FDI in Emerging Economies: An analysis in a firm heterogeneity model

Size: px
Start display at page:

Download "FDI in Emerging Economies: An analysis in a firm heterogeneity model"

Transcription

1 RIETI Dscusson Paper Seres 11-E-055 FDI n Emergng Economes: An analyss n a frm heterogenety model ITO Koj RIETI The Research Insttute of Economy, Trade and Industry

2 RIETI Dscusson Paper Seres 11-E-055 June 2011 FDI n Emergng Economes: An analyss n a frm heterogenety model ITO Koj Research Insttute of Economy, Trade and Industry Abstract In recent years, Japanese manufacturers n both compettve and less compettve sectors have penetrated emergng economes, and sales n 2008 by Japanese afflates establshed va foregn domestc nvestment (FDI) exceeded Japan s revenues from exports. To consder ths phenomenon and the sgnfcance of FDI for emergng economes, ths study constructs a two-country model featurng two factors of producton, two ndustres (wth dfferent factor ntenstes), and frm heterogenety. Thereafter, the study numercally analyzes trends n FDI by ndustry and examnes how the economes of both countres are affected. Results of the analyss show that hghly productve frms favor FDI. That s true whether ther ndustres make ntensve use of a scarce factor of producton or use a more abundant factor ntensvely. Compared to the stuaton n whch only export s possble, FDI ncreases competton among frms n both ndustres. Real wages and welfare ncrease as a result. On the other hand, low-productvty frms are forced to ext, and the number of frms decreases. Ths analyss also shows that FDI could work to help prevent a declne n real revenues of ndustres that make ntensve use of a scarce factor of producton. Keywords: frm heterogenety, FDI, export, ndustry, and factor ntensty. JEL classfcaton: F1 RIETI Dscusson Papers Seres ams at wdely dssemnatng research results n the form of professonal papers, thereby stmulatng lvely dscusson. The vews expressed n the papers are solely those of the author(s), and do not represent those of the Research Insttute of Economy, Trade and Industry. The author would lke to thank Masahsa Fujta, Ryuhe Wakasug, Masayuk Morkawa and other semnar partcpants at RIETI for ther constructve comments and suggestons. The author also acknowledges the support of RIETI and Grants-n-Ad for Scentfc Research from the Japan Socety for the Promoton of Scence (Scentfc Research(c), No ). All remanng errors are my own. Emal: to-koj@ret.go.jp 1

3 1 Introducton In the present era, emergng economes, ncludng Asan economes, are growng rapdly, and Japanese frms aggressvely seek new markets among them. Between 2001 and 2007, the growth rate of Japanese foregn drect nvestment (FDI) exceeded export growth, and sales by Japanese foregn subsdares substantally exceeded Japanese exports n 2008 (Fgure 1). 1 2 Second, ths trend s evdent among compettve sectors, such as electroncs and transportaton, and among less compettve sectors, such as clothng, food, and agrculture. 3 Does the ncrease of FDI n emergng economes mprove Japan s economc welfare? What sgnfcance does t have for Japan s economy? Ths study addresses these questons. Current theoretcal models for FDI are nadequate to analyze the fact that FDI and export are occurrng smultaneously across multple sectors of Japanese manufacturng. The standard vertcal FDI model snce Helpman (1984) conssts of two countres, two factors of producton (sklled and unsklled labor), and two goods (one more skll-ntensve than the other). Helpman consdered monopolstc competton n the market for dfferentated goods. In the Heckscher-Ohln model, f dstrbuton of factor endowments s remarkably based between countres factor prces equalzaton s 1 Ths trend s obvous not merely for Japanese manufacturng but for the Japanese ndustry as a whole. Accordng to the Bank of Japan Balance of Payments, cumulatve Japanese FDI, whch was 39.6 trllon yen at the end of 2001, ncreased by 56.1 % to 61.7 trllon yen at the end of Sales by foregn subsdares ncreased rapdly. Data from the Mnstry of Economy, Trade, and Industry Basc Survey on Overseas Busness Actvtes shows that sales of foregn subsdares n 2007 were trllon yen, 2.8 tmes greater than exports of 83.9 trllon yen. The growth rate n sales of foregn subsdares between 2001 and 2007 was 9.8 % yearly compared wth 9.4 % yearly growth n exports. 2 Japan s FDI n emergng economes s ncreasng remarkably. Accordng to the Mnstry of Economy, Trade, and Industry Basc Survey on Overseas Busness Actvtes, sales by Japanese frms foregn subsdares n Asa grew from 20.3 trllon yen n 2001 to 49.2 trllon yen n The ncrease s remarkable compared to sales by Japanese frms foregn subsdares n the U.S. and Europe. 3 Even n non-manufacturng, generally consdered less compettve than Japanese manufacturng, frms are startng busness n emergng markets. FDI of Japanese nonmanufacturng ndustres ncreased 46.4 % from 3,049 bllon yen n 2005 to 4,462 bllon yen n The growth rate exceeds that of FDI of Japanese manufacturers (36.0 %, from 7,311 bllon yen n 2005 to 9,944 bllon yen n 2008). Among the composton of the Japanese FDI forward Asa n 2008, wholesale and retal (1,543 bllon yen) s thrd, behnd electrc machnes and applances (2,345 bllon yen) and vehcles and applance (2,076 bllon yen). 1

4 not obtaned. However, Helpman dvdes the operatons of the skll-ntensve ndustry n the skll-abundant country nto headquarters and producton and shows that factor prces are equalzed by shftng producton toward the foregn country whch has an abundant unsklled labor. In these vertcal FDI models, the sharp dfference n factor endowments between two countres generates FDI, and the model works well to explan conventonal cases - for example, frms n developed economes close a domestc factory and open a factory n a developng economy where wages are low. 4 Today, however, FDI by Japanese manufacturers transcends ths model s usefulness. As we see, frms n the comparatvely dsadvantaged sector also nvest n emergng economes. In addton, many Japanese manufacturng frms recognze Asan economes not only as a base of producton and exportng but also as a market. 5 That mode of FDI requres a dfferent theoretcal model. Markusen and Venables (1998) establshed the theoretcal model for such cases of horzontal FDI. 6 Ther model also features two countres, two producton factors, and two goods. But ther horzontal model dffers from the vertcal model n two respects: t recognzes that trade entals costs, and t accommodates demand. They analyze multnatonal frms and domestc frms (the former grow foregn busness va FDI and pay attendant fxed costs; the latter grow foregn busness by export and pay transport varable costs. They show that when (a) consumer demand n both countres s large, (b) both countres factor endowments and technology (factor prces narrow) tend to be smlar, and (c) the varable cost of exportng s hgher, multnatonal frms becomes more domnant. The horzontal FDI model s convenent for analyzng FDI between advanced countres at smlar economc levels. 7 However, economc levels and 4 It prevously was thought that Japanese FDI n emergng economes has manly been vertcal FDI. Hayakawa and Matsuura (2009) calculated each sector s share of vertcal FDI subsdares (subsdares wth less than a 50 % of local sales share) n three areas (North Amerca, Europe and Asa), usng mcro data from Mnstry of Economy, Trade and Industry Basc Survey on Overseas Busness Actvtes. In 1999, the shares of vertcal FDI n North Amerca and Europe, where Japanese frms manly nvest, were around 20 %. On the other hand, the shares of FDI n Asan countres were %. 5 For example, Kokusa Kyouryoku Gnkou (2009) surveyed Japanese manufacturers opnons concernng whch foregn countres are most promsng and why. The results showed Chna, Inda, Vetnam, and Thaland are promsng. Expectaton for future growth of the local market was the most popular answer. 6 Markusen (2002) shows the detals concernng vertcal models. Feenstra (2004) explans the outlne of theores of multnatonal frms such as vertcal and horzontal FDI. 7 Many researchers recognze that FDI by U.S. frms s manly horzontal. For example, 2

5 factor endowments dffer between advanced economes lke Japan and the emergng economes n whch Japanese frms nvest. Therefore, n ths study, I focus on the frm heterogenety approach that s now manstream n trade research. In ths approach, productvty of frms s the key factor that nfluences frms decsons to access foregn markets. Followng ths approach, Helpman et al. (2004) expanded Meltz (2003), who treated only exports, and bult a model n whch frms can choose between export and FDI. They show theoretcally that hgher-productvty frms choose FDI over export. 8 9 Several frm heterogenety models, ncludng Helpman et al. (2004), attempt to clarfy condtons under whch frms prefer export or FDI. However, these models usually consst of one product and one producton factor; therefore, few consder tradtonal questons such as whch goods should be exported or how factors should be allocated between ndustres. However, these ssues gradually have come to be consdered n models of frm heterogenety. In one of the frst papers nvestgatng ths ssue, Bernard et al. (2007) expanded Meltz (2003) nto a two-goods and two-factor model and analyzed theoretcally the effect of trade lberalzaton gven dfferences n factor endowments. The results of Bernard et al. (2007) are as follows. 10 After the openby usng data from the U.S. Bureau of Economc Analyss, Department of Commerce, Blongen (2005) reveals that 67.4 % of foregn sales of U.S. multnatonal frms are from local markets and, therefore, horzontal FDI s domnant. Many emprcal tests also reveal that FDI by U.S. frms fts the conclusons of horzontal FDI models. For example, Carr et al. (2001) emprcally examned what varables affect sales of U.S. multnatonals. They found that the amount of GDP of both U.S. and nvested countres has a postve effect, and the dfference of GDP has a negatve effects. Branard (1997) also shows emprcally that foregn sales of U.S. multnatonal frms are larger when GDPs of the U.S. and the nvested countres are smlar. Opnons dffer about the effects of varyng factor endowments and technologes between countres on U.S. FDI. Carr et al. (2001) found that the skll dfference (dfferences n the rato of sklled labor to total labor) between the U.S. and nvested countres has a postve effect on the sales of multnatonal frms (Ths result supports the knowledge captal model n whch vertcal and horzontal FDI coexst). Blongen et al. (2003) conducted the same emprcal research as Carr et al. (2001), but replaced the skll dfference wth the dfference n average years of study and showed that ts coeffcent s negatve (thereby supportng the horzontal FDI model). 8 Recently, results of the frm heterogenety model have been confrmed emprcally. See Bernard et al. (2007) concernng U.S. frms and Wakasug et al. (2008) and Todo (2009) concernng Japanese frms. These nvestgatons clarfy that only a few frms account for a large share of exports and FDI, and that frms whch export or nvest n foregn countres have greater productvty and are larger than other frms. 9 Helpman (2006) surveyed frms choces of exportng or FDI n the economy wth frm heterogenety of productvty. 10 In Bernard et al. (2007), goods of comparatvely advantaged means goods whch are produced by usng a scarce factor ntensvely, and trade entals fxed costs and ceberg-form varable costs. 3

