Online Appendix: Labor Share Decline and Intellectual Property Products Capital

Size: px
Start display at page:

Download "Online Appendix: Labor Share Decline and Intellectual Property Products Capital"

Transcription

1 *NOT FOR PUBLICATION Online Appendix: Labor Share Decline and Inellecual Propery Producs Capial By Dongya Koh, Raül Sanaeulàlia-Llopis and Yu Zheng 1

2 Conens A The Daa 1 A.1 The Consrucion of Aggregae Daa Series A.1.1 The Source of Daa A.1.2 Depreciaion Rae by Type of Capial A.1.3 Invesmen by Type of Capial A.1.4 Relaive Price of Invesmen by Type of Capial A.1.5 Sock of Capial in Efficiency Unis by Type of Capial A.1.6 Rae of Reurn o Capial by Type of Capial A.1.7 Aggregae, Tradiional and Oher Counerfacual Labor Shares A.2 The BEA-NSF s Capializaion of R&D Expenses B Furher Insighs on IPP Capial 9 C A Broader Hisorical Perspecive: IPP Capializaion and he U.S. Labor Share, D The Corporae Secor and he BLS Labor Share 13 D.1 The Corporae Secor D.2 The BLS Labor Share E IPP Capial and Labor Share by Indusry 17

3 A The Daa A.1 The Consrucion of Aggregae Daa Series A.1.1 The Source of Daa All daa series are rerieved from he Bureau of Economic Analysis for he period Naional Income and Produc Accouns (NIPA-BEA) 1. NIPA 1.7.5: Gross Naional Produc (GNP), Consumpion of Fixed Capial (CFC), Saisical Discrepancy (SDis). 2. NIPA 1.12: Compensaion of Employees (CE), Proprieors Income (PI), Renal Income (RI), Corporae Profis (CP), Ne Ineres (NI), Taxes on Producion (Tax), Subsidies (Sub), Business Curren Transfer Paymens (BCTP), Curren Surplus of Governmen Enerprises (GE). 3. NIPA 2.3.3: Real Personal Consumpion Expendiures on Nondurable Goods (excluding Gasoline and Oher Energy Goods) (QCONS ND ) and Services (QCONS SV ). 4. NIPA 2.3.5: Personal Consumpion Expendiures on Nondurable Goods (excluding Gasoline and Oher Energy Goods) (CONS ND ) and Services (CONS SV ). 5. NIPA 3.9.5: Governmen Gross Invesmen on Srucures (IG ST ), Equipmen (IG EQ ), Inellecual Propery Producs (IG IP P ), Sofware (IG Sofware ), Research and Developmen (IG RD ). 6. NIPA 5.3.4: Price Indices for Privae Fixed Invesmen on Nonresidenial Equipmen (OPI EQ,NRes ), Residenial Equipmen (OPI EQ,Res ), Inellecual Propery Producs (OPI IP P ), Sofware (OPI Sofware ), Research and Developmen (OPI RD ), Enerainmen, Lierary and Arisic Originals (OPI En ) NIPA 5.3.5: Privae Fixed Invesmen on Nonresidenial Srucures (IP ST,NRes ), Residenial Srucures (IP ST,NRes ), Nonresidenial Equipmen (IP EQ,NRes ), Residenial Equipmen (IP EQ,Res ), Inellecual Propery Producs (IP IP P ), Sofware (IP Sofware ), Research and Developmen (IP RD ), Enerainmen, Lierary and Arisic Originals (IP En ). 8. NIPA A/B: Governmen Gross Fixed Invesmen on Residenial Srucures (IG ST,Res ). Fixed Asses Accouns (FAT-BEA) 1. FAT 1.1: Curren-Cos Ne Sock of Privae Fixed Asses for Nonresidenial Equipmen (K P,EQ,NRes ), Nonresidenial Srucures (K P,ST,NRes ), Inellecual Propery Producs (K P,IP P ), Residenial (K P,Res ); Curren-Cos Ne Sock of Governmen Fixed Asses for Nonresidenial Equipmen (K G,EQ,NRes ), Nonresidenial Srucures (K G,ST,NRes ), Inellecual Propery Producs (K G,IP P ), Residenial (K G,Res ); Consumer Durables (K CD ). 2 1 The price of governmen invesmen in equipmen and IPP is available for using NIPA Tables 5.9.A and 5.9.B. Unforunaely, he price of residenial governmen invesmen is no available, alhough here is separae informaion on he iems of residenial invesmen from he governmen in (1) srucures/federal/naional defense/new buildings/residenial, (2) srucures/federal/nondefense/new buildings/residenial, and (3) sae and local/new/buildings/residenial. For his reason, we have decided o use he privae secor prices for governmen invesmen in equipmen, IPP, and residenial invesmen. We have checked ha prices for each ype of invesmen are very similar across he privae and he governmen secor. 2 Consumer durables are no par of our benchmark analysis as hey are no capialized in NIPA. We have found ha an exension of our exercise ha incorporaes consumer durables lowers he level of he LS bu does no affecs is rend. 1

