European Union Import Demand for In-Shell Peanuts: The Source Differentiated AIDS Model 1

Size: px
Start display at page:

Download "European Union Import Demand for In-Shell Peanuts: The Source Differentiated AIDS Model 1"

Transcription

1 European Unon Import Demand for In-Shell Peanuts: The Source Dfferentated AIDS Model 1 Tullaya Boonsaeng Post Doctoral Assocate Department of Agrcultural and Appled Economcs Unversty of Georga E-mal: tullaya@uga.edu Stanley M. Fletcher Professor Department of Agrcultural and Appled Economcs Unversty of Georga May 31, 2007 Abstract Ths research estmates mport demand elastctes for n-shell peanuts n the European Unon from four dfferent sources: Chna, the Unted States, South Amerca, and Afrca. The null hypothess of aggregaton over product sources s rejected at conventonal levels of sgnfcance suggestng that peanuts from dfferent sources are dfferentated by EU consumers whch mght attrbuted to ther dfferent qualty characterstcs. Condtonal expendture elastctes for U.S. n-shell peanuts are larger than expendture elastctes for Latn Amercan, Chnese and Afrcan peanuts. Keyword: In-Shell Peanuts, Nonlnear SAIDS, the European Unon Selected Paper/Poster Amercan Agrcultural Economcs Assocaton Portland, Oregon, July 29 August 1, 2007 Copyrght 2007 by Tullaya Boonsaeng and Stanley Fletcher. All rght reserved. Readers must may make verbatm copes of ths document for non-commercal purposes by any means, provded that ths copy rght notce appears on all such copes. 1 Workng paper please do not cte.

2 Introducton The European Unon (EU 2 ) s the largest mporter of peanuts n the world. In 2005, ts peanuts mports accounted for around 40 percent of the world mports of ths commodty (FAOSTAT database 2007). However, lttle economc research has been done on the EU markets for peanuts. To the best of our knowledge, our paper s the frst study analyzng the EU mport demand for peanuts dfferentated by source of producton. The EU countres mport peanuts manly from Chna, the US, Latn Amerca and Afrca. Whereas the demand for peanuts n Europe has been steady, the export shares among exportng countres have changed. In the last decade, the U.S. share of the total mport quantty of n-shell peanuts n the EU has declned whereas Chna, Afrca and Latn Amerca have ncreased ther export shares. Chna has replaced the US as the man exporter of n-shelled peanuts to the regon. The prncpal objectve of ths study s to analyze the EU demand for mported peanuts and to estmate prce and expendture elastctes that can be used for polcy analyss. The second objectve of ths study s to test product aggregaton to see whether U.S. peanuts are dfferentated from other countres because peanuts from dfferent sources may be dfferent qualty characterstcs. We hypothesze that EU mport demand for peanuts s dfferentated by regon of orgn. The study of European Unon (EU) markets for peanuts mght be useful to peanut exporters, but especally the U.S. The recent US farm polcy changes n 2002 that 2 The countres ncluded n the European Unon members are Austra, Belgum, Germany, Denmark, Span, Fnland, France, Unted Kngdom, Greece, Ireland, Italy, Luxemburg, Netherlands, Portugal, and Sweden. It can be called EU15. 1

3 replaced the quota system by the Marketng Loan Program have affected not only US peanut producton but also US export peanut supply. Therefore, the results from ths study can be used to better understand the changes n the demand for peanuts n the world market. Polcy makers and economsts could also use these results, for example, to analyze and quantfy the potental mpacts of federal promoton programs on the EU demand for U.S. peanuts. The EU countres mport two types of peanuts: 1) n-shell peanuts and 2) shelled peanuts. Both types are completely dfferent because n-shell peanuts are consumed drectly by consumers but shelled peanuts are mported by processors to produce peanut butter, candy, snacks, etc. In ths study, we only focus on the mported demand for nshell peanuts. General Informaton on the U.S. Peanut Markets Peanuts n the Unted Sates can be classfed nto four basc types: Runner, Vrgna, Spansh, and Valenca. Each of type of peanuts can be dstngushed by ts sze, flavor, and nutrtonal composton and purpose of use. Vrgna peanuts are manly used for roasted peanuts or to be sold as peanuts n shell. Spansh peanuts are prmarly utlzed to make peanut candy and peanut ol. Valenca peanuts are sweet and excellent to make fresh make fresh boled peanuts whch are sold n the shell. Vrgna peanuts are the man source of n shell peanuts for domestc use and export. Vrgna peanuts are grown manly n southeastern Vrgna and northeastern North Carolna. After the elmnaton of the peanut quota program n 2002 and due to 2

4 hgh cost of productons, there has been a sgnfcant move away from peanut producton n Vrgna and North Carolna. Peanuts acreage n these two states has declned over tme from thousand acres n 2001 to 118 thousand acres n 2005 and the producton has decreased from 591,225 thousand pounds n 2001 to 354,000 thousand pounds n 2005 (NASS 3 database). Peanut producton has begnnng to move to the Southeast where farms are more productve, have hgher yelds and where Runner peanuts are manly planted. The volume of peanut exports n the U.S. depends on the U.S. producton because ther producton has to match wth domestc consumpton frst before exports. The declne n producton of Vrgna peanuts n favor of Runner peanuts has also weaken export of n shell peanuts n U.S. Moreover, changes to the peanut program n the 2002 may have further dmnshed export ncentves, as domestc producers who formerly produced addtonal peanuts for export can now market ther peanuts domestcally. Background Informaton on World Peanut Trade Accordng to the Producton, Supply, and Dstrbuton (PSD onlne) database of the Foregn Agrcultural Servce of the USDA, the man supplers of peanuts to the world peanut market are Argentna, Chna and U.S. whch account for 70 percent of total quantty exports. In 2005, the world total quantty export of peanuts was 2,005 thousand metrc tons. Out of ths total amount, Argentna exported 400 thousand metrc tons, Chna exported 784 thousand metrc tons, and the U.S. exported 223 thousand metrc tons. 3 Natonal Agrcultural Statstcs Servce, Unted States Department of Agrcultural 3