6 ng of trade, hgh-productvty frms, even n comparatvely dsadvantaged ndustres, choose to export. Hence, there s ntra-ndustry trade n both ndustres. By the start of trade, the expected ncrease n revenue of the comparatvely advantaged ndustry s larger than that of the comparatvely dsadvantaged ndustry. Therefore, competton n the comparatvely advantaged ndustry ntensfes, and ts zero-proft cutoff productvty ncreases The ndustres demand for factors of producton also ncreases, and the ncreased use of the relatvely abundant factor by the comparatvely advantaged ndustry s larger than that of other factors. Ths also causes the level of zero-proft cutoff productvty to ncrease for the comparatvely advantaged ndustry. In a steady state, t s larger than the ncrease of zero-proft cutoff productvty of the comparatvely dsadvantaged ndustry. Wth regard to the expected proft n a foregn country, the comparatvely advantaged ndustry expects to earn greater profts n a foregn country than does the comparatvely dsadvantaged ndustry. Hence, more frms n the comparatvely advantaged ndustry seek to export, and export cutoff productvty decreases further. As a result, the dfference of zero-proft cutoff productvty and export cutoff productvty s smaller n the comparatvely advantaged ndustry than n the comparatvely dsadvantaged ndustry, by trade. That s, the fewer frms enters, but the share of exportng frms n entergng frms ncreases more n the comparatvely advantaged ndustry. However, as trade lberalzes, total real revenue of both advantaged and dsadvantaged ndustres ncreases, but the real revenue of the comparatvely dsadvantaged ndustry decreases. That s, the real revenue of the comparatvely advantaged ndustry ncreases and mproves the wealth of a country. Bernard et al. (2007) revealed these results by buldng a theoretcal model and presentng a specal numercal example n whch wages of both countres are symmetrc. 13 However, they consder only export, not FDI. Therefore, ths study adds FDI to ther model and analyzes the behavor of exportng and FDI, and analyzes the welfare effect of FDI f both countres allow FDI n addton to export We refer to the level of productvty at whch a frm earns zero proft as zero-proft cutoff productvty. All frms wth productvty above ths level can produce, and no frm wth lower productvty can produce. 12 Ths means a greater decrease n the number of enterng frms. 13 Symmetrc ndcates that the rato of sklled/unsklled labor n the home country s the same as the rato of unsklled/sklled labor n foregn country, and the factor prce rato of relatvely abundant/scarce factor s the same n both countres. 14 We can say ths task s an enlargement of Helpman (2004) to a two-goods and twofactor model. 4

7 The structure of ths paper s as follows. Secton 2 bulds the theoretcal model. Secton 3 consders the effect of FDI. Secton 4 presents the numercal analyss. Secton 5 concludes and consders the mplcatons of Japanese frms ncreasng ther FDI n emergng economes Model Ths study ntroduces FDI nto the model of Bernard et al. (2007). 16 Consder a global economy consstng of two countres, two ndustres, and two factors of producton. Both countres have two ndustres: the frst employs sklled labor ntensvely, and the second employs unsklled labor ntensvely. The home country (a developed economy, ndexed by H) has a relatvely abundant supply of sklled labor, and the foregn country (an emergng economy, ndexed by F) has a relatve abundance of unsklled labor. In both ndustres, frms wth heterogeneous productvty produce dfferentated goods. 2.1 Consumpton Consumers gan utlty by consumng products of ndustres that ntensvely employ sklled or unsklled labor. Suppose the utlty functon of the representatve consumer s a Cobb-Douglas functon: U H = (C H 1 ) α 1 (C H 2 ) α 2, 0 < α < 1 (1) ( = 1, 2) means an ndex of ndustry (product). That s, 1 represents a sklled-labor-ntensve product and 2 represents an unsklled-labor-ntensve product. α 1 + α 2 = 1. C H s an ndex of consumed products produced by ndustry, whch conssts of a dfferentated product q H (ω) produced by each frm n ndustry. Assume ts form s a CES functon C H = [ q H (ω) ρ dω ] 1 ρ (2) 15 There s no exstng research whch uses two-country frm heterogenety model wth two factors of producton and two ndustres. Hence, n Secton 2, I refer to the effect of market sze of two countres on FDI (whch s related to the reason why we reject the adopton of the horzontal FDI model) and ndustry or ndustres where FDI s seen (whch s related to the reason why we reject the adopton of the vertcal FDI model). 16 FDI s nvestment behavor and entals an accumulaton of captal stock. However, much exstng research regards FDI as a sale of foregn subsdares that was prevously establshed va FDI, dsmssng the formaton of captal stock. In ths paper, I follow ths dea. 5

8 where σ 1/(1 ρ) > 1 s the constant elastcty of substtuton across dfferentated goods. P H, a prce ndex of products produced by ndustry s also shown as a CES functon of prces of dfferentated goods, p H (ω). That s, [ ] 1 1 σ P H = p H (ω) 1 σ dω (3) 2.2 Producton Second, we consder producton actvtes n each country. There are two nputs: sklled and unsklled labor. Suppose the total endowments of sklled and unsklled labor n country H are S H and L H, respectvely, and S F and L F n country F. Snce country H has comparatvely more sklled labor and country F comparatvely more unsklled labor, that means S H / L H > S F / L F. 17 In ths model, each frm must pay fxed entry costs by employng sklled and unsklled labor when t enters an ndustry. The cost s shown as f H e (w H S ) β (w H L ) 1 β, f H e > 0 (4) where ws H and wh L are the wages of sklled and unsklled labor n country H. Each frm does not know ts productvty before enterng a foregn market. Only after enterng does t dscover ts productvty, whch s stochastcally dstrbuted. After enterng, each frm decdes (a) whether t produces or not, and (b) whether t enter a foregn market or not, consderng ts productvty and followng several costs. When a frm produces a good, t has to pay producton costs. In ths model, producton costs consst of a fxed and a varable cost. Fxed costs of each frm n an ndustry are dentcal. Varable cost s a functon of each frm s productvty. Suppose the cost functon of a frm wth productvty ϕ H s [ ] Γ H (ϕ H ) = f H + qh ϕ H (w H S ) β (w H L ) 1 β, 1 > β 1 > β 2 (5) Suppose ndustral factor ntenstes, β 1 and β 2, are common n both countres and β 1 > β 2 (that s, ndustry 1 s more ntensve wth respect to sklled labor). f H (> 0) s a factor of fxed cost. 17 In the followng sectons, as per Bernard et al. (2007), I refer to products produced usng the comparatvely abundant (scarce) factor ntensvely, comparatvely advantaged (dsadvantaged) products. 6

9 A frm can enter a foregn market by export or va FDI, but t must pay addtonal costs. When exportng, a frm also must pay ceberg-style varable transport costs and fxed cost. The fxed cost of exportng s f H x (w H S ) β (w H L ) 1 β, f H x > f H (6) The common fxed factor for each frm, fx H, s larger than f H. I assume the standard cedberg-style varable transport cost. That s, τ (> 1) unts are needed to export one unt of product to a foregn market. When a frm enters a foregn market va FDI, t must pay the fxed cost of FDI and the fxed cost for addtonal producton n the foregn market. (f H a + f F )(w F S ) β (w F L ) 1 β, f H a > f H x (7) The common fxed factor of FDI, fa H, s larger than fx H and a functon of wages n the foregn country. Takng account of ts productvty, costs of producton, export, and FDI, etc., each frm examnes ts producton alternatves. Frms have four choces: (a) no producton, (b) produce only for the domestc market, (c) produce for domestc and export markets, and (d) produce n both countres. Productvty dffers for each frm. Therefore, not all frms enter the foregn market by exportng or FDI. Some frms choose not to enter the foregn market at all. As n the usual frm heterogenety models, suppose that frms n each ndustry compete n monopolstcally compettve markets. As a result of proft maxmzaton, each frm sets ts prce as follows. Frst, the prce for country H by a frm n ndustry, p H d, s shown as p H d(ϕ H ) = (wh S )β (w H L )1 β ρϕ H Consderng fxed and varable costs of exportng, the prce of exportng products nto the foregn market, p H x, s (8) p H x(ϕ H ) = τ (w H S )β (w H L )1 β ρϕ H The prce set by a frm that chooses FDI nstead of exportng s (9) p H a(ϕ H ) = (wf S )β (w F L )1 β ρϕ H (10) Gven the prces establshed above, a frm s revenue from ts domestc market, export, and FDI s shown as follows. Revenue from ts domestc market s ( ) σ 1 rd(ϕ H H ) = α R H ρp H ϕ H (11) (ws H)β (w H L ) 1 β 7

10 R H s the total wages of domestc consumers. Revenue from export and FDI are shown as follows, respectvely. where r H x(ϕ H ) = τ 1 σ ( ra(ϕ H H ) = (W R HF ) σ 1 W R HF ( ) σ 1 ( ) P F R F r P H R d(ϕ H H H ) (12) P F P H ) σ 1 ( R F R H (wh S )β (w H L )1 β (w F S )β (w F L ) 1 β ) r H d(ϕ H ) (13) Fnally, profts from the domestc market, export, and FDI are calculated from the revenue and costs presented above: π H d(ϕ H ) = rh d (ϕ) σ π H x(ϕ H ) = rh x(ϕ) σ π H a(ϕ H ) = rh a(ϕ) σ f H (w H S ) β (w H L ) 1 β (14) f H x (w H S ) β (w H L ) 1 β (15) (f H a + f F )(w F S ) β (w F L ) 1 β (16) 2.3 Condtons for Producton, Export and FDI Here, we consder the condton of domestc producton, export, and FDI. Suppose the zero-proft cutoff productvty of ndustry n country H s ϕ H. By defnton, the followng equaton holds: r H d(ϕ H ) = σf H (w H S ) β (w H L ) 1 β (17) I refer to the productvty level at whch a frm s proft from exportng s zero as export cutoff productvty, and the productvty level at whch proft from FDI s zero as FDI cutoff productvty. Suppose the export and FDI cutoff productvtes of ndustry n country H are ϕ H x respectvely. By defnton, and ϕ H a, r H x(ϕ H x ) = σf H x (w H S ) β (w H L ) 1 β (18) π H a(ϕ H a ) = π H x(ϕ H a ) (19) 8