4 2. FAT 1.3: Curren-Cos Depreciaion of Privae Fixed Asses for Nonresidenial Equipmen (DEP P,EQ,NRes ), Nonresidenial Srucures (DEP P,ST,NRes ), Inellecual Propery Producs (DEP P,IP P ), Residenial (DEP P,Res ); Curren-Cos Depreciaion of Governmen Fixed Asses for Nonresidenial Equipmen (DEP G,EQ,NRes ), Nonresidenial Srucures (DEP G,ST,NRes ), Inellecual Propery Producs (DEP G,IP P ), Residenial (DEP G,Res ); Consumer Durables (DEP CD ). 3. FAT 2.1: Curren-Cos Ne Sock of Privae Fixed Asses for Sofware (K P,Sofware ), Research and Developmen (K P,RD ), Enerainmen, Lierary and Arisic Originals (K P,En )). 4. FAT 2.4: Curren-Cos Depreciaion of Privae Fixed Asses for Sofware (DEP P,Sofware ), Research and Developmen (DEP P,RD ), Enerainmen, Lierary, and Arisic Originals (DEP P,En )). 5. FAT 7.1 A/B: Curren-Cos Ne Sock of Governmen Fixed Asses for Sofware (K G,Sofware ), Research and Developmen (K G,RD ). 6. FAT 7.3 A/B: Curren-Cos Depreciaion of Governmen Fixed Asses for Sofware (DEP G,Sofware ), Research and Developmen (DEP G,RD ). A.1.2 Depreciaion Rae by Type of Capial We consruc he ne sock of capial and depreciaion of capial for radiional capial and for IPP capial. The ne sock of radiional capial is he sum of privae- and governmen-secor nonresidenial srucures, equipmen, and residenial capial. The ne sock of IPP capial is only in nonresidenial. The ne sock of capial by ype of capial: Privae IPP: Governmen IPP: Privae Tradiional: Governmen Tradiional: K P,IP P = K P,IP P K G,IP P = K G,IP P K P,T = K P,ST,NRes + K P,EQ,NRes + K P,Res K G,T = K G,ST,NRes + K G,EQ,NRes + K G,Res The depreciaion by ype of capial: Privae IPP: Governmen IPP: Privae Tradiional: Governmen Tradiional: DEP P,IP P = DEP P,IP P DEP G,IP P = DEP G,IP P DEP P,T = DEP P,ST,NRes + DEP P,EQ,NRes + DEP P,Res DEP G,T = DEP G,ST,NRes + DEP G,EQ,NRes + DEP G,Res The capial depreciaion rae by ype of capial is hen: δ IP P = DEP P,IP P + DEP G,IP P K P,IP P + K G,IP P and δ T = DEP P,T + DEP G,T K P,T + K G,T A.1.3 Invesmen by Type of Capial We consruc he nominal invesmen in radiional capial, sofware capial and IPP, and he associaed invesmen shares, which will be used in he consrucion of price indices in Secion A.1.4: 3 3 In more deail, firs, invesmen accouns in srucures include nonresidenial and residenial srucures, see Table in NIPA. Nonresidenial srucures include (i) commercial and healh care (i.e., office buildings (excep 2

5 Srucures: Equipmen: Inv EQ Tradiional: Inv T = Inv ST Sofware: Inv ST = IP ST,NRes = IP EQ,NRes + IP ST,Res + Inv EQ. Inv Sofware = IP Sofware. IPP: Inv IP P = IP IP P + IG IP P Aggregae: Inv = Inv T + Inv IP P Shares of Invesmen: + IP EQ,Res.. s i = Invi Inv, for i {T, IP P }. + IG ST. + IG EQ Aggregae invesmen appears in he expendiure-measure of oupu, GDP (see NIPA Table 1.1.5). GDP consiss of (a) personal consumpion expendiures ha includes goods (durable and nondurable) and services, (b) gross domesic privae invesmen ha is disaggregaed in his able as fixed invesmen 4 and change in privae invenories, (c) ne expors of goods and services, and (d) governmen consumpion expendiures and gross invesmen. 5 Furher, noe ha while changes in privae invenories are capialized as hey ener he invesmen accoun, his is no he case for governmen invenories since hey are included in governmen consumpion expendiures (see foonoe 2 in NIPA Table 3.9.5). 6 The ime series of he nominal invesmen in radiional and IPP capial in panel (a) of Figure 2. In 1947, he nominal invesmen in radiional capial is abou 50 billion USD and ha in IPP capial is negligible. By 2013, he invesmen in radiional capial has reached 250 billion USD, and ha in IPP capial almos 100 billion USD. In erms of he relaive imporance of invesmen in radiional capial and IPP (panel (b) of Figure 2), he share of IPP invesmen rises from 10% of he oal invesmen o 30% from 1947 o hose consruced a manufacuring sies and hose consruced by power uiliies for heir own use), hospials and medical buildings, mulimerchandise shopping, food and beverage esablishmens, warehouses, and oher commercial), (ii) manufacuring, (iii) power and communicaion, (iv) mining exploraion, shafs and wells (i.e., peroleum and naural gas and mining), and (v) oher srucures (religious, educaion and vocaional, lodging, amusemen and recreaion, ransporaion, farm, oher, brokers commissions on sale of srucures, and ne purchases of used srucures). Residenial srucures include (i) permanen sie (i.e., single-family and mulifamily srucures) and (ii) oher srucures (i.e., manufacured homes, dormiories, improvemens, brokers commissions and oher ownership ransfer coss and ne purchases of used srucures). Second, he invesmen accouns in equipmen include (i) informaion processing (i.e., compuers and peripheral equipmen, communicaion equipmen, medical insrumens, nonmedical insrumens, phoocopy and relaed equipmen, and office and accouning equipmen), (ii) indusrial equipmen (i.e, fabricaed meal producs, engines and urbines, mealworking machinery, special indusry machinery, general indusrial equipmen, including maerials handling, elecrical ransmission, disribuion, and indusrial apparaus), (iii) ransporaion equipmen (i.e., rucks, buses, and ruck railers, auos, aircrafs, ships and boas, railroad equipmen), and (iv) oher equipmen (i.e, furniure and fixures, agriculural machinery, consrucion machinery, mining and oilfield machinery, service indusry machinery, elecrical equipmen, and oher) less sales of equipmen scrap (excluding auos), see Table in NIPA. Third, he invesmen accouns in IPP include (i) sofware (i.e., prepackaged excluding sofware embedded, or bundled, in compuers and oher equipmen, cusom and own accoun), (ii) R&D in businesses manufacuring (i.e., pharmaceuical and medicine manufacuring, chemical manufacuring, semiconducor and oher elecronic componens, moor vehicles, bodies and railers, and pars, aerospace producs and pars, and oher manufacuring), in business nonmanufacuring (i.e., scienific research and developmen series, and all oher nonmanufacuring) and in nonprofi insiuions serving households (i.e., universiies and colleges, and oher nonprofi insiuions), and (iii) enerainmen, lierary, and arisic originals (i.e., hearical movies, long-lived elevision programs, books, music and oher), see Table in NIPA. 4 Fixed invesmen is displayed in erms of nonresidenial invesmen (in srucures, equipmen and IPP) and residenial invesmen. 5 Noe ha governmen consumpion and invesmen are recorded in he same accoun in Table This accoun is furher broken down ino federal (naional defense and nondefense) and sae and local. 6 Noe also ha consumer durables are no capialized in NIPA. Then, if we wan o include hem in our accouning exercise we mus exend our measure of oupu o include he income generaed by consumer durables.. 3

