Volume 38, Issue 2. Optimal capital income taxation in the case of private donations to public goods

Size: px
Start display at page:

Download "Volume 38, Issue 2. Optimal capital income taxation in the case of private donations to public goods"

Transcription

1 Volume 38, Issue 2 Optmal captal ncome taxaton n the case of prvate donatons to publc goods Shgeo Morta Osaka Unversty Takuya Obara Htotsubash Unversty Abstract In ths study, we nvestgate optmal nonlnear labor and captal ncome taxaton and subsdes for contrbuton goods n a dynamc settng. We show that when ndvduals can contrbute to a publc good--even f addtve and separable preference between consumpton and labor supply s assumed and ndvduals dffer only n earnng ablty--margnal captal ncome tax rate for low-ncome earners s not zero, ndcatng that the Atknson-Stgltz theorem does not hold. We thank our supervsors Motohro Sato and Yukhro Nshmura for ther nvaluable comments, suggestons, and support. We also thank Yoshhro Takamatsu for agreeng to be a dscussant for the presentaton of our paper and the partcpants at the Japanese Economc Assocaton, June 19, Fnancal support from Htotsubash Unversty s gratefully acknowledged. Ctaton: Shgeo Morta and Takuya Obara, 2018) ''Optmal captal ncome taxaton n the case of prvate donatons to publc goods'', Economcs Bulletn, Volume 38, Issue 2, pages Contact: Shgeo Morta - ngp024ms@student.econ.osaka-u.ac.jp, Takuya Obara - ed142003@g.ht-u.ac.jp. Submtted: June 05, Publshed: Aprl 30, 2018.

2 1. Introducton Optmal tax theory plays an mportant role n desgnng ncome redstrbuton polces and mplementng publc projects. For several years, researchers have explored aspects of the feld: n partcular, economsts have been concerned wth the queston, Should captal ncome be taxed? Ths queston arses from the fact that the government can renforce redstrbutve polces by levyng taxes on savngs; however, ths s a form of double taxaton. Although the lterature has dscussed whether taxaton on captal ncome s justfed, t remans an ongong research ssue. Ths study ams to nvestgate the desrablty of captal ncome tax from the vewpont of economc behavors, specfcally when ndvduals can contrbute to publc goods. The motvaton stems from several emprcal studes whch fnd that a hgh tax rate on captal gans generally leads to taxpayers choosng chartable gvng as strateges to avod recognzng taxable gans. Indeed, Hood et al. 1977) fnd that Canada s 1971 Tax Reform, whch ntroduced a 50% captal gan tax, brought about a decrease n ndvdual chartable donatons. More recently, Auten et al. 2002) estmate the prce elastcty of donatons, where prce s a weghted average of the prce of gvng cash and apprecated propertes. Ther estmatons show that the value of the prce elastcty of donaton s negatve. These fndngs mply that ndvduals account for captal ncome tax when donatng toward publc goods. These suggest that ndvduals chartable gvng cannot be dscussed ndependently of captal ncome taxaton. Therefore, our study takes a step toward theoretcally clarfyng how captal ncome tax schemes should be desgned when ndvduals can contrbute to a publc good. Our analyss comprses a dynamc settng n whch ndvduals lve for two perods. We assume that n the frst perod, ndvduals can spend a part of ther savngs on donatons to a charty. Conceptually, we regard the prvate donaton to the publc good as the chartable gvng and utlze the framework of the optmal taxaton n the presence of a publc good. Ths setup s n lne wth Andreon 1988), Saez 2004), and Damond2006). For smplcty, there are two types of ndvduals: hgh- and low-sklled ndvduals. The government desgns three types of tax schedules: nonlnear taxes on labor and captal ncome and nonlnear subsdes for contrbutons to a publc good. We demonstrate that although a utlty functon s represented by the preference that prvate goods are addtvely separable from lesure, the margnal tax on captal s zero for the hgh sklled but not low sklled when prvate contrbutons are made to publc goods. The amount of donaton to a publc good dffers between hgh- and low-sklled ndvduals, whch affects the margnal rate of substtuton between consumpton n the frst and second perod. If a hgh-sklled ndvdual s valuaton of future consumpton s hgher than a low-sklled ndvdual s one, the dstorton on savngs behavor for the latter relaxes the self-selecton constrant for the former. Thus, the relatonshp between prvate consumpton and donaton to a publc good plays an mportant role n characterzng the optmal tax rates for margnal captal ncome.

3 An mportant contrbuton to the lterature on captal ncome taxaton s Ordover and Phelps 1979). They examne optmal nonlnear taxaton on ncome and savngs n an overlappng generatons model n the case of unobservable earnngs ablty. Ther man concluson states that f preferences are weakly separable between prvate goods and lesure, taxes on savngs are redundant. Ths s consstent wth the Atknson and Stgltz 1976) theorem. On the other hand, Saez 2002) nvestgates condtons necessary to obtan the Atknson Stgltz theorem and shows that f ndvduals have heterogeneous taste n prvate consumpton, the results are volated, even f the utlty functon s weakly separable between prvate goods and lesure. The present study s closely related to the model explanng the desrablty of captal ncome taxes on the bass of heterogeneous tastes for goods between hgh- and low-ncome earners, whch stems from Saez 2002). The extant lterature treats dfferentaton n taste based on ntal endowments and dscount rates as an assumpton Boadway et al. 2000), Cremer et al. 2001), Damond and Spnnewjn 2011)). In contrast, we show that taste dfferentaton can also result from ndvduals behavor wthout explctly assumng addtonal characterstcs. Thus, we present the desrablty of captal ncome taxes by establshng the theoretcal foundaton that taste dfferentaton occurs. To the best of our knowledge, ths study provdes new evdence justfyng captal taxaton snce prvate donatons have not been consdered n the context of ndvdual behavors n captal ncome taxaton theory. In our model, the government offers subsdes for contrbutons to publc goods. Pror studes have nvestgated optmal tax polcy assumng the presence of chartable gvng Andreon 1988), Saez 2004)). The study most closely related n terms of tax treatment of prvate donatons s Damond 2006), who shows that the welfaremprovng effect s acheved by ntroducng a subsdy on prvate donatons toward a publc good through nonlnear ncome taxes on labor. However, Damond 2006) adopts a statc model that does not allow the government to mpose ncome taxes on captal and attempts to derve an optmal tax treatment formula. We extend the Damond model as a two-perod model to nvestgate the desrablty of captal ncome taxes. The remander of ths paper s organzed as follows. Secton 2 descrbes the framework of the basc model. Secton 3 characterzes optmal tax formulas. Secton 4 provdes addtonal analyses. Secton 5 concludes the paper. 2. Model 2.1 Envronment We consder an economy n whch ndvduals lve for two perods and work only n the frst. There are two types of ndvduals: low-sklled ndvduals whose earnng wage rate s w 1 and hgh-sklled ones wth earnng wage rate w 2, where w 2 > w 1. Ther before-tax ncome s y w l, where l denotes the labor supply of type ndvduals.