11 hold. From (14), wth regard to arbtrary two productvtes ϕ and ϕ, r d (ϕ ) = (ϕ /ϕ ) σ 1 r d (ϕ ) holds. From ths relatonshp and (18), we have ϕ H x ( = Λ H ϕ H where Λ H τ P H P F )( ) 1 R H fx H σ 1 R F f H (20) That s, as the varable cost of exportng rses and the rato of fxed export costs to fxed producton costs ncreases, export cutoff productvty ncreases compared to zero-proft cutoff productvty. Examnng the relatonshp between domestc and foregn markets, the larger rato of the domestc prce level P H to the foregn prce level P F, and the larger rato of the domestc total wage R H to the foregn total wage R F rase the export cutoff productvty to zero-proft productvty. From (19), the followng relatonshp can be shown: ϕ H a = θ H ϕ H (21) where θ H ( P H P F ){ R H 1 R F (W R F H ) 1 σ τ 1 σ W R F H ( f F + f H a f H (wf S )β (w F L )1 β (w H S )β (w H L ) 1 β W R F H f H x f H )} 1 σ 1 Ths equaton shows the same relatonshp between relatve prce and market sze as equaton (20). Addtonally, when the cost of FDI ncreases relatve to the cost of exportng, the FDI cutoff productvty ncreases relatve to zero-proft cutoff productvty From equaton (21), we can ndcate the followng ponts. Wth regard to the effect of market sze of two countres on FDI, even n case that the dfferental of two countres market sze (the total wages, R H and R F ) s qute large, there are FDI frms n both countres unless θ H s nfnte. In ths regard, our model s closer to the actual tendency of FDI between developed and developng countres than the horzontal FDI model n whch FDI mght not be seen when economc szes of two countres are qute dfferent. Wth regard to the ndustry (or ndustres) where FDI can be seen, t s clear that some frms n the comparatvely advantage and dsadvantaged ndustry n both countres also enter the foregn market va FDI unless θ H s nfnte because equaton (21) holds n both ndustres. To ths extent, our model s closer to the actual tendency of FDI between developed and developng countres than the vertcal FDI model n whch FDI cannot be seen only n comparatve advantage ndustry n one country. 9

12 2.4 Free Entry Condton A frm decdes to enter an ndustry by comparng the expected profts and costs of enterng the market. I assume that frms ext the ndustry at a constant rate δ after entry. where χ H x ) ) = 1 G(ϕ H 1 G(ϕ H a ) φ H = 1 G(ϕ H 1 G(ϕ H ) The expected proft s descrbed as follows: 1 G(ϕ H δ ) χ H (22) (23) ( π H d + χ H π H x + φ H π H a) (24) x ) ) = 1 G(ϕ H 1 G(ϕ H (25) φ H = 1 G(ϕ H (26) 1 G(ϕ H ) are the condtonal probablty of export and FDI after entry, respectvely, and {( ) σ 1 π d H 1 ϕ H = 1} g(ϕ H 1 G(ϕ H ) ϕ H ϕ H )dϕ H f H (ws H ) β (wl H ) 1 β (27) a ) π H x = 1 G(ϕ H a ) G(ϕ H x ) ϕ H a ϕ H x {( ) σ 1 ϕ H 1} g(ϕ H ϕ H )dϕ H fx H (ws H ) β (wl H ) 1 β x (28) {( ) σ 1 ( π a H 1 ϕ H = 1 G(ϕ H a ) ϕ H ϕ H a ( f H (ws H ) β (wl H ) 1 β (W R HF ) σ 1 ϕ H a ϕ H R H R F ) σ 1 } )( P F P H g(ϕ H )dϕ H ) σ 1 {( ) σ 1 ϕ H a + 1} f ϕ H x H (ws H ) β (wl H ) 1 β (29) x 10

13 are the average proft from domestc sales, export and FDI, respectvely. If the expected proft contnues to exceed entry cost, frms contnue to enter the ndustry. Fnally, n equlbrum, the expected proft equals the cost of entry. 1 G(ϕ H δ ) Ths s the free entry condton. ( π H d + χ H π H x + φ H π H a) = f H e (w H S ) β (w H L ) 1 β (30) 2.5 Equlbrum Condton In equlbrum, the sales revenue of goods s equal to consumners expense to the goods n each ndustry of both countres. In country H, the followng equaton holds: R H = α R H M H ( p H d ( ϕ H ) P H +α R F M H φ H M H ) 1 σ + α R F χ H M H ( p H a( ϕ H a ) P H where M H s the number of frms that entered ndustry. The prce ndex n equlbrum s P H = [ M H ( p H x( ϕ H x ) P F ) 1 σ ) 1 σ (31) ] 1 (p H d( ϕ H ))1 σ + χ F M F (τ p F d( ϕ F x ))1 σ + φ F M F p F a( ϕ 1 σ F a )1 σ (32) After FDI s allowed, foregn frms also employ workers n the foregn country. Therefore, n labor market equlbrum the followng equatons hold: S H 1 + S H 2 + S H 1a + S H 2a = S H (33) L H 1 + L H 2 + L H 1a + L H 2a = L H (34) where S H and L H are sklled and unsklled labor employed by domestc frms, and S H a and L H a are sklled and unsklled labor employed by foregn frms. Regardng S H, L H, S H a and L H a, w H S w H L = β 1 1 β 1 L H 1 S H 1 = β 2 1 β 2 L H 2 S H 2 = β 1 1 β 1 L H 1a S H 1a = β 2 1 β 2 L H 2a S H 2a (35) 11

14 holds by cost mnmzaton. Takng entry and FDI nto account, the followng relatonshp holds between S H and Sa. H [{( ) σ 1 ] Sa H = LH a φ F M F θ F = S H L H f M H + f x χ H M 1} f H Λ F x W R F H + (f + f a ) (36) In addton, the revenue of each ndustry s equal to the expense to the producton factors. Hence holds. Ths s the whole model. 19 R H = w H S S H + w H L L H + w F S S F a + w F L L F a (37) 3 Characterstcs of the Equlbrum We cannot have a closed-form n ths model. Therefore, I demonstrate a numercal example n the next secton. However before dong so, I reveal a few characterstcs of the equlbrum of the model. We assume that the FDI cutoff productvty ϕ H a exceeds zero-proft cutoff productvty ϕ H. 20 Then frms wth productvty exceedng ϕ H a enter the foregn market va FDI. Regardng the relatonshp between ϕ H a and ϕ H x, we can put forth the followng proposton: Proposton 1 Other thngs beng equal, the relatonshp between ϕ H x and s decded by (a) export varable cost τ, (b) the dfference between fxed ϕ H a cost of FDI and export f F + fa H fx H, and (c) the wage dfferental of both countres. The larger τ, the smaller f F + fa H fx H s and the larger wage dfference, the smaller s ϕ H a compared to ϕ H x. 19 The number of frms whch enter an ndustry s decded to keep the total number of frms constant. Let Me H be the number of frms to enter nto ndustry. As frms ext the ndustry at a constant rate δ n each perod, then M H e = δm H 1 G(ϕ H ) holds. The total ndustral cost of entry Me Hf e H(wH S (w H )β L s equal to the ndustral )1 β total proft because of (30), and the amount of the total ndustral revenue R H deducted by proft s equal to the payment to labor n the producton sector. 20 When ϕ H a s below ϕ H, all frms that enter an ndustry enter foregn markets by FDI. However we do not consder such a case because t s qute dfferent from the results of emprcal research. 12

15 Proposton 1 s clear from the comparson of Λ H and θ H. That s, f the cost of FDI s less than the cost of exportng, more frms prefer FDI over exportng. ϕ H x > ϕ H a mght hold. 21 Next, regardng ndustral zero-proft cutoff productvty and average productvty, the followng proposton holds: Proposton 2 If FDI s allowed under the condton n whch costly export s possble, the zero-proft cutoff productvty and average productvty rse n each ndustry. 22 In both ndustres, FDI rases the expected revenue from enterng the foregn market. Therefore, more frms enter the foregn market, and competton ntensfes. More ntense competton forces low-productvty frms to ext the market, and both zero-proft cutoff productvty and average productvty rse. Let us compare ndustral shares of FDI frms. We can see whch ndustry has the larger share by lookng at the value of θ H 1 /θ H 2. Under free trade, t becomes 1. If there s no trade (τ s nfnte), θ1 H θ2 H where { = (SL F H ) σ(β1 β2) (f 1 H + fa1)(sl H F H ) 1 β 1 f1x H (SL F H ) (1 β2)(1 σ) (f2 H + f a2 H)(SLF H ) 1 β 2 f H 2x (SL F H ) (1 β 1)(1 σ) SL F H S F / L F S H / L H } 1 σ 1 holds. If the coeffcents of producton, consumpton, FDI fxed cost, and export varable cost are the same n both countres, the rght-hand sde of (38) s decded by σ. Under a normal stuaton n whch σ s from 3 to 4, the value exceeds 1 (Fgure 2). Under costly trade, θ1 H /θ2 H s affected by the rato of prces of each good between the two countres. But f the prce dfference s small, t converges between the free trade economy and autarky, greater than 1. That s, the share of FDI frms n the comparatvely dsadvantaged ndustry s larger than that of the comparatvely advantaged ndustry. In addton, we can pont out the followng proposton from ths equaton: Proposton 3 When prces are gven, θ1 H /θ2 H converges to 1 f (a) The export varable cost τ s smaller. (b) The dfference of sklled labor ntensty (β 1 β 2 ) s smaller. 21 In ths case, by defnton of ϕ H a, all frms wth hgher productvty than ϕ H a enter nto the foregn market by FDI and no frm chooses export. But ths s also qute a departure from the result of emprcal research. 22 The proof of ths property s the same as for Proposton 4. of Bernard et al. (2007). 13 (38)