6 Furher, we define various shares of invesmen for laer use in Secion A.1.4: Nonresidenial Equipmen: Residenial Equipmen: Srucures: Equipmen: s P,EQ,NRes = s P,EQ,Res s ST = s EQ Inv ST IP EQ,NRes IP EQ,NRes = 1 s P,EQ,NRes Inv ST = 1 s ST +Inv EQ +IP EQ,Res A.1.4 Relaive Price of Invesmen by Type of Capial We consruc he relaive price of invesmen in radiional capial and in IPP capial. In addiion, we also consruc he relaive price of invesmen in sofware capial, o be used in one of he counerfacual exercises. The price of he consumpion good is he numèraire. We firs consruc he price of invesmen in srucures, equipmen, radiional capial, IPP capial and he componens in IPP capial separaely. (a) Price of Invesmen in Srucures: Price index for consumpion, P C, is used as a proxy for he price of srucures invesmen. 7 We use a Törnqvis price index aggregae 8 for nondurable consumpion (excluding gasoline and oher energy goods) and services. Le P C,i be he price index for nondurable goods and service good i in year, compued as he raio beween nominal consumpion of good i, CONS i, and he quaniy index of good i, QCONS i, i.e. P C,i = CONSi, for i {ND, SV }. Le s C,i CONS QCONS i = i be CONS ND +CONS SV he corresponding nominal share of good i in period. Le he growh rae of a variable x be denoed as λ(x ) = x x 1 1 ln( x x 1 ). Then, he growh rae of he Törnqvis price index for consumpion is λ(p C ) = i s C,i + s C,i 2 1 λ(p C,i ). The level of he consumpion price index is recovered recursively, P C = P C 1 [1 + λ(p C )] = P I,ST where P C 0 is normalized o 1 a he iniial period. (b) Price of Invesmen in Equipmen: In compuing he price index of equipmen invesmen, we use a Törnqvis price index for privae residenial equipmen invesmen, P I,EQ,Res = OP I EQ,Res, and privae non-residenial equipmen invesmen, P I,EQ,NRes = OP I EQ,NRes, from NIPA Table Then, he 7 As is sandard in he lieraure, we use he consumpion deflaor as he price index for invesmen in srucures (see Fisher (2006) and Canova e al. (2010)). The consumpion deflaor has he advanage over an oupu deflaor when applied o he srucures, since i does no involve price changes of equipmen invesmen. In addiion, we find no major difference in he resuls if we use he price of srucures derived from FAT. 8 The Törnqvis price index specifies, for a variey of producs indexed by j, P P 1 = Π j ( P j P j 1 ) 1 2[s j +sj 1], (A-1) where s j is he share of he value of he variey j. 9 We do no use he U.S annual series provided by Cummins and Violane (2002) in his exercise because hose series incorporae he sofware as par of equipmen while he curren NIPA accouns caegorize sofware ino R&D. We assume ha he hedonic mehods used o compue he official price index have correcly qualiy-adjused mos ypes of equipmen invesmen now. 4

7 growh rae of he price index of equipmen is ( ) s P,EQ,Res λ(p I,EQ ) = + s P,EQ,Res 1 2 λ(p I,EQ,Res ) + ( s P,EQ,NRes ) + s P,EQ,NRes 1 λ(p I,EQ,NRes ), 2 where s P,EQ,Res and s P,EQ,NRes are he share of privae residenial and non-residenial equipmen invesmen of oal equipmen invesmen defined in Secion A.1.3. (c) Price of Invesmen in Tradiional Capial: In compuing he price index of radiional invesmen, we use a Törnqvis price index for srucures and equipmen consruced above in (a) and (b). Then, he growh rae of he price index of he radiional invesmen is ( s λ(p I,T ST + s ST ) 1 ) = λ(p I,ST ) + 2 ( s EQ ) + s EQ 1 λ(p I,EQ ), 2 where s ST and s EQ are he share of srucures and equipmen invesmen of oal radiional invesmen defined in Secion A.1.3. (d) Price of Invesmen in IPP: This is available only for non-residenial invesmen. We use he price index for IPP Invesmen, P I,IP P = OP I IP P, available in NIPA Table Likewise, we use he price indexes for he subcaegories of IPP, such as sofware (P I,Sofware = OP I Sofware ), R&D (P I,RD = OP I RD ), and Enerainmen (P I,En = OP I En ), from NIPA Table Then, he level of he price indices of invesmen in radiional capial is recovered recursively as P I,T = P I,T I,T 1 [1 + λ(p )] where P I,T 0 is normalized o 1 a he iniial period. We furher normalize he price index of he IPP invesmen P I,IP P and he price index of he sofware invesmen P I,Sofware o 1 a he iniial period. Finally, he relaive price of invesmen (using he consumpion as numèraire) is defined as p j = P I,j P C, and is inverse, v j = 1, is he invesmen-specific echnical change, for j {T, IP P, Sofware}. p j A.1.5 Sock of Capial in Efficiency Unis by Type of Capial Define he invesmen in efficiency unis by he nominal invesmen deflaed by he price of invesmen for radiional capial and IPP: x j, = Inv j /P I,j, for j {T, IP P, sofware}. Then, we can recursively compue he sock of capial in efficiency unis, k x,j applying he capial accumulaion equaion in (3): by k x j,+1 = x j, + (1 δ j, )k x j,, (A-2) for j {T, IP P, sofware}. We se kj,0 x = 850 by argeing he annual capial-oupu raio of 12. 5