5 The man mporters of peanuts n the world are Canada, the EU, Japan and Mexco. These four mporters account for more than 60 percent of total mports. In 2005, Canada, Japan and Mexco each accounted for about 7 percent of total world mport quanttes and the EU accounted for around 40 percent. Hence, the EU s the largest mporter of peanuts by quantty and value. Chna, the U.S., Latn Amerca, and Afrca are the major exporters of n-shell peanuts to the EU. They accounted for more than 96% of the total value and quantty of EU n-shell peanut mports between 1995 and 2005 (EUROSTAT). Whereas the demand for peanuts n Europe has been steady, the competton among exporters has changed. Chna s stll the man domnant exporter of peanuts. Both Afrca and Latn Amercan countres have ncreased ther export share whle the US export share for peanuts has decreased over tme (Fgure 1). In the early 90s, the U.S. and Chna were the man exporters of n-shell peanuts to the EU. For example, n 1991 the US and Chne exported to the EU and mllon klograms (kg) of n-shelled peanuts, respectvely. The U.S. exports of peanuts peak n 1995 reachng a level of exports of mllon kg followed by Chna (29.75 mllon kg), Latn Amercan (2.54 mllon kg), and Afrca (2.52 mllon kg). In 1996, Chna became the most domnant exporter of n-shell peanuts to the EU markets exportng mllon kg, followed by the US (21.77 mllon kg), Afrca (2.73 mllon kg), and Latn Amerca (1.96 mllon kg). The U.S. share of the total mport quantty of n-shell peanuts n the EU declned from 66.66% n 1995 to 13.91% n The Chnese share of total mport quantty 4

6 ncreased from 28.12% n 1995 to 57.40% n The South Amerca s share of total mport quantty ncreased from 2.40% n 1995 to 11.38% n 2005 and the Afrca s share of total mport quantty also ncreased from 2.36% n 1995 to 14.84% n Fgure 1: EU15 Imports of In-Shell Peanut by Dfferent Sources 80 Quantty (1,000,000 kg) Source: EUROSTAT database Chna US Latn Amerca Afrca The Source Dfferentated AIDS Model The Source-dfferentated AIDS Model (SAIDS) was frst specfed by Yang and Koo (1994). The SAIDS model allows for source dfferentaton and t closely follows the dervaton of the AIDS model proposed by Deaton and Muellbauer (1980). Ths model has been prevously used n Yang and Koo (1994), and Carew, Florkowsk and He (2004). The SAIDS model also allows dsaggregatng and dfferentatng products by source. 5

7 The SAIDS model s derved from a prce ndependent generalzed logarthmc expendture functon whch accounts for the mporter s behavor that dfferentates goods from dfferent orgns. Even though tarff and quota on mport peanuts and peanut products have become neglgble n the EU, food safety ssues are stll a concern among EU consumers, especally the level of aflatoxns. Gven ths concern, the degree of food safety could become, to some extent, a source of product dfferentaton. Snce peanuts from dfferent sources have dfferent qualty attrbutes (Blss, 2005), t s mportant to recognze qualty dfferences among peanut exporters when analyzng the EU peanut mport demand. Applyng Shephard s lemma to the expendture functon, the source-dfferentated AIDS for one product (n shell peanuts from dfferent orgns n ths case) can be wrtten as: (1) w = α + γ ln p j + β ln( xg Pg ) j g where ln Pg = α 0 + α k ln pk + 1 2( γ kl ln pk ln pl ) s a prce ndex, g represents g k g k g l g the group, xg (= p q ) s total expendture on n shell peanuts from countres g (= Chna, U.S., Latn Amerca, Afrca or ROW), p and q are the prce and quantty of shelled peanuts from countres, w = p q x g s the condtonal budget share of shelled peanuts from all the mported sources. Prevous studes usng the SAIDS have used the Stone prce ndex as a proxy for the prce ndex derved analytcally from the AIDS cost functon; however, several 6

8 studes on consumer demand have showed that the Lnear Almost Ideal Demand System could produce based estmates of demand elastctes (Buse, 1994; Moschn, 1995; Chen, 1998). Therefore, the SAIDS model should be estmated as a nonlnear model (NLSAIDS) nstead of usng ts lnear approxmaton because polcy evaluatons and smulatons requre relable estmates of demand responsveness to prces and expendture. Consstent wth demand theory, the demand restrctons are addng up ( g α = 1 = 1, g = 1 γ = 0, β = 0 ), homogenety ( g = 1 j g γ = 0 ), and symmetry ( γ = γ j,, j g ). To test the hypothess of product aggregaton, the AIDS model whch does not dfferentate the product by orgns can be estmated. Estmaton of the AIDS model corresponds to the followng restrctons on the SAIDS model (Hayes, Wahl and Wllams, 1990): α = α g, g, γ = γ,, j g, g β = β g, g. These restrctons mply that the prce and expendture coeffcents from the dfferent sources are equal. The estmated parameters from equaton (1) are utlzed to compute ncome, ownprce, and cross-prce elastctes. The formulas of ncome elastctes, Marshallan prce elastctes, and Hcksan prce elastctes for the nonlnear SAIDS model are presented as equatons (2), (3) and (4), respectvely. 7