4 We consder a fnte number of ndvduals as n Damond 2006). The number of type ndvduals s defned by π, whch s a natural number greater than two and for now, s nvarant. 1 The utlty functon of type ndvduals s U c,x,g,l ) = uc,x,g) vl ) 1) where c denotes consumpton of a prvate good n the frst perod, x s consumpton n the second perod, and G s the amount of publc good. Indvduals can contrbute to a publc good; then, the aggregate amount of publc good s G = π g +g G 2) where g denotes type s prvate donatons to the publc good and g G the publc donaton to the publc good. Contrbutons by a partcular economc agent mprove the servce and then the amount of publc good s an argument n the utlty functon of ndvduals. 2 The sub-utlty functon, u ), s strctly ncreasng, concave, and twce dfferentable and satsfes the Inada condton and v ) s strctly ncreasng, convex, and twce dfferentable. Let s denote savngs of type ndvduals and r be the nterest rate. The budget constrants type ndvduals face can be wrtten as follows: c +s +g τg ) = y Ty ) 3) s ) Φs r) = x 4) where τg ) s a subsdy for prvate donatons by type ndvduals to a publc good, Ty ) s an ncome tax payment, and Φrs ) s the captal ncome tax payment, whch respectvely, are nonlnear functons of g, y, and rs. Indvduals choose c, x, s, g, andl tomaxmzetheutltyfunctonequaton1))subjecttotherbudgetconstrants equatons 3) and 4)). Combnng ths wth the frst-order condtons yelds u c c,x,g)+{) rφ rs )}u x c,x,g) = 0 5) 1 Usng a fnte number of ndvduals, Pketty 1993) and Hamlton and Slutsky 2007) show that the frst-best allocaton can be acheved f an ndvdual s tax schedule depends on the behavor of other ndvduals. Followng tradtonal optmal taxaton lterature, the present study restrcts an ndvdual s tax schedule to a functon of the value of hs/her labor ncome, captal ncome, and prvate donaton to a publc good. 2 We consder publc goods fnanced by not only ndvduals but also the government such as health, educaton, and socal servces. Accordng to Chartable Gvng Statstcs by Natonal Phlanthropc Trust, n the Unted States, ndvduals chartable gvng accounts for 71% of total gvng and majorty of donatons are made to relgous, educatonal, and healthcare organzatons. A donaton to relgous organzatons s a sutable example for the outcomes of Lemma 1 because the US government cannot contrbute to them.

5 where u c c,x,g) u denotes the margnal utlty of consumpton n the frst perod, c u x c,x,g) u s the margnal utlty of consumpton n the second perod, and x Φ rs ) dφ s the margnal captal ncome tax rate functon correspondng to returns drs of savngs rs. The producton sector utlzes labor and captal. Producton technology exhbts constant return to scale. Ths means that each unt of effectve labor w l s requred to produce one unt of prvate good and each unt of prvate good saved n the frst perod produces ) unts of a prvate good n the second perod Plannng problem The objectve of the government s represented by the followng utltaran socal welfare functon: W = π U c,x,g,l ) 6) The budget constrant for the government s π Ty )+) 1 π Φrs ) = g G + π τg ) 7) Followng Damond 2006), we assume that there s no response of government budget constrants to a devaton from ndvduals antcpated revealng strateges. Usng the budget constrants that ndvduals face, equaton 7) can be equvalently wrtten as y π c + x +g )π g G 0 8) The nformatonal assumptons are conventonal: the government can observe ndvduals donaton, labor ncome, and captal ncome, whle ther ablty s never observable. We focus on the case n whch the government attempts to redstrbute from type-2 to type-1 ndvduals. Ths means the followng ncentve compatblty constrant s bndng at the socal optmum: U 2 c 2,x 2,G, y2 w 2) U2 c 1 1 y1,x,ĝ, w2) 9) 3 Prttlä and Tuomala 2001) show that captal ncome taxaton s justfed when wages are endogenously determned and the relatve wage rate s affected by the amount of savngs. By contrast, we assume no general-equlbrum effects of nput prces. Ths s because we never obtan the novel effect even f we endogenze nput prces, that s, the optmal tax formula for captal ncome just nvolves the endogenous wage term proposed by Prttlä and Tuomala 2001). Thus, for smplcty, our model can be seen as the two-perod, partal equlbrum verson of Prttlä and Tuomala 2001) model. At the optmum, where only the government contrbutes to a publc good, our model s outcome s consstent wth that of ther model.

6 where Ĝ G g2 + g 1 denotes the aggregate level of a publc good acheved when type-2 ndvduals mmc. The socal plannng problem s to maxmze the socal welfare functon equaton 6)), subject to the equatons for a publc good equaton 2)), resource constrants equatons8)), and ncentve compatblty constrantsequaton9)). The Lagrangean correspondng to ths plannng problem can be formulated as follows: [ [ L = W +µ g π +g G G +γ y π c + x +g )π g G 10) +λ [U 2 c 2,x 2,G, y2 c 1 1 y1,x,ĝ, w 2) U2 w 2) where µ, γ, and λ are the Lagrange multplers. 3. Characterzng optmal captal taxaton Here, we present the key features of our model s outcomes. The results mply that the government should desgn taxes on captal ncome such that t supplements the tax treatment of prvate donatons to a publc good. 4 Let MRS cx u cc,x,g) u x c,x,g) and MRS ˆ cx u cc 1,x 1,Ĝ) u x c 1,x 1,Ĝ) denote the margnal rate of substtuton between prvate consumpton n the frst and second perod faced by type ndvduals and the correspondng margnal rate of substtuton that the mmcker faces. Combnng the optmalty condton regardng c and x yelds the optmal captal ncome tax rate for type ndvduals: Φ rs 1 ) = λu xc 1,x 1,Ĝ) ) MRS 1 rπ 1 cx MRS γ ˆ cx 11) Φ rs 2 ) = 0 12) The dervaton s presented n Appendx A. Equaton 11) mples that the devaton of the optmal tax rate on captal ncome from the Atknson Stgltz theorem depends on the term n the brackets on the rght-hand sde. These equatons gve the followng proposton: Proposton 1. 4 In the present paper, we omt to characterze the optmal tax treatment of prvate donatons for a publc good. Morta and Obara 2016), whch s the workng paper verson, derves the optmal tax treatment formula.

7 When a publc good has a more complementary substtutonary) relatonshp wth the consumpton good n the frst perod than n the second perod, even f ndvdual preferences can be separated between labor and consumpton, the margnal captal ncome tax rate s postve negatve) for type-1 ndvduals and zero for the type-2 ndvduals. When a publc good has no relatonshp wth both the consumpton good n the frst perod and n the second perod, the margnal captal ncome tax rate s zero for both types of ndvduals. The result of Proposton 1 s crucally related to the dfference between G and Ĝ. At the optmum, the level of a publc good s hgher when a type-2 ndvdual chooses a truth-tellng strategy than a mmckng-one, that s, G > Ĝ. As shown n the Appendx B, t s optmal that only type-2 ndvduals contrbute to the publc good, g 1 = 0, g 2 > 0, and g G = 0. 5 Ths suggests that nducng type-2 ndvduals to contrbute mproves ther level of socal welfare from the allocaton, where no one makes a prvate donaton to publc goods. Ths s consstent wth Damond 2006). At the optmum, the level of publc good s hgher when a type-2 ndvdual chooses a truth-tellng strategy than a mmckng one, that s, G > Ĝ. Assumng that the publc good has a stronger complementary relatonshp wth the prvate good n the frst perod than n the second, the ntertemporal margnal rate of substtuton for the mmcker s lower than the correspondng margnal rate of substtuton for the mmcked, that s, MRScx 1 > MRS ˆ cx. In other words, the mmcker values the consumpton n the second perod more than the mmcked type-1 ndvduals). Ths mples that dstortng the captal ncome of type-1 ndvduals downward hurts the mmcker more than the mmcked and thus relaxes the ncentve compatblty constrant. Therefore, the margnal captal ncome tax rate should be postve. Consequently, ndvduals behavor n terms of prvate donatons to a publc good creates an nformatonal advantage for the government. Note that ths outcome depends on the assumpton of fnte number of ndvduals. Ths s because when there s an nfnte populaton, the level of publc good does not change even f a type-2 ndvdual acts as a mmcker, that s, G = Ĝ. Ths means that captal ncome taxaton s redundant. On the other hand, equaton 12) shows that the government should not dstort type-2 ndvduals savng behavor, makng zero margnal captal ncome tax rate desrable. 4. Robustness So far, we have assumed that the amount of savngs are observable. In ths secton, 5 The ntuton s as follows: type-1 ndvduals do not have ther ncentve compatblty constrant tghtened by prvate donaton to a publc good by type-2 ndvduals and thus nducng type-2 ndvduals to donate to a publc good allows the government to reduce mmcker s utlty due to G > Ĝ, that s, t relaxes the bndng ncentve constrant.