8 A.1.6 Rae of Reurn o Capial by Type of Capial We impue he ne rae of reurn by using he equaions (4) and (5) wih he pos-revision daa: [ k x ] T, (1 LS )y + v T, (1 δ T, ) + kx IP P, v IP P, (1 δ IP P, ) r = 1, (A-3) kt, x v T, 1 + kx IP P, v IP P, 1 where LS is he labor share compued by using pos-revision naional income daa in Secion 3.1 and y is real GNP deflaed by he price of consumpion in he pos-revision daa. Assuming he ne rae of reurn o capial, r, is idenical across ypes of capial, we can compue gross rae of reurn from he equaion R j,+1 = 1 v j, (1 + r +1 ) 1 v j,+1 (1 δ j,+1 ), (A-4) for j {T, IP P, sofware}. A.1.7 Aggregae, Tradiional and Oher Counerfacual Labor Shares Wihin his model, we compue a radiional labor share ha only uses capial income from radiional capial o evaluae he effec of IPP capializaion. In addiion, we compue a labor share ha incorporae only radiional capial income and sofware income. Finally, in he decomposiion exercise, we compue a labor share seing he IPP depreciaion o zero. Aggregae labor share: If we follow he consrucion of δ j,, P I j,, v j,, x j,, k x j,, r, R j, in he way specified in Secions A.1.2 hrough A.1.6 and compue he labor share according o (1), we will have, by consrucion, recovered he labor share in he pos-revision daa exacly. We compue he capial income by ype of capial and he labor income, which are he inpus o panel (a) of Figure 8: Tradiional Capial Income: y T, = R T, kt, x. IPP Capial Income: y IP P, = R IP P, kip x P,. Labor Income: w H = ry R T, kt, x R IP P,kIP x P,. Tradiional labor share: Given he series of depreciaion raes, prices of invesmen and invesmen for radiional and IPP capial as well as he ne raes of reurn o capial, we compue he radiional labor share according o (2). Labor share wih radiional capial and sofware: This is he labor share ploed in panel (b) in Figure 6, labeled + Sofware. To he radiional capial income, we add he sofware income o compue he labor share wih radiional capial and sofware: R T kt x LS T +Sofware = 1 + R sofwareksofware x y R IP P kip x P + R sofwareksofware x. Labor share wihou IPP depreciaion: This he labor share ploed in Figure 7, labeled Aggregae wihou IPP Depreciaion. Firs we compue he ne IPP capial income as: ( 1 + yip ne r P, = 1 ) kip x v IP P, 1 v P,. IP P, 6

9 Then he labor share wihou IPP depreciaion is compued as: LS IP P depreciaion = 1 R T,kT, x + yne IP P, y δ. IP P, v IP P, kip x P, A.2 The BEA-NSF s Capializaion of R&D Expenses The major componen of he 2013 NIPA revision is he capializaion of he R&D expendiures from he business, governmen and non-profi insiuions serving households (NPISH). In his secion, we firs describe he definiion of he R&D adoped by he BEA and he mehodology of evaluaing he invesmen, oupu and depreciaion of he R&D. Second, we discuss he pracical implicaions ha his capializaion has had on he axonomy of he fixed asses ables (FAT). The definiion of he R&D adoped by BEA is essenially he same as ha used by he Naional Science Foundaion (NSF) in is annual Business Research and Developmen and Innovaion Survey (BRIDS) 10 and he Survey of Research and Developmen Expendiures a Universiies and Colleges. The NSF definiion is consisen wih he broad Frascai definiion of R&D, while in pracice he business secor s R&D is he repored R&D expendiures in naural sciences and engineering and he governmen and NPISH s R&D includes repored expendiures on he social sciences in addiion o naural sciences and engineering, bu excludes he humaniies. 11 The expendiure on R&D is hen he sum of he inpu coss minus he consumpion of oher fixed asses and sofware o produce R&D, repored on he performer basis in he NSF surveys. Nex, he BEA aribues he ownership of he R&D capial o he funder of he R&D projec. In oher words, he measure of he annual R&D invesmen in he business, governmen and NPISH secors in NIPA are he aggregae expendiures on R&D funded by hese secors respecively. The measuremen of he R&D oupu is also a delicae issue. Since mos R&D invesmen is conduced for in-house uses, here is no an observable marke price of R&D. The radiional cos-based approach o value non-markeed producs and asses (such as he oupu of governmens and NPISHs and he asses in he ownaccoun consrucion in he language of he accounans) fails o capure he increase in he produciviy of R&D, conradicing he micro evidence of a much higher rae of reurn o R&D han o oher invesmens. 12 Concepually, he oupu of R&D is he discouned presen value of he fuure gains he company or organizaion derives from R&D. 13. The BEA seles wih an alernaive approach which bases he value of R&D oupu on he prices of producs produced by R&D-inensive indusries. The BEA developed an R&D price index from he indusry value-added price indexes for he four indusries ha perform he mos R&D, radio and TV receiving equipmen, drugs and medicines, office, compuing and accouning machines, and aircraf and missiles, weighed by he indusry s share of oal performer-based R&D expendiures. 10 The BRIDS is he successor o he Survey of Indusrial Research and Developmen (SIRD or RD-1), which colleced daa on R&D domesically performed by indusry from 1953 o See Okubo e al. (2006), p Ibid., pp The value of R&D should be deermined in erms of he economic benefis i is expeced o provide in he fuure., see Chaper 10 in hp://unsas.un.org/unsd/naionalaccoun/docs/sna2008.pdf for a discussion of he reamen of R&D capializaion Inellecual propery producs include he resuls of research and developmen (R&D). Research and [experimenal] developmen consiss of he value of expendiures on creaive work underaken on a sysemaic basis in order o increase he sock of knowledge, including knowledge of man, culure and sociey, and use of his sock of knowledge o devise new applicaions. This does no exend o including human capial as asses wihin he SNA. The value of research and developmen (R&D) should be deermined in erms of he economic benefis i is expeced o provide in he fuure. This includes he provision of public services in he case of R&D acquired by governmen. In principle, R&D ha does no provide an economic benefi o is owner does no consiue a fixed asse and should be reaed as inermediae consumpion. Unless he marke value of he R&D is observed direcly, i may, by convenion, be valued a he sum of coss, including he cos of unsuccessful R&D, as described in chaper 6. 7