9 (2) η = + ( β w ) 1 (3) ε = δ + ( γ β ln(x g Pg )) w * (4) ε = ε + w η, where δ = 1 f = j and δ = 0 f j. j To dentfy whether the goods are substtutes or complements, the Morshma elastctes were calculated usng the followng equaton (Blackorby and Russell, 1989): (5) M = ε ε * * These elastctes measure the percentage change n the consumpton rato h ( p, u) h j ( p, u) due to a one percent change n the correspondng rato p p j. Morshma elastctes of substtuton are very natural measure of substtutablty, because by focusng on prce and quantty ratos they reflect the curvature of ndfference curves. If the Morshma elastctes are postve, the goods are consdered to be substtutes. The estmaton of the standard errors of the elastctes n the non-lnear SAIDS s complcated by the fact that these elastctes are non-lnear functon of several parameter estmates. To conduct statstcal tests on the elastctes, two types of approaches can be appled to obtan the standard errors. The frst method s the delta method whch s based on a Taylor seres approxmaton (Greene, 2003). The second approach s the blocks movng bootstrap method for tme seres data as outlned n Goncalves and Whte (2005). Both methods are utlzed and compared n ths paper. 8

10 Data and Procedures The data used to estmate the model are quarterly data from 1991 to 2005 provdng a total of 60 observatons. The sources of orgn of the EU mports of n-shell peanut consdered n ths study are Chna, U.S., Latn Amerca, Afrca, and rest of the world. The data were obtaned from the EUROSTAT database. The quantty of mports from each source s measured n 100,000 kg, and the value of mports s measured n 1,000 EUROS. Snce mport prce data s dffcult to obtan, unt prces 4 are used as approxmate of mport prce. The EU countres grow a trval amount of peanut plant because the weather n Europe s unsutable to grow peanuts. Ther peanut producton s nfntesmal relatve to the amount of ther peanut mported 5. Peanut consumpton n the EU manly depends on peanut mports from dfferent sources. Therefore, domestc producton can be gnored. Emprcal Estmaton The estmated system of equatons s condtonal on the EU total expendture on mported n-shell peanuts. To make the estmaton manageable, we assume that the EU consumers allocate total expendture among groups of goods, n-shell peanuts beng one. Preferences among these groups are weakly separable. For the allocaton of expendture for the n-shell peanut group, the EU consumers select mported n-shell peanuts from dfferent sources (Chna, U.S., Latn Amerca, Afrca, and ROW). 4 Unt prces of mported n-shell peanut from each country are computed by dvdng total value by total quantty of mports. 5 The EU producton s less than percent of total world producton and s less than 0.01 percent of total EU mport of peanuts. The data of EU and world peanut producton are avalable at Producton, Supply and Dstrbuton (PSD onlne) from the FAS, USDA. 9

11 The condtonal demand system contans fve equatons. The ROW equaton for n-shell peanut s dropped to avod sngularty problems snce the expendture shares n the condtonal demand system sum to one. The parameters of the unrestrcted condtonal demand system are estmated by usng the terated seemngly unrelated regresson (ITSUR) method. The parameters of the restrcted condtonal demand system were estmated by the seemngly unrelated regresson method (SUR) n order to take nto account the cross-prce effects on source-dfferentated wthn a product. Tests of homogenety and symmetry were conducted n the unrestrcted demand system, takng nto account that cross prce effects are source-dfferentated wthn a product. The test of product aggregaton was performed n the restrcted demand system (Carew, Florkowsk, and He, 2004). The MODEL procedure from SAS was used for estmaton proposes. Results The null hypothess of no autocorrelaton was rejected n all of the models ndcatng that the data s serally correlated. The systems of demand equatons were estmated and corrected for frst-order autocorrelaton. Snce the model s a sngular equaton system, we follow the frst-order autocorrelaton correcton procedure proposed by Berndt and Savn (1975). Ths approach assumes a constant autocorrelaton coeffcent n all the equatons of the system of equatons and zero cross equaton autocorrelaton. The estmated value of the frst autocorrelaton coeffcent s whch was sgnfcant at the 5 percent statstcal level. 10

12 The results of the tests of the homogenety and symmetry restrctons n the SAIDS model after correcton for the frst autocorrelaton are presented n table 1. The null hypothess that symmetry or homogenety or symmetry and homogenety restrctons are satsfed s not rejected. Lkelhood rato tests were used to test the restrctons. The results of the test of product aggregaton are showed n table 1. A Wald F-test was used for ths purpose. The null hypothess of product aggregaton whch mantans that n-shell peanuts from dfferent producton sources are perfect substtutes s rejected. These results suggest that n-shell peanuts from dfferent sources are dfferentated by EU consumers whch mght be attrbuted to ther dfferent qualty characterstcs. Results of Parameter Estmates Estmaton results of the nonlnear SAIDS model after the correcton of autocorrelaton are shown n table 2. Dummy varables measurng the effects of seasonalty show that mported demand for U.S. and Afrcan n-shell peanuts s hgh durng the October-December season whch concdes wth the harvestng season of peanuts n the U.S. and the hgher consumpton demand of the product durng the holday season. The seasonal dummy varables also show that mported demand for Chnese nshell peanuts does not concde wth the harvestng season. Ths ndcates that n Chna some n-shell peanuts are stored and sold durng off season. All of the seasonal dummy varables are sgnfcant for Chna and U.S. but they are not sgnfcant for Latn Amerca. The dummy varable ncluded to capture the 2002 Farm bll whch elmnated the marketng quota system for peanuts was found to have a sgnfcant and negatve effect 11