16 (c) The dfference of rato of factor endowments s smaller (SL F H converges to 1). Ths proposton means that (a) even n a comparatvely advantaged ndustry, frms have an ncentve to nvest n the foregn country when the varable cost of exportng s hgh, and (b) f the factor endowments and technology of both countres become smlar, frms n both ndustres wll make smlar choces regardng FDI and exportng. In the costly trade model of Bernard et al. (2007), the ncrement of the zero-proft cutoff productvty of a comparatvely advantaged ndustry s larger than that of the comparatvely dsadvantaged ndustry ( ϕ H 1 > ϕ H 2, ϕ F 2 > ϕ F 1 ), and the average productvty of a comparatvely advantaged ndustry ncreases than that of comparatvely dsadvantaged ndustry. Such results are proved under the condton that there s no FDI. In ths paper, the same results do not necessarly hold, as we see n the next secton. 4 Numercal Solutons As Bernard et al. (2007) show, we cannot have a closed-form soluton n a two-good and two-factor model of frm heterogenety wth costly trade. Therefore, they show numercal solutons by smulaton. 23 As they dd, I show the results of numercal solutons because the model n ths paper s more complex than them. 4.1 Parameters In my smulaton, the benchmark s Bernard et al. (2007). Therefore, I set the parameters as they dd. The dstrbuton of frms productvty ϕ follows a Pareto dstrbuton, whch s standard n the frm heterogenety models. That s, the dstrbuton functon G(ϕ ) and densty functon dg(ϕ ) are defned as follows: G(ϕ ) = 1 k b ϕ b (39) dg(ϕ ) = bk b ϕ (b+1) (40) 23 In horzontal FDI models, numercal solutons are often used as n Markusen and Venables (1998) and Markusen(2002). 14

17 b(> 0) and k(> 0) are parameters. k ndcates the lowest productvty among enterng frms. Here, I set b = 3.4, k = 0.2. Regardng consumpton, suppose σ s 3.8 (standard) and the parameters of consumpton functon are α 1 = α 2 = 0.5. Cost parameters of export and FDI are set as f e = 2, f = 0.1, and f x = 0.1. The new parameter ncluded n ths study, f a, s set as 0.5. The ext probablty of frm, δ, s These parameters are the same n both countres. As for factor endowments, suppose that S H = 1200, L H = 1000, SF = 1000 and L F = I assume that the endowment of each factor dffers between two countres but the rato of the relatvely abundant factor to the scarce factor s the same. Factor ntensty for each ndustry s set as β 1 = 0.6 and β 2 = 0.4. I also change the value of varable trade cost τ from 1.2 to 2.0 and we can see the effect when trade cost decreases. I set wages symmetrcally, as per Bernard et al. (2007). Ths ndcates that wages of sklled labor n the home country ws H are the same as wages of unsklled labor n the foregn country wl F, and wh L = wf S. I performed smulatons under these parameters and found solutons by usng Dynare Entry and Access to foregn market Frst, I look at the entry to ndustry by frms and access to foregn market. The FDI cutoff productvty of the comparatvely dsadvantaged ndustry exceeds that of the comparatvely advantaged ndustry because prce levels do not dffer sgnfcantly between the two countres, as seen n the precedng secton (Fgure 3). 25 Export cutoff productvty of the comparatvely advantaged ndustry s hgher than that of the comparatvely dsadvantaged ndustry when the degree of trade lberalzaton τ s hgh (for example, n the case of low tarff rates) (Fgure 4). Ths phenomenon, not compatble wth the Hecksher-Ohln model, arses as follows. 24 Dynare s a program for analyzng dynamc stochastc general equlbrum models. Our model s not dynamc, but we can have steady state values of our nonlnear equaton system by usng Dynare. 25 The varables of the comparatvely advantaged (dsadvantaged) ndustry n country H are almost the same as those of the comparatvely advantaged (dsadvantaged) ndustry n country F. Hence, I explan the result of country H only. BK refers to the result of my benchmark, Bernard et al. (2007). 15

18 As we have seen, the comparatvely dsadvantaged ndustry prefers FDI and the comparatvely advantaged ndustry prefers to export. As trade s lberalzed, frms n the comparatvely advantaged ndustry attempt to shft from FDI to exportng. Frms n the comparatvely dsadvantaged ndustry attempt the same maneuver, but less earnestly. The ncrease of export frms n the comparatvely advantaged ndustry has numerous lowerng effects on the prce of comparatvely dsadvantaged ndustry n the mportng country. 26 Hence, n the mportng country, the relatve prce rato of the comparatvely advantaged ndustry ncreases and that of the comparatvely dsadvantaged ndustry decreases. As a result, the export cutoff productvty of the comparatvely advantaged ndustry exceeds that of the comparatvely dsadvantaged ndustry. Zero-proft cutoff productvty of the comparatvely dsadvantaged ndustry also exceeds that of the comparatvely advantaged ndustry when trade s lberal because the ncrease n mports ntensfes competton. There s no wonder that the expected revenue of each ndustry ncreases, compared to the Bernard-Reddng-Schott Benchmark, because of FDI. 4.3 Prce ndex and real factor prce Compared to the Bernard-Reddng-Schott Benchmark case, prce ndexes of each ndustry P1 H and P2 H decrease because FDI ntensfes competton. The noteworthy ponts are (a) P2 H s lower than P1 H when trade s hghly lberalzed, and (b) P1 H declnes as τ rses. The reason for (a) s the ncreased mports by the comparatvely dsadvantaged ndustry (the comparatvely advantaged ndustry n the foregn country). The reason for (b) s the behavor of FDI frms. The explanaton s as follows. When trade s less lberal, both ndustres prefer FDI over exportng, but the comparatvely dsadvantaged ndustry s more proftable because t can employ the abundant factor t uses ntensvely n producton. Therefore, FDI ncreases among frms n the comparatvely dsadvantaged ndustry and drves down the prce ndex of the comparatvely advantaged ndustry n the foregn country. Real factor prces (real wages) W H S w H s (P H 1 ) α 1 (P H 2 ) α 2, W H L w H L (P H 1 ) α 1 (P H 2 ) α 2 26 Prce ndex s decded by (a) the number of domestc, export, and FDI frms and (b) each average prce of the these three categores of frms. 16

19 ncrease more than n the benchmark case because FDI ncreases demand for factors of producton (Fgure 7). It s dfferent from the benchmark that the wage of unsklled labor ncreases as the degree of trade freedom dmnshes. Ths s because less lberal trade prompts more frms n the comparatvely advantaged ndustry (comparatve dsadvantaged ndustry n foregn country) to prefer FDI. 4.4 Number of Frms Greater competton by FDI lowers the number of frms compared to the benchmark case (Fgure 8). The decrease of frms n the comparatvely dsadvantaged ndustry s obvous. Therefore, the number of exportng frms and FDI frms n the comparatvely advantaged ndustry exceeds that of the comparatvely dsadvantaged ndustry regardless of the degree of lberal trade. Note that (a) the number of entry frms decreases n both ndustres, and (b) the number of frms n the comparatvely advantaged ndustry s larger than that n the comparatvely dsadvantaged ndustry. These stuatons are the same as the Bernard-Reddng-Schott Bbenchmark. On the one hand, as trade s lberalzed, the number of exportng frms ncreases because export cutoff productvty decreases. On the other hand, the number of FDI frms decreases because of the ncrease n FDI cutoff productvty. 4.5 Employment The trend of employment s the same as the benchmark case. We see an ncrease n employment for the comparatvely advantaged ndustry and a decrease for the comparatvely dsadvantaged ndustry (Fgure 9). Lookng at the composton of employment by domestc frms and FDI foregn frms, FDI frms n both ndustres reduce employment but FDI frms n the comparatvely advantaged ndustry reduces less. The dfference s explaned by the dfferent tendences toward FDI n both ndustres. Domestc frms n the comparatvely advantaged ndustry ncrease employment as trade s lberalzed. Domestc frms n the comparatvely dsadvantaged ndustry can also ncrease employment because FDI frms reduce ther workforces, manly less abundant unsklled workers n the country. 17

20 4.6 Industral real revenue and Welfare Real revenue of the comparatvely advantaged ndustry RR H R H (P H 1 ) α 1 (P H 2 ) α 2 ncreases because t expands exports after trade s lberalzed (Fgure 10). Real revenue s hgher than the benchmark case because revenue per frm ncreases as the number of frms decreases. By contrast, we cannot post a smple relatonshp between the real revenue of the comparatvely dsadvantaged ndustry and trade lberalzaton. Intensfed competton from FDI prompts more frms to ext the ndustry, depressng real revenue. But the decrease n export cut-off productvty greater than the comparatvely advantaged ndustry makes the number of export frms ncrease. In our numercal example, the latter effect, coupled wth the effect of a decreased prce level, exceeds the former effect. Economc welfare U H s equal to the sum of each ndustry s real revenue, (R H 1 + R H 2 )/(P H 1 ) α 1 (P H 2 ) α We can confrm that FDI ncreases welfare n our case (Fgure 11). 5 Concluson In ths study, I have expanded a recently-developed frm heterogenety model nto a two-goods two-factor model and ntroduced FDI n the model. Then I analyzed the tendences of ndustres to choose exportng or FDI and analyzed the effect of FDI on the economy through numercal examples. The model demonstrates that hghly productve frms tend to prefer FDI whether they are n an ndustry that employs an abundant factor of producton ntensvely or n an ndustry that employs a scarcer factor ntensvely. Ths s the outcome that earler vertcal and horzontal FDI models cannot explan well. In addton, the model demonstrates that frms n the former ndustral category are more lkely to choose FDI, and ths result reflects the actual preference of Japanese frms when buldng busnesses n emergng economes. Accordng to results demonstrated by the model, FDI ncreases competton among frms and rases the real wage and welfare of both countres. 27 Ths relatonshp s ntroduced from the utlty maxmzaton condton. The sum of both ndustres revenue, R H 1 + R H 2, s dstrbuted to P H 1 C H 1 and P H 2 C H 2 at α : 1 α, and we can have the equaton by substtutng the relatonshp. 18

21 On the whole, t s desrable to facltate FDI, but dong so also has negatve consequences; ncreased competton forces low-productvty frms to ext the market, and the number of frms decreases. The ndustry that employs the relatvely abundant factor of producton ntensvely has greater flexblty n choosng exportng or FDI. As expected, frms n such an ndustry export when trade condtons are lberal, and they access foregn markets va FDI when condtons are restrctve. In contrast, frms n the ndustry employng the scarcer factor ntensvely are locked nto FDI because condtons do not favor export. However, these frms can make use of the more abundant factor of producton avalable n the foregn economy. The dfference n tendences of ndustres to choose exportng or FDI affects the ndustres revenue. If trade s lberal, the ndustry employng the more abundant factor ntensvely prefers export over FDI, and the ndustry s real revenue ncreases. The other ndustry also shfts from FDI to exportng, but less ntently. However, the ncrease n number of exportng frms rases the ndustry s real revenue. The ncrease of real revenue n the ndustry employng the scarcer factor ntensvely dffers markedly from results suggested by the models of Heckscher-Ohln and Bernard et al. (2007). FDI by Japanese manufacturers n emergng economes has been actve across sectors. Accordng to results of ths study, t s ratonal for hghproductvty frms to nvest n emergng economes wth lower wages, even f those frms employ unsklled labor ntensvely. In addton, the level of trade restrctons n emergng economes s greater than that n advanced countres, makng t more effectve for Japanese frms to use FDI that to export. Numerous polcy mplcatons emerge from ths research. In partcular, t s mportant for polcymakers to lberalze not only trade but also FDI. In Japan s case, trade lberalzaton benefts ndustres employng sklled labor and hnders ndustres employng unsklled labor. Improvng opportuntes for FDI could reduce the mpact on the latter even though the ext of lowproductvty frms s nevtable. Many emergng economes restrct foregn nvestment to protect ther domestc ndustres. Japan should appeal to ther governments to ease FDI restrctons, especally for ndustres that employ more unsklled workers. From the vewpont of promotng Japanese FDI, t s mport to facltate FDI by frms n ndustres relant on unsklled labor. Sales by Japanese foregn afflates are nearly three tmes larger than exports by Japanese frms. But as recent emprcal research reveals, FDI s common only among a few 19