10 The depreciaion of R&D capures he idea ha he R&D capial loses value due o obsolescence and/or echnology diffusion. The fac ha we canno observe he price in he resale marke for differen vinages of R&D asses makes he convenional mehod of calculaing depreciaion inapplicable o he R&D. The BEA esimaes he depreciaion ogeher wih he profi impac from R&D from a forward-looking profi model wih a gesaion lag using he firm- and esablishmen-level daa (Li (2012)). Consider a firm s R&D invesmen problem in period : J d q +j+d I(RD )(1 δ) j max π = RD + RD (1 + r) j+d, (A-5) j=0 where he profi impac from R&D lass unil period J, he gesaion lag, or he ime from invesmen o he sar of he profi impac, is d, he sales revenue in period j is q j, he profi rae increase due o vinage- R&D is I(RD ) every period saring + d, he cos of capial is r and he depreciaion rae is δ. I is assumed ha I(RD ) akes a paricular funcional form: I(RD ) = I Ω (1 exp[ RD θ ]), (A-6) which an increasing and concave funcion in RD ha approaches an upper bound I Ω in he limi. This is a simple funcion wih wo parameers, I Ω and θ. The former measures he full long-run poenial of he R&D and he laer governs he effeciveness of he vinage- R&D o achieve he full poenial impac on he profi rae. We will see laer ha in he acual implemenaion, he raio RD θ is se up o be relaively sable over ime. Noe ha θ is fixed for a paricular vinage of R&D, bu is allowed o differ across vinages. The opimaliy condiion in he firm s R&D invesmen problem ses he basis of he esimaion: θ I Ω exp( RD θ ) J d j=0 q +j+d (1 δ) j (1 + r) j+d = 0. (A-7) The value of d is se o 2, ha of J is se o 20 (excep for he pharmaceuical indusry where i is se o 25), and he value of I Ω and r are boh se o 8.9%, i.e. he long-run average rae of reurn on all asses for non-financial corporaions. The esimaion of he depreciaion rae δ proceeds in hree seps. Firs, five years sales revenue daa before year are used in an auoregressive model o predic he fuure sales revenues, q +j+2 for j = 0,...J 2. Second, he process of θ is modeled o follow a process: logθ = logθ α( 2000), (A-8) where 2000 is he base year and α is he coefficien in he linear regression of log(rd ) on a consan and he year. This implicily assumes ha (logged) θ grows a he same rae as (logged) R&D invesmen, which implies ha he raio RD θ is more or less consan across years. In he hird sep, a leas-square fiing is performed in which he program searches for he values of δ and θ 2000 o minimize T 5 θ (θ 2000 ) [ I Ω exp( RD θ ) (θ 2000) =1 J d j=0 q +j+d (1 δ) j (1 + r) j+d ] 2, (A-9) assuming δ is relaively consan wihin he T 5 years. The 5 years subraced are used in he revenue forecasing One can repea he above exercise for subses of indusries and ime periods o recover indusry- and imevarying discoun raes. 8

11 B Furher Insighs on IPP Capial This secion provides furher insighs on he invesmen, he price of invesmen and he depreciaion rae of he subcaegories of he IPP capial, i.e. sofware, R&D and arisic originals. Invesmen The levels of nominal invesmen by subcaegory of IPP capial are ploed in panel (a) in Figure B-1 and he share of aggregae invesmen of each subcaegory of IPP capial are ploed in panel (b) in Figure B-1. The sofware invesmen share has increased from zero in he 1950s exponenially o 11% of oal invesmen by 2013; he R&D invesmen share shows an increase from 5% in he lae 1940s o roughly 12-13% since he mid-1960s; and he arisic originals invesmen share shows a sligh increase from 2% in 1947 o 3% in Relaive Price of Invesmen The relaive prices of invesmen by subcaegory of IPP capial are ploed in panel (c) Figure B-1. The relaive prices of invesmen in sofware, R&D and arisic originals all decline bu a differen raes. The relaive prices of R&D and arisic originals fall somewha mildly o 70% of he price of consumpion by 2013, whereas he relaive price of invesmen in sofware declines sharply, reaching 50% by he early 1980s and 10% by Depreciaion Raes The depreciaion raes by subcaegory of IPP capial are ploed in (d) in Figure B-1. Clearly, sofware is he IPP componen wih he highes depreciaion rae saring around 0.30 in he early 1960s and going up o 0.34 in he 2000s; R&D capial depreciaion is roughly around 0.17 since he 1970s; and arisic originals have he lowes depreciaion rae wih an average around 0.14 since he 1970s. 9

12 Figure B-1: Subcaegories of IPP Capial (a) IPP Componen Invesmen Levels (b) IPP Componens Invesmen Shares (c) Relaive Price of Invesmen in IPP Componens (d) Depreciaion Rae of IPP Componens Noes: IPP capial includes sofware, R&D and arisic originals (see Secion 2). The invesmen shares are in erms of aggregae invesmen ha includes boh privae and governmen invesmen. The depreciaion rae of and he relaive price of sofware are available since The consrucion of invesmen, invesmen price, and depreciaion rae is discussed in Secion 2.

13 C A Broader Hisorical Perspecive: IPP Capializaion and he U.S. Labor Share, Here, we exend he hisorical perspecive of our analysis o he U.S. sample from 1929 o 2013, as early as NIPA allow us o race back o. 15 Visual inspecion of labor share suggess ha he labor share decline is a phenomenon ha sars primarily afer WWII (see panel (a) of Figure C-1). This secular decline in labor share clearly coincides wih he increase in he relaive imporance of IPP invesmen. Unil 1930, IPP invesmen represens less han 3% of aggregae invesmen. I sars o grow almos linearly since he 1930s, reaching a value above 20% in he 2000s and close o 30% in he las few years. See Figure C-1b. Finally, panel (c) in Figure C-1 shows he effecs of IPP capializaion. There, we redo he exercise described in Secion 3, bu wih his larger sample saring from We find ha he radiional labor share is basically fla ha is, exending our analysis back o 1929 does no change our main finding ha he labor share decline can be explained by IPP capializaion. The coefficien of he linear rend for he sample from 1929 o 2013 is an insignifican (he orange dashed line) a 10% significance level. 15 Noe ha while NIPA provides daa since 1929, FAT provides daa including he invesmen series ha we describe nex since 1901.

14 Figure C-1: Labor Share, Invesmen Shares, and IPP Capial, U.S (a) US Aggregae Labor Share, BEA (b) Invesmen Shares in Tradiional and IPP Capial, (c) Aggregae and Tradiional Labor Share, Noes: Panel (a) shows he aggregae labor share as described in Secion 3.1, exending he analysis o Panel (b) provides radiional invesmen and IPP invesmen as a share of aggregae invesmen including privae and governmen invesmen and residenial and nonresidenial invesmen, exending he analysis o Panel (c) shows he radiional labor share and he aggregae labor share consruced as described in Secion 3, exending he analysis o 1929.