13 on mported demand for US n shell peanuts as expected snce the declne n the producton of Vrgna peanuts n the U.S. has weaken the export of n shell peanuts from the U.S. due to ts hgh cost of producton. Ths dummy varable also captures Ncaragua export of n shell peanuts sgnfcantly rsng n the last three years. It has sgnfcant and a postve effect on mported demand for Latn Amercan n shell peanuts. The change n farm polcy n U.S. has not had any effect on n shell peanuts exported from Chna and Afrca. Result of Elastctes Condtonal expendture elastctes are reported n table 3. Imported n shell peanuts from Chna, Latn Amercan, and Afrca are condtonally expendture nelastc whle mported n shell peanuts from the U.S. are condtonally elastc. These results suggest that, as peanuts mports ncrease, the EU mports more peanuts from the US than form other sources. Ths mght be due to the fact that U.S. peanuts have better qualty. The condtonal expendture elastcty from rest of the world s negatve because most of n shell peanuts mported to the EU are mostly low qualty peanuts from Inda. Mashallan prce elastctes showed n table 3 ndcates that all condtonal own prce elastctes for n-shell peanuts from dfferent sources are negatve correspondng to the law of demand. The Marshallan own prce elastctes of demand for U.S. n shell peanuts are and that for Chnese n shell peanuts They are condtonally hghly elastc and sgnfcant. These results suggest that EU consumers respond more to prce reductons for n shell peanuts mported from Chna and the US. 12

14 Latn Amercan n shell peanuts are much less own prce elastc. Ths ndcates that EU consumers demand for Latn Amercan n shell peanuts s not that senstve to own prce changes. The Marshallan own prce elastctes are only The Marshallan own prce elastctes of n shell peanuts from Afrca and the rest of the world are more elastc than Latn Amercan n-shell peanuts but less elastc than US and Chnese n-shell peanuts. Afrcan n-shell peanuts have a Marshallan own prce elastcty of whch s very close to the own prce elastcty of the rest of the world whch s Somethng that s mportant to pont out s the fact that only the own and cross prce elastctes correspondng to the US and Chna were statstcally sgnfcant. The Morshma elastctes of substtuton are utlzed to dentfy whether goods are substtutes or complements and they are shown n table 3. The Morshma elastctes ndcate that n-shell peanuts from Chna, Latn Amerca, Afrca, and the rest of the world are substtutes for U.S. n-shell peanuts. The Morshma elastctes also ndcate that peanuts from Chna and the U.S. have a hgher degree of substtutablty than other countres probably because Chna and U.S. are the man exporters of n-shell peanuts to the EU markets. Chna has a lower degree of substtutablty for n-shell peanuts from Latn Amercan. The U.S. has lower substtutablty for n-shell peanuts from Afrca and Latn Amercan. The estmated standard errors of elastctes are also shown n table 3. Standard errors of elastctes are the values n parentheses. The frst row of values n parentheses corresponds to standard errors calculated usng the delta method and the second row of values n parentheses correspond to standard errors calculated usng bootstrappng. 13

15 Statstcal tests conducted usng bootstrappng standard errors yelded a hgher number of statstcal sgnfcant elastcty estmates. Summary and Conclusons Ths research estmates mport demand elastctes for n-shell peanuts n the European Unon from four dfferent sources: Chna, the Unted States, South Amerca, and Afrca. A source dfferentated AIDS model was used for estmaton of the demand parameters. The null hypothess of aggregaton over product sources s rejected at conventonal levels of sgnfcance suggestng that peanuts from dfferent sources are dfferentated by EU consumers whch mght attrbuted to ther dfferent qualty characterstcs. The expendture elastcty s elastc for U.S. n-shell peanuts whch mght be assocated wth ther hgher qualty. The results also ndcate that own prce elastctes for n shell peanuts from dfferent sources are negatve. The own prce elastctes of demand for U.S. and Chnese n shell peanuts are more elastc than Latn Amercan, Afrcan and the rest of the world n shell peanuts. These results suggest that EU consumers respond more to prce reductons for n shell peanuts mported from Chna and the US. The Morshma elastcty results ndcate that n shell peanuts from Chna, Latn Amerca, Afrca, and rest of the world are substtutes for U.S. n shell peanuts and also ndcate that Chna and U.S. countres have a hgher degree of substtutablty than other countres. 14

16 Demand for peanuts n Europe has been steady, whle competton among exporters has changed. The results of expendture and prce elastctes may help to evaluate polces that can be used by the US peanut exporters to mantan exstng export markets n the face of ncreasng global competton. Mantanng strong export markets s an mportant prorty for the U.S. peanut ndustry. For example, a polcy ssue that may be addressed wth ths research s the queston n regards to allocatng federal dollars for peanut export promoton nto the EU. Promoton and advertsng program wll help boost the demand for U.S. n shell peanuts so that U.S. peanut ndustry can reman strong n a compettve market for peanuts. 15

17 Table 1: Test Results for Demand Restrctons and Product Aggregaton Nonlnear SAIDS L.R. statstc Pr>Chsq System tests for homogenety System tests for symmetry System tests for homogenety and symmetry Product aggregaton Wald F-value <