8 we explore the robustness of our results by assumng that the amount of savngs s unobservable, that s, the government s not allowed to employ nonlnear captal ncome taxes, and show that our man concluson s robust as long as prvate donatons to a publc good are observable, otherwse t s ambguous. We also analyze the model wth the endogenous nput prces. 4.1 Lnear captal ncome taxaton and nonlnear subsdes for prvate donatons Frst, we examne a case n whch the government observes both prvate donatons to a publc good and labor ncome for each type, but s unable to observe captal ncome for each type. Therefore, the government can only levy lnear tax on savngs at rate t s. Followng the tradtonal lteratures n optmal ncome taxaton, we decompose the ndvdual s problem nto two stages. Frst, each ndvdual chooses the amount of labor supply and prvate donatons to a publc good, whch determnes dsposable ncome R y Ty ) g + τg ), gven nonlnear labor ncome taxes and subsdes for prvate donatons. Second, dsposable ncome s allocated nto prvate consumpton n the frst and the second perod. We suppose that ndvduals antcpate the outcome of the second stage at the frst stage. In the second stage, type ndvduals choose c and x to maxmze the sub-utlty functon uc,x,g) subject to ndvdual s budget constrant whch s gven by c +s = R 13) s = q s x 14) where q s 1/1 t s )). The frst-order condton s gven by u c c,x,g) u x c,x,g) = 1 q s 15) On ths occason, we defne the sub-ndrect utlty functon for type ndvduals as V Vq s,r,g) uc,x,g), where c cq s,r,g) denotes the optmal soluton wth respect to the consumpton n the frst perod and x xq s,r,g) the optmal soluton wth respect to the consumpton n the second perod. The government chooses q s, G, g 1, g 2, g G, R 1, R 2, y 1, and y 2 to maxmze the socal welfare subject to the government s budget constrant, and the ncentve compatblty constrant, whch s expressed by Vq s,r 2,G) v y2 w 2) Vq s,r 1,Ĝ) vy1 w2) 16)

9 where ˆV 1 Vq s,r,ĝ) ndcates the mmcker s sub-ndrect utlty. Here, we defne the optmal soluton for the mmcker wth respect to the consumpton n the frst and the second perod as ĉ cq s,r 1,Ĝ) and ˆx 1 xq s,r,ĝ), respectvely.6 The frst-order condtons are shown n Appendx C. By rearrangng these results, we can derve the optmal lnear captal ncome tax rate as follows: rt s q s = λ ˆV R 1 ˆx x 1) γ π x 17) Equaton 17) s consstent wth the formula for optmal lnear tax rate proposed by Edwards et al. 1994) and Nava et al. 1996). The devaton form the Atknson-Stgltz theorem reles on the numerator, that s, the dfference of the demand for the consumpton n the second perod between the mmcker and the person beng mmcked. Because only type-2 ndvduals contrbute to a publc good as wth nonlnear captal taxnstrumentssee, AppendxD),thats, wehaveg > Ĝ. Thus, theatknson-stgltz theorem s not vald. Therefore, even though the government cannot observe savngs for each type, weak-separablty of preferences between consumpton and labor supply s not suffcent condton to make captal ncome taxaton redundant. Note that when there s an nfnte populaton, we obtan G = Ĝ, and then t s = Lnear captal ncome taxaton and lnear subsdes for prvate donatons Next, ths sub-secton extends the model n whch the government cannot observe boththeamountofprvatedonatonstoapublcgoodandsavngsforeachtype. Therefore, the only nonlnear tax nstrument s labor ncome taxaton, and the government can only levy lnear subsdes on prvate donatons at rate t g and lnear tax on savngs at rate t s. We now turn to the analyss of ndvdual s behavor. In the second stage, type ndvduals choose c, x, and g to maxmze the sub-utlty functon uc,x,g) subject to ndvdual s budget constrant whch s gven by c +s +q g g = y Ty ) R 18) s = q s x 19) where q g 1 t g and q s 1/1 t s )). The frst-order condtons are gven by u c c,x,g +G ) u x c,x,g +G ) = 1 q s 20) 6 We omt the frst-order condtons wth respect to G, y 1, and y 2 snce we focus on the characterzaton of optmal lnear captal ncome tax rates.

10 u G c,x,g +G ) u c c,x,g +G ) = q g 21) where G π 1)g + π j g j + g G, j = 1,2. Here, let c = cq s,q g,r,g ), = 1,2, be the best response functon of the consumpton n the frst perod, x = xq s,q g,r,g ), = 1,2, the best response functon of the consumpton n the second perod, and g = gq s,q g,r,g ), = 1,2, the best response functon of prvate donatons to a publc good. We can defne the sub-ndrect utlty functon for type as V V q g,q s,r 1,R 2,g G ) uc,x,g +G ) where the superscrpt *) refers to the Nash equlbrum outcome. Under lnear tax polcy, the ncentve constrant preventng hgh-type ndvduals from mmckng low-type ones s expressed by: V 2 q g,q s,r 1,R 2,g G ) v y2 w 2) ˆVq g,q s,r 1,R 2,g G ) v y1 w2) 22) where ˆVq g,q s,r 1,R 2,g G ) ndcates the mmcker s sub-ndrect utlty. Here, we defne the best response functon for the mmcker wth respect to the consumpton n the frst perod as ĉ cq g,q s,r 1, G 2 ), the best response functon for the mmcker wth respect to the consumpton n the second perod as ˆx xq g,q s,r 1, G 2 ), and the best response functon for mmckers wth respect to the prvate donaton to a publc good as ĝ gq g,q s,r 1, G 2 ), where G 2 = π 1 g 1 +π 2 1) g 2 +g G and g s type s prvate donatons n the presence of the mmcker. Here, we defne Ĝ ĝ+ G 2 as the aggregate amount of publc good faced by the mmcker. Note that t s not necessarly that g1 = g 1 or g2 = g 2 holds snce these realze as a Nash equlbrum n contrast wth the case n whch the government can observe prvate donatons to a publc good and thus desgn the allocaton for each type. To sum up, the government chooses q s, q g, R 1, R 2, g G, y 1, and y 2 to maxmze the socal welfare subject to the government s budget constrant, and the ncentve compatblty constrant. 7 Solvng the plannng problem yelds: ) tg rt sq s = λ 1 γ 1 γ 1 j=1,2 π u G j=1,2 π u G u 2 G u 2 G G 2 + G 2 G + G R g + G R j g j G + G R g + G R j g j g R G 2g R 2 2 G 2 + G 2x R G 2x R 2 2 ) ) û G G 2 ) û G ) λû c + G 2 γ 1 ĝ ) g 1 ˆx x 1 R 1 g 1 + G 2 R 2 g 2 G 2 + G 2 R 1 x 1 + G 2 R 2 x 2 ) ) 23) 7 Followng the argument n footnote 6, we omt the frst-order condtons wth respect to g G, y 1, and y 2.