15 D The Corporae Secor and he BLS Labor Share We conduc robusness of our main findings using he corporae secor labor share and he labor share consruced by he Bureau of Labor Saisics (BLS). D.1 The Corporae Secor There are a leas wo moivaions for invesigaing he LS in he corporae secor only. 16 Firsly, by focusing on he corporae secor, we purge ambiguous income from he compuaion of he LS (i.e., here is no proprieors income), see he discussion in Karabarbounis and Neiman (2014). 17 Secondly, he corporae secor does no include eiher he housing secor or he governmen secor, where he measuremen of LS is subjec o criicism (Gomme and Ruper, 2004, 2007). 18 The corporae LS is shown in panel (b) of Figure D-1. 19,20 This LS remains seady around a value of 0.63 from he lae 1940s o he lae 1970s and, as noed by Karabarbounis and Neiman (2014), i exhibis a decline from 0.63 in 1975 o 0.56 in 2013, wih an acceleraed decline saring in he early 2000s. 21 Noe ha he corporae secor fixed invesmen consiss of privae nonresidenial fixed invesmen and asses. 22 Panel (a) of Figure D-1 shows he invesmen share of radiional capial and IPP in he corporae secor. The share of invesmen in IPP has increased from 9% in he lae 1940s o 27% in he lae 1990s, reaching 33% in The IPP figures are larger for he corporae secor han for he enire economy, suggesing a larger IPP capial inensiy in he corporae secor. Par of he reason of his observaion is ha he corporae secor does no include residenial invesmen. The FAT decomposes he fixed asses of he corporae secor ino srucures, equipmen, and IPP (see online Appendix G of he longer version of he paper). This allows us o assess he effecs of IPP capial on corporae secor LS in a wo-secor model analogous o Secion 3. The invesmen prices are hose for he enire economy already compued in Appendix A.1.4. The counerfacual radiional labor share is shown in panel (b) of Figure D-1. The IPP capial compleely explains he LS decline in he corporae secor. The radiional LS (orange line in panel (b) of Figure D-1) wihou IPP capial income displays no visible rend afer To summarize, as for he enire economy, he decline of he corporae secor LS is accouned for by IPP capial. The corporae secor radiional labor share remains rendless hroughou he sample period. Noice ha 16 The corporae secor represens 55% of GNI in 1948 and 65% in I increases o 71% in he early 1980s and decreases o 65% in he 2000s. 17 See also earlier reamens of he corporae LS in Boldrin and Perala-Alva (2009) (among ohers). 18 See Appendix G of he longer version of he paper for an analysis of he housing and governmen secors for he enire economy. 19 We compue he corporae LS by dividing he compensaion of employees (i.e., he income accruing o employees, such as wages, salaries, employers conribuions for social insurance, and oher labor income) by he gross value added, which consiss of he consumpion of fixed capial, compensaion of employees, axes on producion and impors less subsidies, and ne operaing surplus, and, in urn, ne operaing surplus consiss of ne ineres and miscellaneous paymens, business curren ransfer paymens, and corporae profis. 20 Here we focus on he join LS behavior of financial and nonfinancial corporae businesses. See online Appendix A.3 of he longer version of he paper for he corporae secor daa sources and consrucion. The LS behavior of he enire corporae secor and he nonfinancial corporae secor are similar because he financial corporae secor is relaively small. The gross value added of he financial corporae secor accouns for 4% of he corporae gross value added; his proporion slowly increases o 12% oward he end of he sample. 21 Our corporae LS is idenical o he updaed LS daa supplied by Karabarbounis and Neiman (2014) for he subperiod 1975 o 2012 (i.e., he green line in panel (b) of Figure D-1). 22 Tha is, he corporae secor does no include componens associaed wih residenial invesmen and/or governmen invesmen. I also excludes non-corporae privae invesmen. 23 If a all, LS seems o slighly increase by 2 LS poins from he lae 1940s o he mid-1970s.

16 he radiional labor share mirrors he aggregae labor share in erms of cyclical flucuaions. In paricular, he recen decline since 2001 of he corporae radiional labor share does no represen a break from he (insignifican) secular rend. In fac, he corporae radiional labor share peaked (above is secular average) in Formally, we have compued sandard Bai-Perron ess and found ha hey do no pick any sign of srucural change for he radiional labor share from 1975 o Therefore he decline of he corporae labor share in he 2000s is more likely o be of cyclical (or medium-run) naure. D.2 The BLS Labor Share In a recen analysis of he US LS, Elsby e al. (2013) discuss in deail he wo main LS consrucs provided by he Bureau of Labor Saisics (BLS). The headline measure of he LS provided by he BLS, and available from he Major Secor Produciviy Coss division, correcs for he amoun of ambiguous income (mainly, proprieor s income) using he raio of self-employed o employed in he US economy. This carries he implici assumpion ha he wages ( earned (per uni of work) by he employed is idenical o ha of he self-employed, basically LS = CE N+SE ) Y N where CE is he compensaion of employees, Y is oupu, N is he amoun of employees, and SE is he amoun of self-employed. However, Elsby e al. (2013) noed ha under his definiion of he LS he oal amoun of labor income in he proprieors secor can and does exceed (from 1981 o 1991) he oal amoun of proprieors income, which implies he pahological phenomenon ha LS exceeds one in he proprieors secor or ha he capial share (or he marginal produc of capial) are negaive in ha secor. In ligh of his resul, Elsby e al. (2013) sugges wo preferred measures of LS. The firs is he economywide basis measure which corresponds o our benchmark LS described in Secion 3.1 in he main ex, and also implemened by previous lieraure on LS dynamics (Cooley and Presco, 1995; Gomme and Ruper, 2004, 2007; Ríos-Rull and Sanaeulàlia-Llopis, 2010). The second is he BLS measure available from he Major Secor Mulifacor Produciviy (MSMP) division ha is consruced under he assumpion ha he reurns o capial (user-cos based) are he same for proprieors income han for he res of he economy. The laer is labeled as he asse basis measure of proprieors income. Ineresingly, in he compuaion of he asse basis measure he BLS MSMP division uses he reurns o capial from he corporae secor (see BLS (2007)), which implies ha he asse basis and he corporae LS mus bear resemblance, a conjecure ha is largely confirmed by Figure D-2 ha plos he wo measures side by side. This way, our findings for he corporae secor LS described in Appendix D.1 also apply o he asse basis LS provided by he BLS. In paricular, noe ha wihou IPP income LS is rendless. Ineresingly, afer removing IPP income, he acceleraion of he LS decline since 2001 (see he discussion in Elsby e al. (2013) and in our Appendix D.1) does no seem o represen a secular break, bu more likely a cyclical or medium-run phenomenon a conjecure ha deserves furher exploraion and ha will become more ransparen as he sample grows afer 2013.