18 Table 2: Parameter Estmates for the Restrcted Condtonal SAIDS Model of EU Import Demand for In-Shell Peanuts (Homogenety and Symmetry mposed) Chna U.S. Prce effects ( γ ) Chna ** (0.1201) U.S ** ** Latn Amercan Afrca (0.1351) (0.1958) Latn Amercan (0.0403) (0.0438) (0.0291) Afrca * (0.0726) (0.0893) (0.0304) (0.0736) Rest of the World (0.0210) (0.0225) (0.0103) (0.0152) Expendture effects (0.0719) (0.0700) (0.0272) (0.0432) Trends * ** (0.0013) (0.0013) (0.0005) (0.0007) Seasonal effects Quarter ** * (0.0457) (0.0438) (0.0172) (0.0278) Quarter ** ** ** (0.0459) (0.0435) (0.0174) (0.0278) Quarter ** ** ** (0.0498) (0.0466) (0.0187) (0.0305) Farm Bll ** * (0.0508) (0.0192) R Adjusted R DW Sgnfcance levels of 0.05 and 0.10 are ndcated by ** and *, respectvely 17

19 Table 3: Income Elastctes for the SAIDS model of In-Shell Peanuts Income Elastcty ** Chna (0.1365) (0.1326) ** U.S. (0.2135) (0.2671) * LA (0.4436) (0.4738) Afrca (0.6091) (0.4849) RW Chna U.S. LA Afrca Marshallan Elastctes Chna U.S. LA Afrca RW ** ** (0.2817) (0.3152) (0.2882) (0.2794) (0.2893) (0.3062) (0.0663) (0.1340) ** (0.4209) (0.4921) (0.9334) (0.5698) * (1.3095) (0.9956) ** (0.5219) (0.5310) (1.0023) (0.7781) (1.4071) (0.7841) (0.4488) (0.1455) (0.9377) (0.7837) * (1.2902) (0.4419) (0.4310) (0.1696) * (0.9079) (0.5111) * (1.1963) (0.9611) RW Morshma Elastctes CN US LA AF RW CN US LA AF RW Sgnfcance levels of 0.05 and 0.10 are ndcated by ** and *, respectvely The frst row of values n parentheses corresponds to standard errors calculated usng the delta method and the second row of values n parentheses correspond to standard errors calculated usng bootstrappng. 18

20 References Berndt, E.R. and E.N. Savn (1975) Estmaton and Hypothess Testng n Sngular Equaton Systems wth Autoregressve Dsturbances, Econometrca 43(5/6): Blackorby, C. and R.R. Russell (1989) Wll the Real Elastcty of Substtuton Please Stand UP? A Comparson of the Allen-Uzawa and Morshma Elastctes, Amercan Economc Revew 79(4): Blss, R.M. (2005) Taste Tests Prove t; U.S. Peanuts are Tops, Agrcultural Research Magazne, USDA, August Buse, A. (1994) Evaluatng the Lnearzed Almost Ideal Demand System, Amercan Journal of Agrcultural Economcs 76(4): Carew, R., Florkowsk, W.J. and S. He (2004) Demand for Domestc and Imported Table Wne n Brtsh Columba: A Source-Dfferentated Almost Ideal Demand System Approach, Canadan Journal of Agrcultural Economcs 52: Chen, K.Z. (1998) The Symmetrc Problem n the Lnear Almost Ideal Demand System, Economcs Letters 59: Deaton, A. and J. Muellbauer (1980) An Almost Ideal System, The Amercan Economc Revew 70(3): Goncalves, S. and H. Whte (2005) Bootstrap Standard Error Estmates for Lnear Regresson, Journal of the Amercan Statstcal Assocaton 100(471): Greene, W.H Econometrc Analyss. Upper Saddle Rver, NJ: Pearson Educ., Inc. Green, R. and J.M. Alston (1990) Elastctes n AIDS Model, Amercan Journal of Agrcultural Economcs 72(2): Green, R., Hahn, W. and D. Rocke (1987) Standard errors for elastctes: A Comparson of Bootstrap and Asymptotc Standard Errors, Journal of Busness & Economc Statstcs 5(1): Hayes, D.J., Wahl, T.I. and G.W. Wllams (1990) Testng Restrctons on a Model of Japanese Meat Demand, Amercan Journal of Agrcultural Economcs 72(3):

21 L, H. and G.S. Maddala (1999) Bootstrap Varance Estmaton of Nonlnear Functons of Parameters: An Applcaton to Long-Run Elastctes of Energy Demand, The Revew of Economcs and Statstcs 81(4): Moschn, G. (1995) Unts of Measurement and the Stone Index n Demand System Estmaton, Amercan Journal of Agrcultural Economcs 77(1): Yang, S.R. and W.W. Koo (1994) Japanese Meat Import Demand Estmaton wth the Source Dfferentated AIDS Model, Journal of Agrcultural and Resource Economcs 19(2):

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

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

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

Determining the Market Potential of Livestock and Poultry in the Philippines: An Application of the Almost Ideal Demand System

Determining the Market Potential of Livestock and Poultry in the Philippines: An Application of the Almost Ideal Demand System Determnng the Market Potental of Lvestock and Poultry n the Phlppnes: An Applcaton of the Almost Ideal Demand System Apolnares, R.J.V., Dgal, L.N., and J.M.P. Sarmento ABSTRACT Estmatng demand especally

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

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

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

Micro-Demand Systems Analysis of Non-Alcoholic Beverages in the United States: An Application of Econometric Techniques Dealing With Censoring

Micro-Demand Systems Analysis of Non-Alcoholic Beverages in the United States: An Application of Econometric Techniques Dealing With Censoring Mcro-Demand Systems Analyss of Non-Alcoholc Beverages n the Unted States: An Applcaton of Econometrc Technques Dealng Wth Censorng by Pedro A. Alvola IV Program Assocate Department of Agrcultural Economcs

More information

Analysis of Demand for Broadcastingng servces

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

More information

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

Factors Driving South African Poultry and Meat Imports 1

Factors Driving South African Poultry and Meat Imports 1 Internatonal Food and Agrbusness Management Revew Volume 18 Specal Issue A, 2015 Factors Drvng South Afrcan Poultry and Meat Imports 1 Fawz A. Taha a and Wllam F. Hahn b a Economst, Food Securty & Development