11 where 1 s the nverse matrx of whch denotes the 2 2 matrx as follows: π g + π g g R + j=1,2 π g g R j j π x + π x g R + j=1,2 π x g R j j π g + π g R x + j=1,2 π g R j x j π x + π x R x + j=1,2 π x R j x j When the government cannot observe prvate donatons to a publc good for each types, the optmal tax formula conssts of three terms. The frst and second terms reflect well known effects respectvely: the Pgouvan and non-pgouvan elements dscussed by Cremer et al. 1998). 8 The thrd term s the novel term, whch comes from the dfferent mpact of the response of the other ndvduals to the perturbaton n parameters to the mmcker and the hgh-sklled agent who does not behave as a mmcker. Ths s an addtonal nformaton for the government to relax the bndng ncentve constrant. The thrd term stems from the assumpton of a fnte populaton snce ndvduals prvate donatons can affect the total amount of a publc good. If there s an nfnte populaton, the term vanshes, whch s consstent wth Cremer et al. 1998). The condton to restore Atknson Stgltz theorem crucally depends on prvate donatons to a publc good among ndvduals. If g1 = g 1 = g2 = g 2, we have G 1 = G 2, and then g1 = ĝ and x 1 = ˆx. In addton, snce t causes G = Ĝ, the thrd term n the rght hand sde vanshes. Therefore, Atknson Stgltz theorem remans. However, n contrast wth the observablty of prvate donatons to a publc good, we cannot analytcally compare the amount of prvate donatons among ndvduals snce the government cannot drectly control ther prvate donatons. As the same wth the prevous sub-secton, f there s an nfnte populaton, no person donates to a publc good snce the prvate donaton does not affect the aggregate amount of publc good. Thus, Atknson Stgltz theorem s vald. 5. Concludng Remarks Ths study s largely relevant to debates on the desrablty of captal ncome taxes. Snce Ordover and Phelps 1979) semnal work, a large body of lterature has accumulated on whether captal ncome taxes are requred from the vewpont of heterogeneous ) 8 If the publc good s addtvely separable n the utlty functon, the margnal utlty of the publc good of a low-sklled ndvdual concdes wth that of a hgh-sklled ndvdual, that s, u G u 1 G = u2 G. In ths case, the Pgouvan term s smplfed as follows. ) tg rt sq s = u G π 1 +π 2 1 γ 0 λ γ u G G 2 u G G 2 ) λû c γ ĝ ) g 1 ˆx x 1 + G 2 R 1 g 1 + G 2 R 2 g 2 + G 2 R 1 x 1 + G 2 R 2 x 2 ) û G G 2 + G 2 R 1 g 1 + G 2 R 2 g 2 ) û G 2 G + G 2 R x G 2 R x 2 2 ) ) 24)

12 tastes n prvate consumptons, even though the utlty functon s weakly separable between prvate goods and lesure. For nstance, Boadway et al. 2000), Cremer et al. 2001), and Damond and Spnnewjn 2011) consder a multdmensonal heterogenety settng n whch ndvduals dffer n not only earnng abltes but also other characterstcs such as ntal endowments bequest or nhertance) and dscount rates, whch are assumptons. By contrast, ths study provdes addtonal economc ratonale for captal ncome taxes from the vewpont of economc behavor that s, n realty, ndvduals deduct chartable contrbutons. Under the standard optmal tax approach, we show that the government should desgn taxes on captal ncome to supplement ts redstrbuton polcy when ndvduals can contrbute to a publc good. Ths perssts even f the addtve and separable preference between consumpton and labor supply s satsfed and ndvduals dffer n only earnng abltes. The theoretcal contrbuton of ths paper s as follows. Although we show that Atknson Stgltz theorem breaks down as a result of heterogeneous preferences, as n the case of Saez 2002), we justfy captal ncome taxes by clarfyng the source of heterogenety on the bass of ndvdual behavor and not assumptons. It s worth notng that our justfcaton s based on the assumpton there s a fnte populaton. Prttlä and Tuomala 1997) examne the commodty taxaton on an externalty-generatng good and nonlnear taxaton on labor ncome under the condton of an nfnte populaton. They show that the optmal tax formula reflects the two types of terms, that s, the externalty nternalzng effect and the nfluence through the ncentve compatblty constrant. When the preference s assumed to be addtve and separable between consumpton and lesure, polcy outcomes n ther paper are consstent wth standard Pgouvan taxes. However, under the settng of a fnte populaton as our study, the correspondng tax formula ncludes the novel term, the nteracton between the Pgouvan term and the self-selecton term, whch s the rght hand sde of equaton 11). Ths s true even f the addtve and separable preference s assumed. Our paper derves a condton accordng to whch captal ncome of low-ncome earners should be taxed or not. Ths polcy mplcaton depends on the shape of utlty functon, n partcular, the sgns of 2 u and 2 u. Ths s an mportant ssue of c G x G emprcal study. References Andreon, J., Prvately provded publc goods n a large economy: The lmts of altrusm. Journal of Publc Economcs 35, Atknson, A. B., Stgltz, J. E., The desgn of tax structure: Drect versus ndrect taxaton. Journal of Publc Economcs 6, Auten, G. E., Seg, H., Clotfelter, C. T., Chartable gvng, ncome, and taxes: An analyss of panel data. Amercan Economc Revew 92,

13 Boadway, R., Marchand, M., Pesteau, P., Redstrbuton wth unobservable bequests: A case for taxng captal ncome. Scandnavan Journal of Economcs 102, Caputo, M. R., The envelope theorem and comparatve statcs of Nash equlbra. Games and Economc Behavor 13, Cremer, H., Gahvar, F., Ladoux, N., Externaltes and optmal taxaton. Journal of Publc Economcs 70, Cremer, H., Pesteau, P., Rochet, J.-C., Drect versus ndrect taxaton: The desgn of the tax structure revsted. Internatonal Economc Revew 42, Damond, P. A., Optmal tax treatment of prvate contrbutons for publc goods wth and wthout warm glow preferences. Journal of Publc Economcs 90, Damond, P. A., Spnnewjn, J., Captal ncome taxes wth heterogeneous dscount rates. Amercan Economc Journal: Economc Polcy 3, Edwards, J., Keen, M., Tuomala, M., Income tax, commodty taxes and publc good provson: A bref gude. FnanzArchv 51, Hamlton, J., Slutsky, S., Optmal nonlnear ncome taxaton wth a fnte populaton. Journal of Economc Theory 132, Hood, R. D., Martn, S. A., Osberg, L., Economc determnants of ndvduals chartable donatons n Canada. The Canadan Journal of Economcs 10, Morta, S., Obara, T., Optmal captal ncome taxaton n the case of prvate donatons to publc goods, Dscusson papers n Economcs and Busness, Graduate School of economcs and Osaka School of Internatonal Publc Polcy OSSIP), Osaka Unversty, No Nava, M., Schroyen, F., Marchand, M., Optmal fscal and publc expendture polcy n a two-class economy. Journal of Publc Economcs 61, Ordover, J. A., Phelps, E. S., The concept of optmal taxaton n the overlappnggeneratons model of captal and wealth. Journal of Publc Economcs 12, Pketty, T., Implementaton of frst-best allocatons va generalzed tax schedules. Journal of Economc Theory 61, Prttlä, J., Tuomala, M., Income tax, commodty tax and envronmental polcy. Internatonal Tax and Publc Fnance 4,

14 Prttlä, J., Tuomala, M., On optmal non-lnear taxaton and publc good provson n an overlappng generatons economy. Journal of Publc Economcs 79, Saez, E., The desrablty of commodty taxaton under non-lnear ncome taxaton and heterogeneous tastes. Journal of Publc Economcs 83, Saez, E., The optmal treatment of tax expendtures. Journal of Publc Economcs 88, Appendx A The frst order condtons assocated wth c 1, x 1, c 2, and x 2 are L c 1 = π1 u c c 1,x 1,G) γπ 1 λu c c 1,x 1,Ĝ) = 0 L x 1 = π1 u x c 1,x 1,G) γπ1 ) λu xc 1,x 1,Ĝ) = 0 A.1) A.2) L c 2 = π2 u c c 2,x 2,G) γπ 2 +λu c c 2,x 2,G) = 0 L x 2 = π2 u x c 2,x 2,G) γπ2 ) +λu xc 2,x 2,G) = 0 A.3) A.4) Combnng equaton A.1) wth equaton A.2) yelds: π 1 {u c c 1,x 1,G) )u x c 1,x 1,G)} = λ{u c c 1,x 1,Ĝ) )u xc 1,x 1,Ĝ)}A.5) Combnng equaton 5) wth equaton A.5) yelds: π 1 u x c 1,x 1,G) λu x c 1,x 1,Ĝ))rΦ rs 1 ) = λu x c 1,x 1,Ĝ)u cc 1,x 1,G) u x c 1,x 1,G) u cc 1,x 1,Ĝ) u x c 1,x 1,Ĝ)) A.6) SubsttutngequatonA.2)ntothetermnthebracketsofthelefthandsde, weobtan equaton 11). Smlarly, combnng equaton A.3) wth equaton A.4) yelds: π 2 {u c c 2,x 2,G) )u x c 2,x 2,G)} = λ{u c c 2,x 2,G) )u x c 2,x 2,G)}A.7) Ths can be rewrtten as follows: π 2 +λ)u x c 2,x 2,G)rΦ rs 2 ) = 0 A.8)