17 Figure D-1: Effecs of IPP Capial on Corporae Labor Share (a) Tradiional and IPP Inv. Shares, Corporae Secor, BEA (b) Aggregae and Tradiional Labor Share, Corporae Secor, BEA Noes: Panel (a) shows he share of nominal invesmen by ype of capial. In Panel (b) he reference scenario is he benchmark labor share for he corporae secor from he pos-revision daa (i.e. he blue line). This measure of labor share is idenical o he updaed labor share daa supplied by Karabarbounis and Neiman (2014) for he subperiod 1975 o 2012 (i.e. he green line). The consrucion of he aggregae and radiional labor share follows closely he mehodology in Secion 3, applied o he corporae secor only.

18 Figure D-2: Corporae Labor Share (BEA) vs Asse Basis Labor Share (BLS) Noes: The corporae LS is compued using BEA daa as described in our main ex (Secion D.1) and is idenical o ha consruced from he updaed pos-2013 BEA revision series of Karabarbounis and Neiman (2014). The asse basis LS is consruced by he Major Secor Mulifacor Produciviy (MSMP) division a he BLS. For comparison purposes he average of boh series is normalized o one. The counerfacual LS series labeled Tradiional is compued as described in he main ex.

19 E IPP Capial and Labor Share by Indusry In his secion, we invesigae which indusries are becoming more inense in IPP capial and wheher he decline of LS a he indusry level can be explained by indusry-wide IPP capial inensiy. To sar, we plo he oupu shares of 12 main indusries from 1947 o 2013 in Figure E Of all indusries, only services, informaion, and FIRE (finance, insurance, real esae, renal and leasing) are growing relaive o oher indusries, so heir oupu shares increase, see panel (a) of Figure E-1. The fases-growing indusry is services which sars a 13.1% of he oal oupu in 1947 and grows o 30%, almos a hreefold facor, by FIRE also shows an imporan increase in oupu share from around 12% in 1947 o 22.6%, almos a wofold facor, in Informaion sars low, around 3.2% and increases by abou a 1.5-fold reaching an oupu share ha is sill small, 5.5%, compared wih he oher growing indusries. The oupu shares of indusries ha sagnae or decline are found in panel (b) of Figure E-1. The indusry wih he larges decline is clearly manufacuring. The durable goods manufacuring share of oupu drops from nearly 18% in he early 1950s o 7.6% in 2013, and he nondurable goods manufacuring share of oupu drops from 14.3% in 1947 o 6.9% in In relaive erms, i is also imporan o noe he drop in he agriculural share of oupu from 9.3% in 1947 o 1.4% in In shor, oupu is moving o services, FIRE and informaion, and he indusries wih sagnan or decreasing oupu shares by 2013 ha sill represen a large share of oupu are manufacuring (in durables and nondurables), reail rade, and wholesale rade. We sar by showing he evoluion of radiional (i.e. srucures and equipmen) and IPP invesmen shares for 12 main (i.e., 2 digi NAICS) indusries. Figure E-2 shows he indusries wih high IPP invesmen. Informaion and (durables and nondurables) manufacuring are he indusries wih he larges shares of IPP invesmen. For hese indusries, he IPP invesmen accouns for 60% of he indusry-specific aggregae invesmen in 2013, represening he larges ype of invesmen. For he informaion indusry, he IPP invesmen sars a 30% of oal invesmen in he lae 1940s and remains seady unil he mid-1970s, afer which i sars o linearly increase o 60% in The IPP share in he invesmen of durables manufacuring sars a 20% in he lae 1940s and linearly increases o 30% in he early 1960s and furher 60% in he early 2010s. The IPP share in he invesmen of nondurables manufacuring is somewha lower han ha of durables, saring around 10% in he lae 1940s and increases o reach a plaeau around 20% in he 1960s and he 1970s and hen linearly increases from he early 1980s o reach roughly 60% in The IPP invesmen share in services is slighly below 10% before he 1970s, and i rises from he 1980s o reach roughly 40% in The IPP invesmen in wholesale rade remains nil unil he 1970s, afer which i shows an exraordinary growh ha reaches 40% of invesmen by The rend of he IPP share of invesmen in reail rade resembles ha in wholesale rade. The growh in he IPP share in he invesmen in reail rade sars only in he mid-1970s and i increases o around 20% in he 2010s. We observe ha hese high IPP indusries demonsrae he growh of IPP invesmen share associaed by he decline of invesmen share in radiional capial. Nex, we use addiional indusry-level daa of invesmen, price of invesmen, and depreciaion from he FAT o consruc indusry LS. 25 We apply ha formula separaely o each indusry under he assumpion ha he ne reurn o capial is idenical across NAICS indusries. The main reason o use his LS consruc, in addiion o ensure consisen indusry classificaion under NAICS hroughou he period, is ha i allows us o sudy he effecs of IPP capial on he LS a he indusry level, in he same manner ha we explored hese effecs 24 We recognize 12 main indusries, 11 of which correspond o he 2-digi Norh American Indusry Classificaion Sysem (NAICS) codes: agriculural, foresry, fishing and huning, mining, uiliies, consrucion, durable goods manufacuring, nondurable goods manufacuring, wholesale rade, reail rade, ransporaion and warehousing, informaion, and finance, insurance, real esae, renal and leasing. We addiionally consruc services as he welfh indusry, which includes he following se of 2-digi NAICS code indusries: professional and business services, educaional services, healh care and social assisance, ars, arisic originals and recreaion, accommodaion and food services, and oher services. In he Appendix of, we furher describe he source and sample periods of indusry daa and some adjusmen mehods ha we apply o he value added daa by indusry. 25 A nice feaure of he FAT is ha, unlike NIPA, hey consisenly use NAICS codes from 1947 o The change in he indusry classificaion in NIPA makes he consrucion of a consisen measure of LS over ime from NIPA alone unfeasible for some indusries, for lack of disaggregaed subindusry daa.