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

5 Multiple regression analysis with qualitative information

5 Multiple regression analysis with qualitative information 5 Multple regresson analyss wth qualtatve nformaton Ezequel Urel Unversty of Valenca Verson: 9-13 5.1 Introducton of qualtatve nformaton n econometrc models. 1 5. A sngle dummy ndependent varable 5.3 Multple

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

Estimation of Demand Systems Based on Elasticities of Substitution

Estimation of Demand Systems Based on Elasticities of Substitution Estmaton of Demand Systems Based on Elastctes of Substtuton by Germán Coloma (CEMA Unversty, Buenos Ares, Argentna) * Abstract Ths paper develops a model for demand-system estmatons, whose coeffcents are

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

Chapter 7: Answers to Questions and Problems

Chapter 7: Answers to Questions and Problems 19. Based on the nformaton contaned n Table 7-3 of the text, the food and apparel ndustres are most compettve and therefore probably represent the best match for the expertse of these managers. Chapter

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

Modelling the World Oil Market Assessment of a Quarterly Econometric Model

Modelling the World Oil Market Assessment of a Quarterly Econometric Model Modellng the World Ol Market Assessment of a Quarterly Econometrc Model Stéphane Dées a1, Pavlos Karadeloglou a, Robert Kaufmann b, Marcelo Sánchez a a European Central Bank b CEES, Boston Unversty May

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

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

SPEE Recommended Evaluation Practice #6 Definition of Decline Curve Parameters Background:

SPEE Recommended Evaluation Practice #6 Definition of Decline Curve Parameters Background: SPEE Recommended Evaluaton Practce #6 efnton of eclne Curve Parameters Background: The producton hstores of ol and gas wells can be analyzed to estmate reserves and future ol and gas producton rates and

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

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

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

STATISTICAL DATA ANALYSIS IN EXCEL

STATISTICAL DATA ANALYSIS IN EXCEL Mcroarray Center STATISTICAL DATA ANALYSIS IN EXCEL Lecture 6 Some Advanced Topcs Dr. Petr Nazarov 14-01-013 petr.nazarov@crp-sante.lu Statstcal data analyss n Ecel. 6. Some advanced topcs Correcton for

More information

UK Letter Mail Demand: a Content Based Time Series Analysis using Overlapping Market Survey Statistical Techniques

UK Letter Mail Demand: a Content Based Time Series Analysis using Overlapping Market Survey Statistical Techniques 10-170 Research Group: Econometrcs and Statstcs 2010 UK Letter Mal Demand: a Content Based Tme Seres nalyss usng Overlappng Market Survey Statstcal Technques CTHERINE CZLS, JEN-PIERRE FLORENS, LETICI VERUETE-MCKY,

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

The Choice of Direct Dealing or Electronic Brokerage in Foreign Exchange Trading

The Choice of Direct Dealing or Electronic Brokerage in Foreign Exchange Trading The Choce of Drect Dealng or Electronc Brokerage n Foregn Exchange Tradng Mchael Melvn & Ln Wen Arzona State Unversty Introducton Electronc Brokerage n Foregn Exchange Start from a base of zero n 1992

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

Addendum to: Importing Skill-Biased Technology

Addendum to: Importing Skill-Biased Technology Addendum to: Importng Skll-Based Technology Arel Bursten UCLA and NBER Javer Cravno UCLA August 202 Jonathan Vogel Columba and NBER Abstract Ths Addendum derves the results dscussed n secton 3.3 of our

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

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

The Pricing Strategy of the Manufacturer with Dual Channel under Multiple Competitions

The Pricing Strategy of the Manufacturer with Dual Channel under Multiple Competitions Internatonal Journal of u-and e-servce, Scence and Technology Vol.7, No.4 (04), pp.3-4 http://dx.do.org/0.457/junnesst.04.7.4. The Prcng Strategy of the Manufacturer wth Dual Channel under Multple Compettons

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

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

MEASURING OPERATION EFFICIENCY OF THAI HOTELS INDUSTRY: EVIDENCE FROM META-FRONTIER ANALYSIS. Abstract

MEASURING OPERATION EFFICIENCY OF THAI HOTELS INDUSTRY: EVIDENCE FROM META-FRONTIER ANALYSIS. Abstract Internatonal Conference On Appled Economcs ICOAE 2011 315 MEASURING OPERATION EFFICIENCY OF THAI HOTELS INDUSTRY: EVIDENCE FROM METAFRONTIER ANALYSIS PHANIN KHRUEATHAI 1, AKARAPONG UNTONG 2, MINGSARN KAOSAARD

More information

Problem Set 3. a) We are asked how people will react, if the interest rate i on bonds is negative.