15 EquatonA.3)mplesthatπ 2 +λspostve. Then, equatona.8)mplesthatφ rs 2 ) s zero. Appendx B Dfferentatng L wth respect to g G, g 1, and g 2 mples L = γ +µ g B.1) G L g 1 = γπ1 λu G c 1,x 1,Ĝ)+µπ1 B.2) L g 2 = γπ2 +λu G c 1,x 1,Ĝ)+µπ2 B.3) If equaton B.1) s equal to zero, equaton B.3) s as follows: L g 2 = λu Gc 1,x 1,Ĝ) > 0 B.4) In ths case, the optmal soluton does not exst because of dvergng. Therefore, at the optmum, we must have L < 0 and g G = 0 to satsfy Kuhn-Tucker condtons. g G Gven ths condton, from equaton B.2), no contrbuton to a publc good of type 1 ndvduals s optmal, that s, g 1 = 0. On the other hand, the prvate donaton to a publc good of type 2 ndvduals s not zero because the second term n equaton B.3) s suffcently larger than the sum of the frst and thrd term by the Inada condton when g 2 s close to zero gven g 1 = g G = 0. Therefore, g 2 s postve. In addton, g 2 s an nteror soluton. As g 2 L s close to nfnty, converges to γπ 2 +µπ 2 whch s g 2 negatve. Ths mples that g 2 must not be corner soluton at the optmum. Appendx C The correspondng Lagrangan s formulated as follows: [ L = W + µ g π +g G G [ + γ π y g R )+ 1 π q s ) 1)xq s,r,g) g G + [Vq λ s,r 2,G) v y2 w 2) Vq s,r 1,Ĝ)+vy1 w 2) C.1)

16 where γ, λ, and µ are the Lagrange multplers. The frst order condtons assocated wth q s, R 1, and R 2 are L = π V + γ π x + q ) s) 1 x + q λ V 2 ˆV ) 2 = 0 C.2) s L 1 R = π1 V 1 R 1 γπ1 + γπ 1q s) 1 L 2 R = π2 V 2 R 2 γπ2 + γπ 2q s) 1 We now combne these constrants by takng x 1 2 ˆV λ R1 x 2 R 1 = 0 2 V + λ R2 R 2 = 0 C.3) C.4) L + L R x C.5) From the Roy s dentty and the Slutsky decomposton, we can get the followng relatonshps: V = V R x C.6) x = x x R x C.7) where x ndcates the compensated demand functon of type ndvduals for the consumpton n the second perod. Usng Roy s dentty and Slutsky decomposton, ths gves γ q s) 1 Thus, we can obtan equaton 17). Appendx D π x ˆV + λ R 1ˆx x 1) = 0 Dfferentatng L wth respect to g G, g 1, and g 2 mples C.8) L = γ + µ g D.1) G L g = 1 γπ1 λu 1 G q s,r,ĝ)+ µπ1 D.2)

17 L g = 2 γπ2 + λu 1 G q s,r,ĝ)+ µπ2 D.3) Followng the same proof as n Appendx B, we conclude that g G = g 1 = 0 and g 2 > 0. Appendx E Usng Theorem 1 of Caputo 1996), we can get the followng relatonshps. V = φg +u G G E.1) V = φx +u G G V R = G φ+u G R E.2) E.3) V R = G j u G R, j j E.4) where let φ be the Lagrange multpler wth respect to ndvdual s budget constrant. The correspondng Lagrangan s formulated as follows: L = W + [V λ 2 q g,q s,r 1,R 2,g G ) v y2 w 2) ˆVq g,q s,r 1,R 2,g G )+v y1 w [ 2) + γ π y R )+ π q g 1)g + 1 E.5) π q s ) 1)x g G where γ and λ are the Lagrange multplers. The frst order condtons assocated wth q s, q g, R 1, and R 2 are as follows: L = π V [ + q λ V 2 ˆV s [ 1 ) + γ π )x +q s ) 1) x + E.6) π q g 1) g = 0 q s L = π V [ + γ [ + q λ V 2 g ˆV ) π g +q g 1) g + 1 π q s ) 1) x = 0 E.7)

18 L 1 2 R = π1 V 1 R +π2 V 1 + γ [ R + λ V 2 1 R 1 ˆV R 1 [ π 1 +π 1 q g 1) g 1 R 1 +π2 q g 1) g 2 R π1 q s ) 1) x 1 R π2 q s ) 1) x 2 R 1 [ V 2 L 1 2 R = π1 V 2 R +π2 V 2 R + λ 2 + γ R 2 ˆV R 2 [ π 2 +π 2 q g 1) g 2 R 2 +π1 q g 1) g 1 R π2 q s ) 1) x 2 R π1 q s ) 1) x 1 R 2 We now combne these constrants by takng L + L R g = 0 = 0 E.8) E.9) E.10) and These gve j=1,2 π [ V + V R g + V R jg j L + L R x [ + γq g 1) π g + q g + γ q [ s) 1 π x + π x q g R g + j=1,2 [ + λ V 2 + V 2 R 1g 1 + V 2 R 2g 2 ˆV ˆV R 1g 1 ˆV R 2g 2 and j=1,2 π [ V + V R g + V R jg j π x R jg j = 0 [ + γq g 1) π g + q s + γ q [ s) 1 π x + π x q s R x + j=1,2 [ + λ V 2 + V 2 R 1x 1 + V 2 R 2x 2 ˆV ˆV R 1x 1 ˆV R 2x 2 π x R jx j = 0 π g R g + j=1,2 π g R x + j=1,2 E.11) π g R jg j E.12) π g R jx j E.13)

19 Usng equaton from E.1) to E.4), E.12) and E.13) are transformed as [ G π u G + G R g + G R j g j j=1,2 [ + γq g 1) π g + π g q g R g + π g R jg j j=1,2 + γ q [ s) 1 π x + π x q g R g + π x R jg j j=1,2 [ ) + λ G u 2 2 G + G 2 R 1 g 1 + G 2 G 2 R 2 g 2 û G + G 2 R 1 g 1 + G ) 2 R 2 g 2 = 0 and [ G π u G + G R g + G R j g j j=1,2 [ + γq g 1) π g + π g q s R x + j=1,2 + γ q [ s) 1 π x + π x q s R x + [ ) + λ G u 2 2 G + G 2 R 1 x 1 + G 2 R 2 x 2 = 0 π g R jx j j=1,2 π x R jx j û G G 2 + G 2 R 1 x 1 + G 2 R 2 x 2 Usng matrx notaton, E.14) and E.15) can be rewrtten as ) ) tg rt sq s = 1 γ j=1,2 π u G G + G g R + G g R j j ) j=1,2 π u G λû ĝ ) c g 1 G + G g R + G g γ ˆx x 1 R j j λ γ u 2 G u 2 G G 2 + G 2g R G 2g R 2 2 G 2 + G 2x R G 2x R 2 2 ) û G G 2 ) + G 2 g R G 2 g R 2 2 ) û G 2 G + G 2 x R G 2 x R 2 2 +û c ĝ g1) E.14) +û c ˆx x 1) E.15) ) ) E.16)

20 Multplyng equaton E.16) by 1 yelds 23). If the publc good s addtvely separable n the utlty functon, the margnal utlty of the publc good concdes between a low-sklled and a hgh-sklled ndvdual. In ths case, equaton E.16) reduces to ) tg rt sq s = u G γ π1 +π 2 1)δ 1 λû ĝ ) c g 1 γ ˆx x 1 λ γ u G G 2 + G 2 R 1 g 1 + G 2 R 2 g 2 u G G 2 + G 2 R 1 x 1 + G 2 R 2 x 2 ) û G G 2 g R G 2 g R 2 2 ) û G 2 G + G 2 x R G 2 x R G 2 ) ) E.17) where δ 1 ndcates the frst column vector of. Multplyng equaton E.17) by 1 yelds 24).