22 large, hghly productve frms. Snce the cost of enterng foregn markets affects the choce of FDI, polces to reduce ths cost are essental for promotng FDI by frms lackng nformaton about foregn markets. Such polces nclude assstng wth nformaton about foregn markets and foregn countres polces toward FDI and busness rsk. 20

23 References [1] Japan Bank for Internatonal Corporaton. (2009). Report on Japanese Manufacturers Overseas Busness Operatons -FY2009 (the 21st) Survey on Foregn Drect Investment- (n Japanese). [2] Ryuhe Wakasug, Yasuyuk Todo, Htosh Sato, Shuchro Nshoka, Toshyuk Matsuura, Banr Ito and Asyumu Tanaka. (2008). The Internatonalzaton of Japanese Frms: New Fndngs Based on Frm-Level Data. RIETI Dscusson Paper Seres, 08-E-036. [3] Bernard, Andrew B., Stephen J. Reddng and Peter K. Schott. (2007). Comparatve Advantage and Heterogeneous Frms. Revew of Economc Studes, 74: [4] Bernard, Andrew B., Bradford J. Jensen, Stephen J. Reddng and Peter K. Schott. (2007). Frms n Internatonal Trade. Journal of Economc Perspectves, 21(3): [5] Blongen, Bruce A., Ronald B. Daves and Keth Head. (2003). Estmatng the Knowledge-Captal Model of the Multnatonal Enterprse: Comment. Amercan Economc Revew, 93(3): [6] Blongen, Bruce A. (2005). A Revew of the Emprcal Lterature on FDI Determnants. NBER Workng Paper, No [7] Branard, Lael S. (1997). An Emprcal Assessment of the Proxmty- Concentraton Trade-Off Between Multnatonal Sales and Trade. Amercan Economc Revew, 87(4): [8] Carr, Davd L., James R. Markusen, and Keth Maskus. (2001). Estmatng the Knowledge-Captal Model of the Multnatonal Enterprse. Amercan Economc Revew, 91(3): [9] Feenstra, Robert E.(2004). Advanced Internatonal Trade: Prnceton Unversty Press. [10] Hayakawa, Kazunobu and Toshyuk Matsuura. (2009). Complex Vertcal FDI and Frm Heterogenety: Evdence from East Asa. IDE Dscusson Paper, No.211. [11] Helpman, Elhanan. (1984). A Smple Theory of Internatonal Trade wth Multnatonal Corporatons. Journal of Poltcal Economy, 92(3):

24 [12] Helpman, Elhanan. (2006). Trade, FDI and the Organzaton of Frms. Journal of Economc Lterature, 44(3): [13] Helpman, Elhanan, Marc J. Meltz, and Stephan R. Yeaple. (2004). Export versus FDI wth Heterogeneous Frms. Amercan Economc Revew, 94(1): [14] Markusen, James R. and Anthony j. Venables. (1998). Multnatonal Frms and the New Trade Theory. Journal of Internatonal Economcs, 46: [15] Markusen, James R. (2002) Multnatonal Frms and the Theory of Internatonal Trade: MIT Press. [16] Meltz, Marc. J. (2003). The Impact of Trade on Intra-ndustry Reallocatons and Aggregate Industry Productvty. Econometrca, 71(6): [17] Todo Yasuyuk. (2009). Quanttatve Evaluaton of Determnants of Export and FDI: Frm-level evdence from Japan. RIETI Dscusson Paper Seres, 09-E

25 23

26 24

27 25

28 26

29 27

30 28

31 29

32 30

33 31

34 32

35 33

Problem Set 3. 1 Offshoring as a Rybzcynski Effect. Economics 245 Fall 2011 International Trade

Problem Set 3. 1 Offshoring as a Rybzcynski Effect. Economics 245 Fall 2011 International Trade Due: Thu, December 1, 2011 Instructor: Marc-Andreas Muendler E-mal: muendler@ucsd.edu Economcs 245 Fall 2011 Internatonal Trade Problem Set 3 November 15, 2011 1 Offshorng as a Rybzcynsk Effect There are

More information

A NOTE ON CES FUNCTIONS Drago Bergholt, BI Norwegian Business School 2011

A NOTE ON CES FUNCTIONS Drago Bergholt, BI Norwegian Business School 2011 A NOTE ON CES FUNCTIONS Drago Bergholt, BI Norwegan Busness School 2011 Functons featurng constant elastcty of substtuton CES are wdely used n appled economcs and fnance. In ths note, I do two thngs. Frst,

More information

Productivity and Reallocation

Productivity and Reallocation Productvty and Reallocaton Motvaton Recent studes hghlght role of reallocaton for productvty growth. Market economes exhbt: Large pace of output and nput reallocaton wth substantal role for entry/ext.

More information

Comparative Advantage and Optimal Trade Taxes

Comparative Advantage and Optimal Trade Taxes Comparatve Advantage and Optmal Trade Taxes Arnaud Costnot (MIT), Dave Donaldson (MIT), Jonathan Vogel (Columba) and Iván Wernng (MIT) June 2014 Motvaton Two central questons... 1. Why do natons trade?

More information

General Purpose Technologies (GPTs) and their Relevance to ICTs; Trade 4/3/2009 & Growth Implications by Iordanis Petsas

General Purpose Technologies (GPTs) and their Relevance to ICTs; Trade 4/3/2009 & Growth Implications by Iordanis Petsas General Purpose Technologes (GPTs and ther Relevance to ICTs; Trade and Growth Implcatons Presented at CITI, Columba Busness School March 2009 By Unversty of Scranton and Baruch College (CUNY Introducton

More information

Market structure and Innovation

Market structure and Innovation Market structure and Innovaton Ths presentaton s based on the paper Market structure and Innovaton authored by Glenn C. Loury, publshed n The Quarterly Journal of Economcs, Vol. 93, No.3 ( Aug 1979) I.

More information

Bilateral Trade Flows and Nontraded Goods

Bilateral Trade Flows and Nontraded Goods The Emprcal Economcs Letters, 7(5): (May 008) ISSN 1681 8997 Blateral Trade Flows and Nontraded Goods Yh-mng Ln Department of Appled Economcs, Natonal Chay Unversty. 580 Snmn Road, Chay, 600, Tawan Emal:

More information

Online Appendix. t=1 (p t w)q t. Then the first order condition shows that

Online Appendix. t=1 (p t w)q t. Then the first order condition shows that Artcle forthcomng to ; manuscrpt no (Please, provde the manuscrpt number!) 1 Onlne Appendx Appendx E: Proofs Proof of Proposton 1 Frst we derve the equlbrum when the manufacturer does not vertcally ntegrate

More information

k t+1 + c t A t k t, t=0

k t+1 + c t A t k t, t=0 Macro II (UC3M, MA/PhD Econ) Professor: Matthas Kredler Fnal Exam 6 May 208 You have 50 mnutes to complete the exam There are 80 ponts n total The exam has 4 pages If somethng n the queston s unclear,

More information

Welfare Properties of General Equilibrium. What can be said about optimality properties of resource allocation implied by general equilibrium?

Welfare Properties of General Equilibrium. What can be said about optimality properties of resource allocation implied by general equilibrium? APPLIED WELFARE ECONOMICS AND POLICY ANALYSIS Welfare Propertes of General Equlbrum What can be sad about optmalty propertes of resource allocaton mpled by general equlbrum? Any crteron used to compare

More information

COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS

COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS Avalable onlne at http://sck.org J. Math. Comput. Sc. 3 (3), No., 6-3 ISSN: 97-537 COMPARISON OF SOME RELIABILITY CHARACTERISTICS BETWEEN REDUNDANT SYSTEMS REQUIRING SUPPORTING UNITS FOR THEIR OPERATIONS

More information

Credit Card Pricing and Impact of Adverse Selection

Credit Card Pricing and Impact of Adverse Selection Credt Card Prcng and Impact of Adverse Selecton Bo Huang and Lyn C. Thomas Unversty of Southampton Contents Background Aucton model of credt card solctaton - Errors n probablty of beng Good - Errors n

More information

UNR Joint Economics Working Paper Series Working Paper No Further Analysis of the Zipf Law: Does the Rank-Size Rule Really Exist?

UNR Joint Economics Working Paper Series Working Paper No Further Analysis of the Zipf Law: Does the Rank-Size Rule Really Exist? UNR Jont Economcs Workng Paper Seres Workng Paper No. 08-005 Further Analyss of the Zpf Law: Does the Rank-Sze Rule Really Exst? Fungsa Nota and Shunfeng Song Department of Economcs /030 Unversty of Nevada,

More information

Technology and the law of comparative advantage

Technology and the law of comparative advantage Technology and the law of comparatve advantage Antono Navas The Unversty of Sheff eld PRELIMINARY AND INCOMPLETE. August 7, 2014 Abstract Ths paper explores how trade openness affects both product and

More information

International Macroeconomics #4 Pricing to market

International Macroeconomics #4 Pricing to market Internatonal Macroeconomcs #4 rcng to market. rologue: Marshall-Lerner-Robnson 2. Incomplete pass-through n a smple olgopolstc model 3. TM n monopolstc competton Bénassy-Quéré - Internatonal Macroeconomcs

More information

Basically, if you have a dummy dependent variable you will be estimating a probability.