Problem Set 3. a) We are asked how people will react, if the interest rate i on bonds is negative. Queston roblem Set 3 a) We are asked how people wll react, f the nterest rate on bonds s negatve. When

More information

CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK. Sample Stability Protocol

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

More information

FIGHTING INFORMALITY IN SEGMENTED LABOR MARKETS A general equilibrium analysis applied to Uruguay *

FIGHTING INFORMALITY IN SEGMENTED LABOR MARKETS A general equilibrium analysis applied to Uruguay * Vol. 48, No. 1 (May, 2011), 1-37 FIGHTING INFORMALITY IN SEGMENTED LABOR MARKETS A general equlbrum analyss appled to Uruguay * Carmen Estrades ** María Inés Terra ** As n other Latn Amercan countres,

More information

Data Mining from the Information Systems: Performance Indicators at Masaryk University in Brno

Data Mining from the Information Systems: Performance Indicators at Masaryk University in Brno Data Mnng from the Informaton Systems: Performance Indcators at Masaryk Unversty n Brno Mkuláš Bek EUA Workshop Strasbourg, 1-2 December 2006 1 Locaton of Brno Brno EUA Workshop Strasbourg, 1-2 December

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

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

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

More information

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

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

More information

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

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

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

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

Estimation of price elasticities of demand for alcohol in the United Kingdom

Estimation of price elasticities of demand for alcohol in the United Kingdom Knowledge, Analyss, and Intellgence (KAI) Estmaton of prce elastctes of demand for alcohol n the Unted Kngdom João Sousa December 2014 HMRC Workng Paper 16 Estmaton of prce elastctes of demand for alcohol

More information

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

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

More information

The 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

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

What is Candidate Sampling

What is Candidate Sampling What s Canddate Samplng Say we have a multclass or mult label problem where each tranng example ( x, T ) conssts of a context x a small (mult)set of target classes T out of a large unverse L of possble

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

Proceedings of the Annual Meeting of the American Statistical Association, August 5-9, 2001

Proceedings of the Annual Meeting of the American Statistical Association, August 5-9, 2001 Proceedngs of the Annual Meetng of the Amercan Statstcal Assocaton, August 5-9, 2001 LIST-ASSISTED SAMPLING: THE EFFECT OF TELEPHONE SYSTEM CHANGES ON DESIGN 1 Clyde Tucker, Bureau of Labor Statstcs James

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

NBER WORKING PAPER SERIES CARBON MOTIVATED REGIONAL TRADE ARRANGEMENTS: ANALYTICS AND SIMULATIONS. Yan Dong John Whalley

NBER WORKING PAPER SERIES CARBON MOTIVATED REGIONAL TRADE ARRANGEMENTS: ANALYTICS AND SIMULATIONS. Yan Dong John Whalley NBER WORKING PAPER SERIES CARBON MOTIVATED REGIONAL TRADE ARRANGEMENTS: ANALYTICS AND SIMULATIONS Yan Dong John Whalley Workng Paper 14880 http://www.nber.org/papers/w14880 NATIONAL BUREAU OF ECONOMIC

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

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

Depreciation of Business R&D Capital

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

More information

George S. Ford, PhD Thomas M. Koutsky, Esq. Lawrence J. Spiwak, Esq. (July 2007)

George S. Ford, PhD Thomas M. Koutsky, Esq. Lawrence J. Spiwak, Esq. (July 2007) PHOENIX CENTER POLICY PAPER SERIES Phoenx Center Polcy Paper Number 29: The Broadband Performance Index: A Polcy-Relevant Method of Comparng Broadband Adopton Among Countres George S. Ford, PhD Thomas

More information

SUPPLIER FINANCING AND STOCK MANAGEMENT. A JOINT VIEW.

SUPPLIER FINANCING AND STOCK MANAGEMENT. A JOINT VIEW. SUPPLIER FINANCING AND STOCK MANAGEMENT. A JOINT VIEW. Lucía Isabel García Cebrán Departamento de Economía y Dreccón de Empresas Unversdad de Zaragoza Gran Vía, 2 50.005 Zaragoza (Span) Phone: 976-76-10-00

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

CS 2750 Machine Learning. Lecture 3. Density estimation. CS 2750 Machine Learning. Announcements

CS 2750 Machine Learning. Lecture 3. Density estimation. CS 2750 Machine Learning. Announcements Lecture 3 Densty estmaton Mlos Hauskrecht mlos@cs.ptt.edu 5329 Sennott Square Next lecture: Matlab tutoral Announcements Rules for attendng the class: Regstered for credt Regstered for audt (only f there

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

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

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

! # %& ( ) +,../ 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

The Economic Impacts of Cigarette Tax Reductions on Youth Smoking in Canada

The Economic Impacts of Cigarette Tax Reductions on Youth Smoking in Canada The Economc Impacts of Cgarette Tax Reductons on Youth Smokng n Canada Dane P. Dupont and Anthony J. Ward Economcs, Brock Unversty December 2002 Abstract Cgarettes are the most commonly consumed recreatonal

More information

Labor Supply. Where we re going:

Labor Supply. Where we re going: Labor Supply Where we re gong: I m gong to spend about 4 lectures talkng about labor supply. Along the way, I m gong to ntroduce some econometrc ssues and tools that we commonly use. Today s lecture and

More information

Production. 2. Y is closed A set is closed if it contains its boundary. We need this for the solution existence in the profit maximization problem.

Production. 2. Y is closed A set is closed if it contains its boundary. We need this for the solution existence in the profit maximization problem. Producer Theory Producton ASSUMPTION 2.1 Propertes of the Producton Set The producton set Y satsfes the followng propertes 1. Y s non-empty If Y s empty, we have nothng to talk about 2. Y s closed A set

More information

Repeat Buying Behavior for Ornamental Plants: A Consumer Profile. Marco Palma¹, Alba Collart², and Charles R. Hall³

Repeat Buying Behavior for Ornamental Plants: A Consumer Profile. Marco Palma¹, Alba Collart², and Charles R. Hall³ Repeat Buyng Behavor for Ornamental Plants: A Consumer Profle Marco Palma¹, Alba Collart², and Charles R. Hall³ ¹ Assstant Professor and Extenson Economst, Department of Agrcultural Economcs, Texas A&M

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

Subcontracting Structure and Productivity in the Japanese Software Industry

Subcontracting Structure and Productivity in the Japanese Software Industry Rev Soconetwork Strat (2009) 3:51-65 Subcontractng Structure and Productvty n e Japanese Software Industry Kazunor MINETAKI 1) and Kazuyuk MOTOHASHI 2) 1) The Research Insttute for Soconetwork Strateges,

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

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

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

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

RECENT DEVELOPMENTS IN QUANTITATIVE COMPARATIVE METHODOLOGY:

RECENT DEVELOPMENTS IN QUANTITATIVE COMPARATIVE METHODOLOGY: Federco Podestà RECENT DEVELOPMENTS IN QUANTITATIVE COMPARATIVE METHODOLOGY: THE CASE OF POOLED TIME SERIES CROSS-SECTION ANALYSIS DSS PAPERS SOC 3-02 INDICE 1. Advantages and Dsadvantages of Pooled Analyss...