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

Uniqueness of Nash Equilibrium in Private Provision of Public Goods: Extension. Nobuo Akai *

Uniqueness of Nash Equilibrium in Private Provision of Public Goods: Extension. Nobuo Akai * Unqueness of Nash Equlbrum n Prvate Provson of Publc Goods: Extenson Nobuo Aka * nsttute of Economc Research Kobe Unversty of Commerce Abstract Ths note proves unqueness of Nash equlbrum n prvate provson

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

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

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

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

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

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

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

PROBLEM SET 7 GENERAL EQUILIBRIUM

PROBLEM SET 7 GENERAL EQUILIBRIUM PROBLEM SET 7 GENERAL EQUILIBRIUM Queston a Defnton: An Arrow-Debreu Compettve Equlbrum s a vector of prces {p t } and allocatons {c t, c 2 t } whch satsfes ( Gven {p t }, c t maxmzes βt ln c t subject

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

Taxing bequests and consumption in the steady state. Johann K. BRUNNER and Susanne PECH. Working Paper No October 2017

Taxing bequests and consumption in the steady state. Johann K. BRUNNER and Susanne PECH. Working Paper No October 2017 DEPARTMENT OF ECONOMICS JOHANNES KEPLER UNIVERSITY OF LINZ Taxng bequests and consumpton n the steady state by Johann K. BRUNNER and Susanne PECH Workng Paper No. 1717 October 2017 Johannes Kepler Unversty

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

University of California, Davis Date: June 22, 2009 Department of Agricultural and Resource Economics. PRELIMINARY EXAMINATION FOR THE Ph.D.

University of California, Davis Date: June 22, 2009 Department of Agricultural and Resource Economics. PRELIMINARY EXAMINATION FOR THE Ph.D. Unversty of Calforna, Davs Date: June 22, 29 Department of Agrcultural and Resource Economcs Department of Economcs Tme: 5 hours Mcroeconomcs Readng Tme: 2 mnutes PRELIMIARY EXAMIATIO FOR THE Ph.D. DEGREE

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

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

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

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

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

Module 3 LOSSY IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur

Module 3 LOSSY IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur Module 3 LOSSY IMAGE COMPRESSION SYSTEMS Verson ECE IIT, Kharagpur Lesson 6 Theory of Quantzaton Verson ECE IIT, Kharagpur Instructonal Objectves At the end of ths lesson, the students should be able to:

More information

Games of Threats. Elon Kohlberg Abraham Neyman. Working Paper

Games of Threats. Elon Kohlberg Abraham Neyman. Working Paper Games of Threats Elon Kohlberg Abraham Neyman Workng Paper 18-023 Games of Threats Elon Kohlberg Harvard Busness School Abraham Neyman The Hebrew Unversty of Jerusalem Workng Paper 18-023 Copyrght 2017

More information

Marginal Utility of Income and value of time in urban transport. Abstract

Marginal Utility of Income and value of time in urban transport. Abstract Margnal Utlty of Income and value of tme n urban transport Chrstelle Vauroux Unversty of Cncnnat Abstract We relax the assumpton of constancy of the margnal utlty of ncome nto a structural model of urban

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

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

Online Appendix for A Simpler Theory of Optimal Capital Taxation by Emmanuel Saez and Stefanie Stantcheva

Online Appendix for A Simpler Theory of Optimal Capital Taxation by Emmanuel Saez and Stefanie Stantcheva Onlne Appendx for A Smpler Theory of Optmal Captal Taxaton by Emmanuel Saez and Stefane Stantcheva A. Antcpated Reforms Addtonal Results Optmal tax wth antcpated reform and heterogeneous dscount rates

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

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

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

Kernel Methods and SVMs Extension

Kernel Methods and SVMs Extension Kernel Methods and SVMs Extenson The purpose of ths document s to revew materal covered n Machne Learnng 1 Supervsed Learnng regardng support vector machnes (SVMs). Ths document also provdes a general

More information

III. Econometric Methodology Regression Analysis

III. Econometric Methodology Regression Analysis Page Econ07 Appled Econometrcs Topc : An Overvew of Regresson Analyss (Studenmund, Chapter ) I. The Nature and Scope of Econometrcs. Lot s of defntons of econometrcs. Nobel Prze Commttee Paul Samuelson,

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

How Strong Are Weak Patents? Joseph Farrell and Carl Shapiro. Supplementary Material Licensing Probabilistic Patents to Cournot Oligopolists *

How Strong Are Weak Patents? Joseph Farrell and Carl Shapiro. Supplementary Material Licensing Probabilistic Patents to Cournot Oligopolists * How Strong Are Weak Patents? Joseph Farrell and Carl Shapro Supplementary Materal Lcensng Probablstc Patents to Cournot Olgopolsts * September 007 We study here the specal case n whch downstream competton

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

Inner Product. Euclidean Space. Orthonormal Basis. Orthogonal

Inner Product. Euclidean Space. Orthonormal Basis. Orthogonal Inner Product Defnton 1 () A Eucldean space s a fnte-dmensonal vector space over the reals R, wth an nner product,. Defnton 2 (Inner Product) An nner product, on a real vector space X s a symmetrc, blnear,

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

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

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

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

Introduction. 1. The Model

Introduction. 1. The Model H23, Q5 Introducton In the feld of polluton regulaton the problems stemmng from the asymmetry of nformaton between the regulator and the pollutng frms have been thoroughly studed. The semnal works by Wetzman

More information

f(x,y) = (4(x 2 4)x,2y) = 0 H(x,y) =

f(x,y) = (4(x 2 4)x,2y) = 0 H(x,y) = Problem Set 3: Unconstraned mzaton n R N. () Fnd all crtcal ponts of f(x,y) (x 4) +y and show whch are ma and whch are mnma. () Fnd all crtcal ponts of f(x,y) (y x ) x and show whch are ma and whch are

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

CS286r Assign One. Answer Key

CS286r Assign One. Answer Key CS286r Assgn One Answer Key 1 Game theory 1.1 1.1.1 Let off-equlbrum strateges also be that people contnue to play n Nash equlbrum. Devatng from any Nash equlbrum s a weakly domnated strategy. That s,

More information

Appendix for Causal Interaction in Factorial Experiments: Application to Conjoint Analysis

Appendix for Causal Interaction in Factorial Experiments: Application to Conjoint Analysis A Appendx for Causal Interacton n Factoral Experments: Applcaton to Conjont Analyss Mathematcal Appendx: Proofs of Theorems A. Lemmas Below, we descrbe all the lemmas, whch are used to prove the man theorems

More information

,, MRTS is the marginal rate of technical substitution

,, MRTS is the marginal rate of technical substitution Mscellaneous Notes on roducton Economcs ompled by eter F Orazem September 9, 00 I Implcatons of conve soquants Two nput case, along an soquant 0 along an soquant Slope of the soquant,, MRTS s the margnal