Basically, if you have a dummy dependent variable you will be estimating a probability. ECON 497: Lecture Notes 13 Page 1 of 1 Metropoltan State Unversty ECON 497: Research and Forecastng Lecture Notes 13 Dummy Dependent Varable Technques Studenmund Chapter 13 Bascally, f you have a dummy

More information

Economics 2450A: Public Economics Section 10: Education Policies and Simpler Theory of Capital Taxation

Economics 2450A: Public Economics Section 10: Education Policies and Simpler Theory of Capital Taxation Economcs 2450A: Publc Economcs Secton 10: Educaton Polces and Smpler Theory of Captal Taxaton Matteo Parads November 14, 2016 In ths secton we study educaton polces n a smplfed verson of framework analyzed

More information

3.2. Cournot Model Cournot Model

3.2. Cournot Model Cournot Model Matlde Machado Assumptons: All frms produce an homogenous product The market prce s therefore the result of the total supply (same prce for all frms) Frms decde smultaneously how much to produce Quantty

More information

Simulated Power of the Discrete Cramér-von Mises Goodness-of-Fit Tests

Simulated Power of the Discrete Cramér-von Mises Goodness-of-Fit Tests Smulated of the Cramér-von Mses Goodness-of-Ft Tests Steele, M., Chaselng, J. and 3 Hurst, C. School of Mathematcal and Physcal Scences, James Cook Unversty, Australan School of Envronmental Studes, Grffth

More information

Winter 2008 CS567 Stochastic Linear/Integer Programming Guest Lecturer: Xu, Huan

Winter 2008 CS567 Stochastic Linear/Integer Programming Guest Lecturer: Xu, Huan Wnter 2008 CS567 Stochastc Lnear/Integer Programmng Guest Lecturer: Xu, Huan Class 2: More Modelng Examples 1 Capacty Expanson Capacty expanson models optmal choces of the tmng and levels of nvestments

More information

Online Appendix: Reciprocity with Many Goods

Online Appendix: Reciprocity with Many Goods T D T A : O A Kyle Bagwell Stanford Unversty and NBER Robert W. Stager Dartmouth College and NBER March 2016 Abstract Ths onlne Appendx extends to a many-good settng the man features of recprocty emphaszed

More information

Economics 101. Lecture 4 - Equilibrium and Efficiency

Economics 101. Lecture 4 - Equilibrium and Efficiency Economcs 0 Lecture 4 - Equlbrum and Effcency Intro As dscussed n the prevous lecture, we wll now move from an envronment where we looed at consumers mang decsons n solaton to analyzng economes full of

More information

Environmental taxation: Privatization with Different Public Firm s Objective Functions

Environmental taxation: Privatization with Different Public Firm s Objective Functions Appl. Math. Inf. Sc. 0 No. 5 657-66 (06) 657 Appled Mathematcs & Informaton Scences An Internatonal Journal http://dx.do.org/0.8576/ams/00503 Envronmental taxaton: Prvatzaton wth Dfferent Publc Frm s Objectve

More information

A Model of Trade with Quality Choice. Robert Feenstra (UC Davis) and John Romalis (University of Chicago GSB) Draft: July 12, 2006

A Model of Trade with Quality Choice. Robert Feenstra (UC Davis) and John Romalis (University of Chicago GSB) Draft: July 12, 2006 A Model of Trade wth Qualty Choce. Robert Feenstra (UC Davs) and John Romals (Unversty of Chcago GSB) Draft: July 2, 2006 Very Prelmnary - Do ot Quote Results Rcher countres supply and demand hgher-qualty

More information

The Value of Demand Postponement under Demand Uncertainty

The Value of Demand Postponement under Demand Uncertainty Recent Researches n Appled Mathematcs, Smulaton and Modellng The Value of emand Postponement under emand Uncertanty Rawee Suwandechocha Abstract Resource or capacty nvestment has a hgh mpact on the frm

More information

Psychology 282 Lecture #24 Outline Regression Diagnostics: Outliers

Psychology 282 Lecture #24 Outline Regression Diagnostics: Outliers Psychology 282 Lecture #24 Outlne Regresson Dagnostcs: Outlers In an earler lecture we studed the statstcal assumptons underlyng the regresson model, ncludng the followng ponts: Formal statement of assumptons.

More information

Endogenous timing in a mixed oligopoly consisting of a single public firm and foreign competitors. Abstract

Endogenous timing in a mixed oligopoly consisting of a single public firm and foreign competitors. Abstract Endogenous tmng n a mxed olgopoly consstng o a sngle publc rm and oregn compettors Yuanzhu Lu Chna Economcs and Management Academy, Central Unversty o Fnance and Economcs Abstract We nvestgate endogenous

More information

In the figure below, the point d indicates the location of the consumer that is under competition. Transportation costs are given by td.

In the figure below, the point d indicates the location of the consumer that is under competition. Transportation costs are given by td. UC Berkeley Economcs 11 Sprng 006 Prof. Joseph Farrell / GSI: Jenny Shanefelter Problem Set # - Suggested Solutons. 1.. In ths problem, we are extendng the usual Hotellng lne so that now t runs from [-a,

More information

2016 Wiley. Study Session 2: Ethical and Professional Standards Application

2016 Wiley. Study Session 2: Ethical and Professional Standards Application 6 Wley Study Sesson : Ethcal and Professonal Standards Applcaton LESSON : CORRECTION ANALYSIS Readng 9: Correlaton and Regresson LOS 9a: Calculate and nterpret a sample covarance and a sample correlaton

More information

Assessment of Site Amplification Effect from Input Energy Spectra of Strong Ground Motion

Assessment of Site Amplification Effect from Input Energy Spectra of Strong Ground Motion Assessment of Ste Amplfcaton Effect from Input Energy Spectra of Strong Ground Moton M.S. Gong & L.L Xe Key Laboratory of Earthquake Engneerng and Engneerng Vbraton,Insttute of Engneerng Mechancs, CEA,

More information

Chapter 3 Describing Data Using Numerical Measures

Chapter 3 Describing Data Using Numerical Measures Chapter 3 Student Lecture Notes 3-1 Chapter 3 Descrbng Data Usng Numercal Measures Fall 2006 Fundamentals of Busness Statstcs 1 Chapter Goals To establsh the usefulness of summary measures of data. The

More information

Econ107 Applied Econometrics Topic 3: Classical Model (Studenmund, Chapter 4)

Econ107 Applied Econometrics Topic 3: Classical Model (Studenmund, Chapter 4) I. Classcal Assumptons Econ7 Appled Econometrcs Topc 3: Classcal Model (Studenmund, Chapter 4) We have defned OLS and studed some algebrac propertes of OLS. In ths topc we wll study statstcal propertes

More information

Mixed Taxation and Production Efficiency

Mixed Taxation and Production Efficiency Floran Scheuer 2/23/2016 Mxed Taxaton and Producton Effcency 1 Overvew 1. Unform commodty taxaton under non-lnear ncome taxaton Atknson-Stgltz (JPubE 1976) Theorem Applcaton to captal taxaton 2. Unform

More information

Perfect Competition and the Nash Bargaining Solution

Perfect Competition and the Nash Bargaining Solution Perfect Competton and the Nash Barganng Soluton Renhard John Department of Economcs Unversty of Bonn Adenauerallee 24-42 53113 Bonn, Germany emal: rohn@un-bonn.de May 2005 Abstract For a lnear exchange

More information

TREND OF POVERTY INTENSITY IN IRAN

TREND OF POVERTY INTENSITY IN IRAN www.arpapress.com/volumes/vol4issue/ijrras_4.pdf TREND OF POVERTY INTENSITY IN IRAN 99-200 F. Bagher & M.S. Avazalpour 2 Statstcal Research and Tranng Centre, Tehran, Iran 2 Statstcal Research and Tranng

More information

Midterm Examination. Regression and Forecasting Models

Midterm Examination. Regression and Forecasting Models IOMS Department Regresson and Forecastng Models Professor Wllam Greene Phone: 22.998.0876 Offce: KMC 7-90 Home page: people.stern.nyu.edu/wgreene Emal: wgreene@stern.nyu.edu Course web page: people.stern.nyu.edu/wgreene/regresson/outlne.htm

More information

Analysis of the Magnetomotive Force of a Three-Phase Winding with Concentrated Coils and Different Symmetry Features

Analysis of the Magnetomotive Force of a Three-Phase Winding with Concentrated Coils and Different Symmetry Features Analyss of the Magnetomotve Force of a Three-Phase Wndng wth Concentrated Cols and Dfferent Symmetry Features Deter Gerlng Unversty of Federal Defense Munch, Neubberg, 85579, Germany Emal: Deter.Gerlng@unbw.de

More information

Testing for seasonal unit roots in heterogeneous panels

Testing for seasonal unit roots in heterogeneous panels Testng for seasonal unt roots n heterogeneous panels Jesus Otero * Facultad de Economía Unversdad del Rosaro, Colomba Jeremy Smth Department of Economcs Unversty of arwck Monca Gulett Aston Busness School

More information

Available online Journal of Chemical and Pharmaceutical Research, 2014, 6(5): Research Article

Available online   Journal of Chemical and Pharmaceutical Research, 2014, 6(5): Research Article Avalable onlne www.ocpr.com Journal of Chemcal and Pharmaceutcal Research 4 6(5):7-76 Research Artcle ISSN : 975-7384 CODEN(USA) : JCPRC5 Stud on relatonshp between nvestment n scence and technolog and

More information

Protection for Sale with Heterogeneous Interests within Industries

Protection for Sale with Heterogeneous Interests within Industries Protecton for Sale wth Heterogeneous Interests wthn Industres Pao-L Chang School of Economcs and Socal Scences Sngapore Management Unversty Gerald Wllmann Department of Economcs Unversty of Kel, Germany

More information

Allocative Efficiency Measurement with Endogenous Prices

Allocative Efficiency Measurement with Endogenous Prices Allocatve Effcency Measurement wth Endogenous Prces Andrew L. Johnson Texas A&M Unversty John Ruggero Unversty of Dayton December 29, 200 Abstract In the nonparametrc measurement of allocatve effcency,

More information

Copyright (C) 2008 David K. Levine This document is an open textbook; you can redistribute it and/or modify it under the terms of the Creative

Copyright (C) 2008 David K. Levine This document is an open textbook; you can redistribute it and/or modify it under the terms of the Creative Copyrght (C) 008 Davd K. Levne Ths document s an open textbook; you can redstrbute t and/or modfy t under the terms of the Creatve Commons Attrbuton Lcense. Compettve Equlbrum wth Pure Exchange n traders

More information

Globalization and Firm Level Adjustment with Imperfect Labor Markets *

Globalization and Firm Level Adjustment with Imperfect Labor Markets * Globalzaton and Frm evel Adjustment wth Imperfect abor arkets by Carl Davdson 1,2, Steven J. atusz 1,2 and Andre Shevchenko 1 1 Department of Economcs, chgan State Unversty 2 GEP, Unversty of Nottngham