More information

Editing and Imputing Administrative Tax Return Data. Charlotte Gaughan Office for National Statistics UK

Editing and Imputing Administrative Tax Return Data. Charlotte Gaughan Office for National Statistics UK Edtng and Imputng Admnstratve Tax Return Data Charlotte Gaughan Offce for Natonal Statstcs UK Overvew Introducton Lmtatons Data Lnkng Data Cleanng Imputaton Methods Concluson and Future Work Introducton

More information

Economic Interpretation of Regression. Theory and Applications

Economic Interpretation of Regression. Theory and Applications Economc Interpretaton of Regresson Theor and Applcatons Classcal and Baesan Econometrc Methods Applcaton of mathematcal statstcs to economc data for emprcal support Economc theor postulates a qualtatve

More information

The Choice of Direct Dealing or Electronic Brokerage in Foreign Exchange Trading

The Choice of Direct Dealing or Electronic Brokerage in Foreign Exchange Trading The Choce of Drect Dealng or Electronc Brokerage n Foregn Exchange Tradng Mchael Melvn Arzona State Unversty & Ln Wen Unversty of Redlands MARKET PARTICIPANTS: Customers End-users Multnatonal frms Central

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

Implications of WTO Tariff Reductions for EU and US Dairy Policy

Implications of WTO Tariff Reductions for EU and US Dairy Policy Workng Paper Implcatons of WTO Tarff Reductons for EU and US Dary Polcy Mrana Pac Davd Blandford Kenneth Baley March 2009 IATRC Workng Paper #09-1 Internatonal Agrcultural Trade Research Consortum Implcatons

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

Risk-based Fatigue Estimate of Deep Water Risers -- Course Project for EM388F: Fracture Mechanics, Spring 2008

Risk-based Fatigue Estimate of Deep Water Risers -- Course Project for EM388F: Fracture Mechanics, Spring 2008 Rsk-based Fatgue Estmate of Deep Water Rsers -- Course Project for EM388F: Fracture Mechancs, Sprng 2008 Chen Sh Department of Cvl, Archtectural, and Envronmental Engneerng The Unversty of Texas at Austn

More information

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

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

More information

4 Hypothesis testing in the multiple regression model

4 Hypothesis testing in the multiple regression model 4 Hypothess testng n the multple regresson model Ezequel Urel Unversdad de Valenca Verson: 9-13 4.1 Hypothess testng: an overvew 1 4.1.1 Formulaton of the null hypothess and the alternatve hypothess 4.1.

More information

Waste to Energy System in Shanghai City

Waste to Energy System in Shanghai City Waste to Energy System n Shangha Cty Group of Envronmental Systems, Department of Envronmental Studes M2 46876 Ya-Y Zhang 1. Introducton In the past ffteen years, the economcs of Chna has mantaned contnuously

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

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

When Talk is Free : The Effect of Tariff Structure on Usage under Two- and Three-Part Tariffs

When Talk is Free : The Effect of Tariff Structure on Usage under Two- and Three-Part Tariffs 0 When Talk s Free : The Effect of Tarff Structure on Usage under Two- and Three-Part Tarffs Eva Ascarza Ana Lambrecht Naufel Vlcassm July 2012 (Forthcomng at Journal of Marketng Research) Eva Ascarza

More information

Online Appendix Supplemental Material for Market Microstructure Invariance: Empirical Hypotheses

Online Appendix Supplemental Material for Market Microstructure Invariance: Empirical Hypotheses Onlne Appendx Supplemental Materal for Market Mcrostructure Invarance: Emprcal Hypotheses Albert S. Kyle Unversty of Maryland akyle@rhsmth.umd.edu Anna A. Obzhaeva New Economc School aobzhaeva@nes.ru Table

More information

Human Capital and Regional Economic Growth in Slovenia

Human Capital and Regional Economic Growth in Slovenia Human Captal and Regonal Economc Growth n Slovena Matjaž Novak and Štefan Bojnec Unversty of Prmorska Slovena Ths artcle presents the emprcal results concernng the economc growth n Slovena at the aggregate

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

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

Diagnostic Tests of Cross Section Independence for Nonlinear Panel Data Models

Diagnostic Tests of Cross Section Independence for Nonlinear Panel Data Models DISCUSSION PAPER SERIES IZA DP No. 2756 Dagnostc ests of Cross Secton Independence for Nonlnear Panel Data Models Cheng Hsao M. Hashem Pesaran Andreas Pck Aprl 2007 Forschungsnsttut zur Zukunft der Arbet

More information

How To Study The Nfluence Of Health Insurance On Swtchng

How To Study The Nfluence Of Health Insurance On Swtchng Workng Paper n 07-02 The nfluence of supplementary health nsurance on swtchng behavour: evdence on Swss data Brgtte Dormont, Perre- Yves Geoffard, Karne Lamraud The nfluence of supplementary health nsurance

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