More information

Lecture 12: Discrete Laplacian

Lecture 12: Discrete Laplacian Lecture 12: Dscrete Laplacan Scrbe: Tanye Lu Our goal s to come up wth a dscrete verson of Laplacan operator for trangulated surfaces, so that we can use t n practce to solve related problems We are mostly

More information

LINEAR REGRESSION ANALYSIS. MODULE IX Lecture Multicollinearity

LINEAR REGRESSION ANALYSIS. MODULE IX Lecture Multicollinearity LINEAR REGRESSION ANALYSIS MODULE IX Lecture - 31 Multcollnearty Dr. Shalabh Department of Mathematcs and Statstcs Indan Insttute of Technology Kanpur 6. Rdge regresson The OLSE s the best lnear unbased

More information

3.1 Expectation of Functions of Several Random Variables. )' be a k-dimensional discrete or continuous random vector, with joint PMF p (, E X E X1 E X

3.1 Expectation of Functions of Several Random Variables. )' be a k-dimensional discrete or continuous random vector, with joint PMF p (, E X E X1 E X Statstcs 1: Probablty Theory II 37 3 EPECTATION OF SEVERAL RANDOM VARIABLES As n Probablty Theory I, the nterest n most stuatons les not on the actual dstrbuton of a random vector, but rather on a number

More information

Assortment Optimization under MNL

Assortment Optimization under MNL Assortment Optmzaton under MNL Haotan Song Aprl 30, 2017 1 Introducton The assortment optmzaton problem ams to fnd the revenue-maxmzng assortment of products to offer when the prces of products are fxed.

More information

American Law & Economics Association Annual Meetings

American Law & Economics Association Annual Meetings Amercan aw & Economcs Assocaton Annual Meetngs Year 2008 Paper 32 By-Product obbyng: Was Stgler Rght? Paul Pecorno Unversty of Alabama Ths workng paper ste s hosted by The Berkeley Electronc Press (bepress)

More information

Lectures - Week 4 Matrix norms, Conditioning, Vector Spaces, Linear Independence, Spanning sets and Basis, Null space and Range of a Matrix

Lectures - Week 4 Matrix norms, Conditioning, Vector Spaces, Linear Independence, Spanning sets and Basis, Null space and Range of a Matrix Lectures - Week 4 Matrx norms, Condtonng, Vector Spaces, Lnear Independence, Spannng sets and Bass, Null space and Range of a Matrx Matrx Norms Now we turn to assocatng a number to each matrx. We could

More information

Linear Regression Analysis: Terminology and Notation

Linear Regression Analysis: Terminology and Notation ECON 35* -- Secton : Basc Concepts of Regresson Analyss (Page ) Lnear Regresson Analyss: Termnology and Notaton Consder the generc verson of the smple (two-varable) lnear regresson model. It s represented

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

Pricing and Resource Allocation Game Theoretic Models

Pricing and Resource Allocation Game Theoretic Models Prcng and Resource Allocaton Game Theoretc Models Zhy Huang Changbn Lu Q Zhang Computer and Informaton Scence December 8, 2009 Z. Huang, C. Lu, and Q. Zhang (CIS) Game Theoretc Models December 8, 2009

More information

Abstract Single Crossing and the Value Dimension

Abstract Single Crossing and the Value Dimension Abstract Sngle Crossng and the Value Dmenson Davd Rahman September 24, 2007 Abstract When auctonng an ndvsble good wthout consumpton externaltes, abstract sngle crossng s necessary and suffcent to mplement

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

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

ON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EQUATION

ON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EQUATION Advanced Mathematcal Models & Applcatons Vol.3, No.3, 2018, pp.215-222 ON A DETERMINATION OF THE INITIAL FUNCTIONS FROM THE OBSERVED VALUES OF THE BOUNDARY FUNCTIONS FOR THE SECOND-ORDER HYPERBOLIC EUATION

More information

The Multiple Classical Linear Regression Model (CLRM): Specification and Assumptions. 1. Introduction

The Multiple Classical Linear Regression Model (CLRM): Specification and Assumptions. 1. Introduction ECONOMICS 5* -- NOTE (Summary) ECON 5* -- NOTE The Multple Classcal Lnear Regresson Model (CLRM): Specfcaton and Assumptons. Introducton CLRM stands for the Classcal Lnear Regresson Model. The CLRM s also

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

ECE559VV Project Report

ECE559VV Project Report ECE559VV Project Report (Supplementary Notes Loc Xuan Bu I. MAX SUM-RATE SCHEDULING: THE UPLINK CASE We have seen (n the presentaton that, for downlnk (broadcast channels, the strategy maxmzng the sum-rate

More information

The Second Anti-Mathima on Game Theory

The Second Anti-Mathima on Game Theory The Second Ant-Mathma on Game Theory Ath. Kehagas December 1 2006 1 Introducton In ths note we wll examne the noton of game equlbrum for three types of games 1. 2-player 2-acton zero-sum games 2. 2-player

More information

A Hybrid Variational Iteration Method for Blasius Equation

A Hybrid Variational Iteration Method for Blasius Equation Avalable at http://pvamu.edu/aam Appl. Appl. Math. ISSN: 1932-9466 Vol. 10, Issue 1 (June 2015), pp. 223-229 Applcatons and Appled Mathematcs: An Internatonal Journal (AAM) A Hybrd Varatonal Iteraton Method

More information

( ) 2 ( ) ( ) Problem Set 4 Suggested Solutions. Problem 1

( ) 2 ( ) ( ) Problem Set 4 Suggested Solutions. Problem 1 Problem Set 4 Suggested Solutons Problem (A) The market demand functon s the soluton to the followng utlty-maxmzaton roblem (UMP): The Lagrangean: ( x, x, x ) = + max U x, x, x x x x st.. x + x + x y x,

More information

Estimation: Part 2. Chapter GREG estimation

Estimation: Part 2. Chapter GREG estimation Chapter 9 Estmaton: Part 2 9. GREG estmaton In Chapter 8, we have seen that the regresson estmator s an effcent estmator when there s a lnear relatonshp between y and x. In ths chapter, we generalzed the

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

CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE

CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE CHAPTER 5 NUMERICAL EVALUATION OF DYNAMIC RESPONSE Analytcal soluton s usually not possble when exctaton vares arbtrarly wth tme or f the system s nonlnear. Such problems can be solved by numercal tmesteppng

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

Solutions to exam in SF1811 Optimization, Jan 14, 2015

Solutions to exam in SF1811 Optimization, Jan 14, 2015 Solutons to exam n SF8 Optmzaton, Jan 4, 25 3 3 O------O -4 \ / \ / The network: \/ where all lnks go from left to rght. /\ / \ / \ 6 O------O -5 2 4.(a) Let x = ( x 3, x 4, x 23, x 24 ) T, where the varable

More information

Errors for Linear Systems

Errors for Linear Systems Errors for Lnear Systems When we solve a lnear system Ax b we often do not know A and b exactly, but have only approxmatons  and ˆb avalable. Then the best thng we can do s to solve ˆx ˆb exactly whch

More information

January Examinations 2015

January Examinations 2015 24/5 Canddates Only January Examnatons 25 DO NOT OPEN THE QUESTION PAPER UNTIL INSTRUCTED TO DO SO BY THE CHIEF INVIGILATOR STUDENT CANDIDATE NO.. Department Module Code Module Ttle Exam Duraton (n words)

More information

Paternalism against Veblen: Optimal Taxation and Non-Respected Preferences for Social Comparisons **

Paternalism against Veblen: Optimal Taxation and Non-Respected Preferences for Social Comparisons ** aternalsm Aganst Veblen aternalsm aganst Veblen: Optmal Taaton and Non-Respected references for Socal Comparsons ** Thomas Aronsson * and Olof Johansson-Stenman November 04 Abstract Ths paper deals wth

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

Linear Approximation with Regularization and Moving Least Squares

Linear Approximation with Regularization and Moving Least Squares Lnear Approxmaton wth Regularzaton and Movng Least Squares Igor Grešovn May 007 Revson 4.6 (Revson : March 004). 5 4 3 0.5 3 3.5 4 Contents: Lnear Fttng...4. Weghted Least Squares n Functon Approxmaton...