More information

2E Pattern Recognition Solutions to Introduction to Pattern Recognition, Chapter 2: Bayesian pattern classification

2E Pattern Recognition Solutions to Introduction to Pattern Recognition, Chapter 2: Bayesian pattern classification E395 - Pattern Recognton Solutons to Introducton to Pattern Recognton, Chapter : Bayesan pattern classfcaton Preface Ths document s a soluton manual for selected exercses from Introducton to Pattern Recognton

More information

Idiosyncratic Investment (or Entrepreneurial) Risk in a Neoclassical Growth Model. George-Marios Angeletos. MIT and NBER

Idiosyncratic Investment (or Entrepreneurial) Risk in a Neoclassical Growth Model. George-Marios Angeletos. MIT and NBER Idosyncratc Investment (or Entrepreneural) Rsk n a Neoclasscal Growth Model George-Maros Angeletos MIT and NBER Motvaton emprcal mportance of entrepreneural or captal-ncome rsk ˆ prvate busnesses account

More information

Norm Bounds for a Transformed Activity Level. Vector in Sraffian Systems: A Dual Exercise

Norm Bounds for a Transformed Activity Level. Vector in Sraffian Systems: A Dual Exercise ppled Mathematcal Scences, Vol. 4, 200, no. 60, 2955-296 Norm Bounds for a ransformed ctvty Level Vector n Sraffan Systems: Dual Exercse Nkolaos Rodousaks Department of Publc dmnstraton, Panteon Unversty

More information

Theory Appendix for Market Penetration Costs and the New Consumers Margin in International Trade

Theory Appendix for Market Penetration Costs and the New Consumers Margin in International Trade Theory Appendx for Market Penetraton Costs and the New Consumers Margn n Internatonal Trade Costas Arkolaks y Yale Unversty, Federal Reserve Bank of Mnneapols, and NBER October 00 Abstract Ths s an onlne

More information

LINEAR REGRESSION ANALYSIS. MODULE VIII Lecture Indicator Variables

LINEAR REGRESSION ANALYSIS. MODULE VIII Lecture Indicator Variables LINEAR REGRESSION ANALYSIS MODULE VIII Lecture - 7 Indcator Varables Dr. Shalabh Department of Maematcs and Statstcs Indan Insttute of Technology Kanpur Indcator varables versus quanttatve explanatory

More information

Chapter 13: Multiple Regression

Chapter 13: Multiple Regression Chapter 13: Multple Regresson 13.1 Developng the multple-regresson Model The general model can be descrbed as: It smplfes for two ndependent varables: The sample ft parameter b 0, b 1, and b are used to

More information

x i1 =1 for all i (the constant ).

x i1 =1 for all i (the constant ). Chapter 5 The Multple Regresson Model Consder an economc model where the dependent varable s a functon of K explanatory varables. The economc model has the form: y = f ( x,x,..., ) xk Approxmate ths by

More information

Statistics II Final Exam 26/6/18

Statistics II Final Exam 26/6/18 Statstcs II Fnal Exam 26/6/18 Academc Year 2017/18 Solutons Exam duraton: 2 h 30 mn 1. (3 ponts) A town hall s conductng a study to determne the amount of leftover food produced by the restaurants n the

More information

Hila Etzion. Min-Seok Pang

Hila Etzion. Min-Seok Pang RESERCH RTICLE COPLEENTRY ONLINE SERVICES IN COPETITIVE RKETS: INTINING PROFITILITY IN THE PRESENCE OF NETWORK EFFECTS Hla Etzon Department of Technology and Operatons, Stephen. Ross School of usness,

More information

/ n ) are compared. The logic is: if the two

/ n ) are compared. The logic is: if the two STAT C141, Sprng 2005 Lecture 13 Two sample tests One sample tests: examples of goodness of ft tests, where we are testng whether our data supports predctons. Two sample tests: called as tests of ndependence

More information

Limited Dependent Variables

Limited Dependent Variables Lmted Dependent Varables. What f the left-hand sde varable s not a contnuous thng spread from mnus nfnty to plus nfnty? That s, gven a model = f (, β, ε, where a. s bounded below at zero, such as wages

More information

Difference Equations

Difference Equations Dfference Equatons c Jan Vrbk 1 Bascs Suppose a sequence of numbers, say a 0,a 1,a,a 3,... s defned by a certan general relatonshp between, say, three consecutve values of the sequence, e.g. a + +3a +1

More information

Portfolios with Trading Constraints and Payout Restrictions

Portfolios with Trading Constraints and Payout Restrictions Portfolos wth Tradng Constrants and Payout Restrctons John R. Brge Northwestern Unversty (ont wor wth Chrs Donohue Xaodong Xu and Gongyun Zhao) 1 General Problem (Very) long-term nvestor (eample: unversty

More information

Constant Best-Response Functions: Interpreting Cournot

Constant Best-Response Functions: Interpreting Cournot Internatonal Journal of Busness and Economcs, 009, Vol. 8, No., -6 Constant Best-Response Functons: Interpretng Cournot Zvan Forshner Department of Economcs, Unversty of Hafa, Israel Oz Shy * Research

More information

Let p z be the price of z and p 1 and p 2 be the prices of the goods making up y. In general there is no problem in grouping goods.

Let p z be the price of z and p 1 and p 2 be the prices of the goods making up y. In general there is no problem in grouping goods. Economcs 90 Prce Theory ON THE QUESTION OF SEPARABILITY What we would lke to be able to do s estmate demand curves by segmentng consumers purchases nto groups. In one applcaton, we aggregate purchases

More information

Department of Quantitative Methods & Information Systems. Time Series and Their Components QMIS 320. Chapter 6

Department of Quantitative Methods & Information Systems. Time Series and Their Components QMIS 320. Chapter 6 Department of Quanttatve Methods & Informaton Systems Tme Seres and Ther Components QMIS 30 Chapter 6 Fall 00 Dr. Mohammad Zanal These sldes were modfed from ther orgnal source for educatonal purpose only.

More information

Module 9. Lecture 6. Duality in Assignment Problems

Module 9. Lecture 6. Duality in Assignment Problems Module 9 1 Lecture 6 Dualty n Assgnment Problems In ths lecture we attempt to answer few other mportant questons posed n earler lecture for (AP) and see how some of them can be explaned through the concept

More information

Supporting Materials for: Two Monetary Models with Alternating Markets

Supporting Materials for: Two Monetary Models with Alternating Markets Supportng Materals for: Two Monetary Models wth Alternatng Markets Gabrele Camera Chapman Unversty Unversty of Basel YL Chen Federal Reserve Bank of St. Lous 1 Optmal choces n the CIA model On date t,

More information

ANSWERS. Problem 1. and the moment generating function (mgf) by. defined for any real t. Use this to show that E( U) var( U)

ANSWERS. Problem 1. and the moment generating function (mgf) by. defined for any real t. Use this to show that E( U) var( U) Econ 413 Exam 13 H ANSWERS Settet er nndelt 9 deloppgaver, A,B,C, som alle anbefales å telle lkt for å gøre det ltt lettere å stå. Svar er gtt . Unfortunately, there s a prntng error n the hnt of

More information

Statistics for Economics & Business

Statistics for Economics & Business Statstcs for Economcs & Busness Smple Lnear Regresson Learnng Objectves In ths chapter, you learn: How to use regresson analyss to predct the value of a dependent varable based on an ndependent varable

More information

FREQUENCY DISTRIBUTIONS Page 1 of The idea of a frequency distribution for sets of observations will be introduced,

FREQUENCY DISTRIBUTIONS Page 1 of The idea of a frequency distribution for sets of observations will be introduced, FREQUENCY DISTRIBUTIONS Page 1 of 6 I. Introducton 1. The dea of a frequency dstrbuton for sets of observatons wll be ntroduced, together wth some of the mechancs for constructng dstrbutons of data. Then

More information

Protection as insurance: Risk aversion, terms of trade uncertainty and optimal trade policy

Protection as insurance: Risk aversion, terms of trade uncertainty and optimal trade policy Protecton as nsurance: Rsk averson, terms of trade uncertanty and optmal trade polcy Ton Glaser KU Leuven Gerald Wllmann KU Leuven August 5, 202 We propose a model n whch producers and consumers face uncertanty

More information

Price competition with capacity constraints. Consumers are rationed at the low-price firm. But who are the rationed ones?

Price competition with capacity constraints. Consumers are rationed at the low-price firm. But who are the rationed ones? Prce competton wth capacty constrants Consumers are ratoned at the low-prce frm. But who are the ratoned ones? As before: two frms; homogeneous goods. Effcent ratonng If p < p and q < D(p ), then the resdual

More information

On the correction of the h-index for career length

On the correction of the h-index for career length 1 On the correcton of the h-ndex for career length by L. Egghe Unverstet Hasselt (UHasselt), Campus Depenbeek, Agoralaan, B-3590 Depenbeek, Belgum 1 and Unverstet Antwerpen (UA), IBW, Stadscampus, Venusstraat

More information

Supporting Information for: Two Monetary Models with Alternating Markets

Supporting Information for: Two Monetary Models with Alternating Markets Supportng Informaton for: Two Monetary Models wth Alternatng Markets Gabrele Camera Chapman Unversty & Unversty of Basel YL Chen St. Lous Fed November 2015 1 Optmal choces n the CIA model On date t, gven

More information

Conjectures in Cournot Duopoly under Cost Uncertainty

Conjectures in Cournot Duopoly under Cost Uncertainty Conjectures n Cournot Duopoly under Cost Uncertanty Suyeol Ryu and Iltae Km * Ths paper presents a Cournot duopoly model based on a condton when frms are facng cost uncertanty under rsk neutralty and rsk

More information

A Robust Method for Calculating the Correlation Coefficient

A Robust Method for Calculating the Correlation Coefficient A Robust Method for Calculatng the Correlaton Coeffcent E.B. Nven and C. V. Deutsch Relatonshps between prmary and secondary data are frequently quantfed usng the correlaton coeffcent; however, the tradtonal

More information

The Order Relation and Trace Inequalities for. Hermitian Operators

The Order Relation and Trace Inequalities for. Hermitian Operators Internatonal Mathematcal Forum, Vol 3, 08, no, 507-57 HIKARI Ltd, wwwm-hkarcom https://doorg/0988/mf088055 The Order Relaton and Trace Inequaltes for Hermtan Operators Y Huang School of Informaton Scence

More information

Chapter 8 Indicator Variables

Chapter 8 Indicator Variables Chapter 8 Indcator Varables In general, e explanatory varables n any regresson analyss are assumed to be quanttatve n nature. For example, e varables lke temperature, dstance, age etc. are quanttatve n

