and Nutrton Examnaton Survey Km M Iburg Joshua A Salomon Ajay Tandon Chrstopher JL

More information

Validation of the Gravity Model in Predicting the Global Spread of Influenza

Validation of the Gravity Model in Predicting the Global Spread of Influenza Int. J. Envron. Res. Publc Health 2011, 8, 3134-3143; do:10.3390/jerph8083134 OPEN ACCESS Internatonal Journal of Envronmental Research and Publc Health ISSN 1660-4601 www.mdp.com/journal/jerph Artcle

More information

(From the Gastroenterology Division, Cornell University Medical College, New York 10021)

(From the Gastroenterology Division, Cornell University Medical College, New York 10021) ROLE OF HEPATIC ANION-BINDING PROTEIN IN BROMSULPHTHALEIN CONJUGATION* BY N. KAPLOWITZ, I. W. PERC -ROBB,~ ANn N. B. JAVITT (From the Gastroenterology Dvson, Cornell Unversty Medcal College, New York 10021)

More information

Health Campaigns and Use of Reproductive Health Care Services by Women in Ghana

Health Campaigns and Use of Reproductive Health Care Services by Women in Ghana Amercan Journal of Economcs 2013, 3(6): 243-251 DOI: 10.5923/j.economcs.20130306.01 Health Campagns and Use of Reproductve Health Care Servces b Women n Ghana Emmanuel E. Asmah 1,*, Danel K. Twerefou 2,

More information

Subject-Adaptive Real-Time Sleep Stage Classification Based on Conditional Random Field

Subject-Adaptive Real-Time Sleep Stage Classification Based on Conditional Random Field Subject-Adaptve Real-Tme Sleep Stage Classfcaton Based on Condtonal Random Feld Gang Luo, PhD, Wanl Mn, PhD IBM TJ Watson Research Center, Hawthorne, NY {luog, wanlmn}@usbmcom Abstract Sleep stagng s the

More information

Economists are increasingly analyzing data on subjective well-being. Since 2000, 157

Economists are increasingly analyzing data on subjective well-being. Since 2000, 157 The Relablty of Subjectve Well-Beng Measures by Alan B. Krueger, Prnceton Unversty Davd A. Schkade, Unversty of Calforna, San Dego CEPS Workng Paper No. 138 January 007 The authors thank our colleagues

More information