More information

Transfer Functions. Convenient representation of a linear, dynamic model. A transfer function (TF) relates one input and one output: ( ) system

Transfer Functions. Convenient representation of a linear, dynamic model. A transfer function (TF) relates one input and one output: ( ) system Transfer Functons Convenent representaton of a lnear, dynamc model. A transfer functon (TF) relates one nput and one output: x t X s y t system Y s The followng termnology s used: x y nput output forcng

More information

COS 521: Advanced Algorithms Game Theory and Linear Programming

COS 521: Advanced Algorithms Game Theory and Linear Programming COS 521: Advanced Algorthms Game Theory and Lnear Programmng Moses Charkar February 27, 2013 In these notes, we ntroduce some basc concepts n game theory and lnear programmng (LP). We show a connecton

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

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

Online Appendix for A Simpler Theory of Capital Taxation

Online Appendix for A Simpler Theory of Capital Taxation Onlne Appendx for A Smpler Theory of Captal Taxaton Emmanuel Saez, UC Berkeley Stefane Stantcheva, Harvard July 2, 216 1 Proofs of Propostons n the Text 1.1 Proofs for Secton 2 Proof of Proposton 2. We

More information

Additional Codes using Finite Difference Method. 1 HJB Equation for Consumption-Saving Problem Without Uncertainty

Additional Codes using Finite Difference Method. 1 HJB Equation for Consumption-Saving Problem Without Uncertainty Addtonal Codes usng Fnte Dfference Method Benamn Moll 1 HJB Equaton for Consumpton-Savng Problem Wthout Uncertanty Before consderng the case wth stochastc ncome n http://www.prnceton.edu/~moll/ HACTproect/HACT_Numercal_Appendx.pdf,

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

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

Time-Varying Systems and Computations Lecture 6

Time-Varying Systems and Computations Lecture 6 Tme-Varyng Systems and Computatons Lecture 6 Klaus Depold 14. Januar 2014 The Kalman Flter The Kalman estmaton flter attempts to estmate the actual state of an unknown dscrete dynamcal system, gven nosy

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

European Regional Science Association 36th European Congress ETH Zurich, Switzerland August 1996

European Regional Science Association 36th European Congress ETH Zurich, Switzerland August 1996 European Regonal Scence Assocaton 36th European Congress ETH Zurch, Swtzerland 6-3 August 996 Se-l Mun and Mn-xue Wang raduate School of nformaton Scences Tohoku Unversty Katahra Cho-me, Aoba-ku, Senda

More information

Discussion of Extensions of the Gauss-Markov Theorem to the Case of Stochastic Regression Coefficients Ed Stanek

Discussion of Extensions of the Gauss-Markov Theorem to the Case of Stochastic Regression Coefficients Ed Stanek Dscusson of Extensons of the Gauss-arkov Theorem to the Case of Stochastc Regresson Coeffcents Ed Stanek Introducton Pfeffermann (984 dscusses extensons to the Gauss-arkov Theorem n settngs where regresson

More information

The Minimum Universal Cost Flow in an Infeasible Flow Network

The Minimum Universal Cost Flow in an Infeasible Flow Network Journal of Scences, Islamc Republc of Iran 17(2): 175-180 (2006) Unversty of Tehran, ISSN 1016-1104 http://jscencesutacr The Mnmum Unversal Cost Flow n an Infeasble Flow Network H Saleh Fathabad * M Bagheran

More information

Welfare Analysis of Cournot and Bertrand Competition With(out) Investment in R & D

Welfare Analysis of Cournot and Bertrand Competition With(out) Investment in R & D MPRA Munch Personal RePEc Archve Welfare Analyss of Cournot and Bertrand Competton Wth(out) Investment n R & D Jean-Baptste Tondj Unversty of Ottawa 25 March 2016 Onlne at https://mpra.ub.un-muenchen.de/75806/

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

princeton univ. F 17 cos 521: Advanced Algorithm Design Lecture 7: LP Duality Lecturer: Matt Weinberg

princeton univ. F 17 cos 521: Advanced Algorithm Design Lecture 7: LP Duality Lecturer: Matt Weinberg prnceton unv. F 17 cos 521: Advanced Algorthm Desgn Lecture 7: LP Dualty Lecturer: Matt Wenberg Scrbe: LP Dualty s an extremely useful tool for analyzng structural propertes of lnear programs. Whle there

More information

j) = 1 (note sigma notation) ii. Continuous random variable (e.g. Normal distribution) 1. density function: f ( x) 0 and f ( x) dx = 1

j) = 1 (note sigma notation) ii. Continuous random variable (e.g. Normal distribution) 1. density function: f ( x) 0 and f ( x) dx = 1 Random varables Measure of central tendences and varablty (means and varances) Jont densty functons and ndependence Measures of assocaton (covarance and correlaton) Interestng result Condtonal dstrbutons

More information

Global Sensitivity. Tuesday 20 th February, 2018

Global Sensitivity. Tuesday 20 th February, 2018 Global Senstvty Tuesday 2 th February, 28 ) Local Senstvty Most senstvty analyses [] are based on local estmates of senstvty, typcally by expandng the response n a Taylor seres about some specfc values

More information

More metrics on cartesian products

More metrics on cartesian products More metrcs on cartesan products If (X, d ) are metrc spaces for 1 n, then n Secton II4 of the lecture notes we defned three metrcs on X whose underlyng topologes are the product topology The purpose of

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

Week3, Chapter 4. Position and Displacement. Motion in Two Dimensions. Instantaneous Velocity. Average Velocity

Week3, Chapter 4. Position and Displacement. Motion in Two Dimensions. Instantaneous Velocity. Average Velocity Week3, Chapter 4 Moton n Two Dmensons Lecture Quz A partcle confned to moton along the x axs moves wth constant acceleraton from x =.0 m to x = 8.0 m durng a 1-s tme nterval. The velocty of the partcle

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

Interactive Bi-Level Multi-Objective Integer. Non-linear Programming Problem

Interactive Bi-Level Multi-Objective Integer. Non-linear Programming Problem Appled Mathematcal Scences Vol 5 0 no 65 3 33 Interactve B-Level Mult-Objectve Integer Non-lnear Programmng Problem O E Emam Department of Informaton Systems aculty of Computer Scence and nformaton Helwan

More information

Redistribution through Income Taxation and Public Utility Pricing in the Presence of Energy Efficiency Considerations

Redistribution through Income Taxation and Public Utility Pricing in the Presence of Energy Efficiency Considerations 7195 2018 August 2018 Redstrbuton through Income Taxaton and Publc Utlty Prcng n the Presence of Energy Effcency Consderatons Faban Feger, Dona Radulescu Impressum: CESfo Workng Papers ISSN 2364 1428 (electronc

More information

Tit-For-Tat Equilibria in Discounted Repeated Games with. Private Monitoring

Tit-For-Tat Equilibria in Discounted Repeated Games with. Private Monitoring 1 Tt-For-Tat Equlbra n Dscounted Repeated Games wth Prvate Montorng Htosh Matsushma 1 Department of Economcs, Unversty of Tokyo 2 Aprl 24, 2007 Abstract We nvestgate nfntely repeated games wth mperfect

More information

Long-term care and lazy rotten kids 1

Long-term care and lazy rotten kids 1 Long-term care and lazy rotten kds 1 Helmuth Cremer Toulouse School of Economcs Kerstn Roeder LMU, Munch February 2013, revsed August 2013 1 Fnancal support from the Chare Marché des rsques et creaton

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