More information

NUMERICAL DIFFERENTIATION

NUMERICAL DIFFERENTIATION NUMERICAL DIFFERENTIATION 1 Introducton Dfferentaton s a method to compute the rate at whch a dependent output y changes wth respect to the change n the ndependent nput x. Ths rate of change s called the

More information

1 The Sidrauski model

1 The Sidrauski model The Sdrausk model There are many ways to brng money nto the macroeconomc debate. Among the fundamental ssues n economcs the treatment of money s probably the LESS satsfactory and there s very lttle agreement

More information

LINEAR REGRESSION ANALYSIS. MODULE IX Lecture Multicollinearity

LINEAR REGRESSION ANALYSIS. MODULE IX Lecture Multicollinearity LINEAR REGRESSION ANALYSIS MODULE IX Lecture - 30 Multcollnearty Dr. Shalabh Department of Mathematcs and Statstcs Indan Insttute of Technology Kanpur 2 Remedes for multcollnearty Varous technques have

More information

This column is a continuation of our previous column

This column is a continuation of our previous column Comparson of Goodness of Ft Statstcs for Lnear Regresson, Part II The authors contnue ther dscusson of the correlaton coeffcent n developng a calbraton for quanttatve analyss. Jerome Workman Jr. and Howard

More information

Gravity Models: Theoretical Foundations and estimation issues. Workshop for Trade Research

Gravity Models: Theoretical Foundations and estimation issues. Workshop for Trade Research Gravty Models: Theoretcal Foundatons and estmaton ssues 6 th ARTNet Capacty Buldng Workshop for Trade Research Ventane, 21 June 2010 Outlne Theoretcal foundatons Addng up and equlbrum condtons Dervng gravty

More information

Bayesian predictive Configural Frequency Analysis

Bayesian predictive Configural Frequency Analysis Psychologcal Test and Assessment Modelng, Volume 54, 2012 (3), 285-292 Bayesan predctve Confgural Frequency Analyss Eduardo Gutérrez-Peña 1 Abstract Confgural Frequency Analyss s a method for cell-wse

More information

Price Discrimination of Digital Content

Price Discrimination of Digital Content Prce Dscrmnaton of Dgtal Content Prce Dscrmnaton of Dgtal Content Koj Domon Faculty of Socal Scences, Waseda Unversty -6- Nshwaseda, Shnjuku-ku, Tokyo 69-8050, Japan Tel/Fax: +8 3 5286-45, E-mal: domon@waseda.jp

More information

(1 ) (1 ) 0 (1 ) (1 ) 0

(1 ) (1 ) 0 (1 ) (1 ) 0 Appendx A Appendx A contans proofs for resubmsson "Contractng Informaton Securty n the Presence of Double oral Hazard" Proof of Lemma 1: Assume that, to the contrary, BS efforts are achevable under a blateral

More information

Temperature. Chapter Heat Engine

Temperature. Chapter Heat Engine Chapter 3 Temperature In prevous chapters of these notes we ntroduced the Prncple of Maxmum ntropy as a technque for estmatng probablty dstrbutons consstent wth constrants. In Chapter 9 we dscussed the

More information

Supplementary Notes for Chapter 9 Mixture Thermodynamics

Supplementary Notes for Chapter 9 Mixture Thermodynamics Supplementary Notes for Chapter 9 Mxture Thermodynamcs Key ponts Nne major topcs of Chapter 9 are revewed below: 1. Notaton and operatonal equatons for mxtures 2. PVTN EOSs for mxtures 3. General effects

More information

See Book Chapter 11 2 nd Edition (Chapter 10 1 st Edition)

See Book Chapter 11 2 nd Edition (Chapter 10 1 st Edition) Count Data Models See Book Chapter 11 2 nd Edton (Chapter 10 1 st Edton) Count data consst of non-negatve nteger values Examples: number of drver route changes per week, the number of trp departure changes

More information

Dr. Shalabh Department of Mathematics and Statistics Indian Institute of Technology Kanpur

Dr. Shalabh Department of Mathematics and Statistics Indian Institute of Technology Kanpur Analyss of Varance and Desgn of Exerments-I MODULE III LECTURE - 2 EXPERIMENTAL DESIGN MODELS Dr. Shalabh Deartment of Mathematcs and Statstcs Indan Insttute of Technology Kanur 2 We consder the models

More information

The Granular Origins of Aggregate Fluctuations : Supplementary Material

The Granular Origins of Aggregate Fluctuations : Supplementary Material The Granular Orgns of Aggregate Fluctuatons : Supplementary Materal Xaver Gabax October 12, 2010 Ths onlne appendx ( presents some addtonal emprcal robustness checks ( descrbes some econometrc complements

More information

The Gains from Input Trade in Firm-Based Models of Importing by Joaquin Blaum, Claire Lelarge and Michael Peters

The Gains from Input Trade in Firm-Based Models of Importing by Joaquin Blaum, Claire Lelarge and Michael Peters The Gans from Input Trade n Frm-Based Models of Importng by Joaqun Blaum, Clare Lelarge and Mchael Peters Onlne Appendx Not for Publcaton Ths Appendx contans the followng addtonal results and materal:.

More information

Notes on Kehoe Perri, Econometrica 2002

Notes on Kehoe Perri, Econometrica 2002 Notes on Kehoe Perr, Econometrca 2002 Jonathan Heathcote November 2nd 2005 There s nothng n these notes that s not n Kehoe Perr NBER Workng Paper 7820 or Kehoe and Perr Econometrca 2002. However, I have

More information

A Cournot-Stackelberg Advertising Duopoly Derived From A Cobb-Douglas Utility Function

A Cournot-Stackelberg Advertising Duopoly Derived From A Cobb-Douglas Utility Function MDEF Workshop 01, Urbno, 0- September A Cournot-Stackelberg Advertsng Duopoly Derved From A Cobb-Douglas Utlty Functon Alna Ghrvu * and Tönu Puu** *Faculty of Economc Studes and Busness Admnstraton, Babeş-

More information

A Particle Filter Algorithm based on Mixing of Prior probability density and UKF as Generate Importance Function

A Particle Filter Algorithm based on Mixing of Prior probability density and UKF as Generate Importance Function Advanced Scence and Technology Letters, pp.83-87 http://dx.do.org/10.14257/astl.2014.53.20 A Partcle Flter Algorthm based on Mxng of Pror probablty densty and UKF as Generate Importance Functon Lu Lu 1,1,

More information

Department of Statistics University of Toronto STA305H1S / 1004 HS Design and Analysis of Experiments Term Test - Winter Solution

Department of Statistics University of Toronto STA305H1S / 1004 HS Design and Analysis of Experiments Term Test - Winter Solution Department of Statstcs Unversty of Toronto STA35HS / HS Desgn and Analyss of Experments Term Test - Wnter - Soluton February, Last Name: Frst Name: Student Number: Instructons: Tme: hours. Ads: a non-programmable

More information

Household Size, Economies of Scale and Public Goods in Consumption: A Proposal to resolve the Food Share Paradox

Household Size, Economies of Scale and Public Goods in Consumption: A Proposal to resolve the Food Share Paradox 1 Household Sze, Economes of Scale and Publc Goods n Consumpton: A Proposal to resolve the Food Share Paradox Ferdoon Kooh-Kamal 2014* ferdoon.kooh@emory.edu, Department of Economcs, Emory Unversty 1602

More information

Economics 8105 Macroeconomic Theory Recitation 1

Economics 8105 Macroeconomic Theory Recitation 1 Economcs 8105 Macroeconomc Theory Rectaton 1 Outlne: Conor Ryan September 6th, 2016 Adapted From Anh Thu (Monca) Tran Xuan s Notes Last Updated September 20th, 2016 Dynamc Economc Envronment Arrow-Debreu

More information

Statistical Hypothesis Testing for Returns to Scale Using Data Envelopment Analysis

Statistical Hypothesis Testing for Returns to Scale Using Data Envelopment Analysis Statstcal Hypothess Testng for Returns to Scale Usng Data nvelopment nalyss M. ukushge a and I. Myara b a Graduate School of conomcs, Osaka Unversty, Osaka 560-0043, apan (mfuku@econ.osaka-u.ac.p) b Graduate

More information

An (almost) unbiased estimator for the S-Gini index

An (almost) unbiased estimator for the S-Gini index An (almost unbased estmator for the S-Gn ndex Thomas Demuynck February 25, 2009 Abstract Ths note provdes an unbased estmator for the absolute S-Gn and an almost unbased estmator for the relatve S-Gn for

More information

Lecture Notes, January 11, 2010

Lecture Notes, January 11, 2010 Economcs 200B UCSD Wnter 2010 Lecture otes, January 11, 2010 Partal equlbrum comparatve statcs Partal equlbrum: Market for one good only wth supply and demand as a functon of prce. Prce s defned as the

More information

Lecture 3: Probability Distributions

Lecture 3: Probability Distributions Lecture 3: Probablty Dstrbutons Random Varables Let us begn by defnng a sample space as a set of outcomes from an experment. We denote ths by S. A random varable s a functon whch maps outcomes nto the

More information

Equilibrium with Complete Markets. Instructor: Dmytro Hryshko

Equilibrium with Complete Markets. Instructor: Dmytro Hryshko Equlbrum wth Complete Markets Instructor: Dmytro Hryshko 1 / 33 Readngs Ljungqvst and Sargent. Recursve Macroeconomc Theory. MIT Press. Chapter 8. 2 / 33 Equlbrum n pure exchange, nfnte horzon economes,

More information

Lecture Notes on Linear Regression

Lecture Notes on Linear Regression Lecture Notes on Lnear Regresson Feng L fl@sdueducn Shandong Unversty, Chna Lnear Regresson Problem In regresson problem, we am at predct a contnuous target value gven an nput feature vector We assume

More information

Agriculture and aggregation

Agriculture and aggregation Agrculture and aggregaton Juan Carlos Córdoba a,marlarpoll b, a Department of Economcs, Rce Unversty, Houston, TX, USA b Department of Economcs, Unversty of Pttsburgh, Pttsburgh, PA, USA Aprl, 2008 Abstract

More information

Structure and Drive Paul A. Jensen Copyright July 20, 2003

Structure and Drive Paul A. Jensen Copyright July 20, 2003 Structure and Drve Paul A. Jensen Copyrght July 20, 2003 A system s made up of several operatons wth flow passng between them. The structure of the system descrbes the flow paths from nputs to outputs.

More information