20 a he aggregae level in he main ex. 26 A he same ime, we consruc he indusry IPP capial inensiy by dividing he IPP capial sock by he oal capial sock in each indusry. We invesigae he relaionship beween LS and he IPP capial inensiy by indusry for wo subsample periods, and in panel (a) in Figure E This exercise explores wheher indusries ha have grown more in IPP capial inensiy have also experienced a decline in LS. There are hree observaions o highligh. Firs, in erms of IPP capial inensiy, he indusries wih he highes inensiy are also hose ha experience larger growh in IPP capial inensiy in he 2000s. In addiion, hese indusries consis of six of he seven indusries wih he highes oupu share in These indusries include informaion and services ha is, wo of he hree growing indusries idenified in Figure E-1 ha respecively grow by abou 0.05 and 0.06 IPP capial inensiy poins from he firs o he second subperiod, nondurables and durables manufacuring which respecively grow by and IPP capial inensiy poins, and wholesale and reail rade, which respecively grow by and IPP capial inensiy poins. Some of hese indusries, such as nondurables and durables manufacuring and informaion, have a relaively high level of IPP capial inensiy above 0.10 before 2000, and ohers such as wholesale rade and services sar from IPP capial inensiy below 0.06 before Second, in erms of LS, he larges decline occurs in durables manufacuring by 0.15 LS poins, in nondurables manufacuring by 0.08 LS poins, in boh informaion and reail rade by 0.07 LS poins, and in wholesale rade by 0.04 LS poins from he firs o he second subperiod. These resuls represen he firs direc empirical evidence of he relaionship beween he larges growh in IPP capial inensiy and he larges declines in LS a he indusry level. The larges increases in IPP capial inensiy and declines in he LS occur for indusries wih large iniial LS values. Insead, indusries wih relaively low LS such as agriculure, FIRE, and uiliies, barely experience an increase in IPP capial and declines in he LS. Finally, only wo of he 12 main indusries exhibi a posiive relaionship beween IPP capial inensiy and LS, ransporaion and mining. We also disaggregae he 12 main indusries ino 46 subindusries (3 and 4-digis NAICS) for he period See Table E-1 for indusry codes and names. 29 For each of hese subindusries, panel (b) in Figure E-3 repors on he verical axis he difference (i.e., changes in levels) in LS beween he pre- and pos-2000 years and on he horizonal axis he difference in IPP capial inensiy beween he pre- and pos-2000 years. Our sample largely populaes he boom-righ quadran of ha panel suggesing ha mos subindusries display a decline in heir LS associaed wih an increase in heir IPP capial inensiy, wih very few indusries showing a decline in IPP capial inensiy and/or an increase in LS (e.g., peroleum and coal producs (Sub-24)). For example, chemical producs (Sub-25) shows an increase in IPP capial inensiy by.26 poins and a decline in LS by.06 poins and compuer and elecronic producs (Sub-13) shows an increase in IPP capial inensiy by.15 poins and a decline in LS by.17 poins. The general paern is ha increases in IPP capial inensiy go hand in hand wih decreases in LS a he subindusry level; a simple regression weighed by subindusries oupu shares implies ha for a.100 poins increase in IPP capial inensiy, LS declines by.020 poins. In all, even wih a finer indusry classificaion, we find a negaive relaionship beween LS and IPP capial inensiy ha is consisen wih ha for 2-digi NAICS indusries. As we consruc radiional LS for each indusry in he same fashion as described in he main ex, we confirm ha he radiional LS of indusries ha inves in IPP flaens ou. These resuls are shown in Figure E-4 for he 26 For he subperiod we also consruc he NAICS indusry LS compued direcly from he naional income componens in NIPA according o secion 3.1; his is no feasible for he pre-1997 years because he NIPA indusry classificaion for hose years is based on he Sandard Indusrial Classificaion (SIC). We plo indusrylevel LS consruced from he FAT daa agains indusry-level LS compued from NIPA in he Appendix of he large version of his paper (available online). By and large, he wo consrucs of LS correspond well. Since our model is fricionless, he difference of he model-based LS and he daa-based LS is an indicaor of fricions beyond wha is facored ino he price series of invesmen. 27 The poin break of 2000 is moivaed by he fac ha, since he ealry 2000s, we find IPP invesmen has reached a seady srucure of is componens, ha is, he share of sofware, R&D, and arisic originals in oal IPP invesmen has remained relaively sable afer year 2000; see he discussion in online Appendix B. 28 Only FIRE is missing wih a high oupu share bu low IPP capial inensiy. 29 Our sample increases o 57 subindusries if we resric he aenion o he pos-1970 years, wihou providing addiional insighs in our resuls.

21 main indusries ha inves in IPP ha is, informaion, services, nondurable and durable goods manufacuring, wholesale rade and reail rade. 30 The effecs of IPP on LS are larges for he manufacuring secor. Using he pos-revision daa, he aggregae LS of nondurable goods manufacuring and ha of durable goods manufacuring declines by, respecively, 0.20 and 0.25 LS poins from 1947 o 2013, represening he wo larges LS declines in all indusries. Furher, a he same ime, hese wo indusries have also invesed heavily in IPP, especially in he pos-2000 period, suggesing a poenial relaionship beween IPP capial and LS. The LS decline miigaes wih he radiional LS. For nondurables manufacuring, he radiional LS decreases by 15 percenage poins from 1947 o 1984, bu i acually increases by 5 percenage poins from 1985 o 2013, neing a 10% decline over he enire sample. For durable goods manufacuring, he radiional LS declines by 10 percenage poins from 1947 o 1983 and hereafer remains consan unil he end of he sample. IPP capial drives he LS of he manufacuring indusries down. Finally, he effecs of IPP capial on he LS in informaion indusry are also large. The aggregae LS in informaion declines from 0.68 in 1947 o 0.50 in 2013, a drop of 0.18 LS poins. In conras, he radiional LS drops in informaion reduces o 0.06 LS poins from 0.71 in 1947 o 0.65 in 2013, and he LS displays an increase from 0.60 in he mid-1980s o 0.65 in For he services indusry he LS sars a 0.86 in The aggregae LS in services falls o 0.82; he radiional LS remains essenially fla and ends a he same 0.86 in We find similar effecs of IPP capial on he LS in wholesale rade and reail rade. 30 For indusries ha do no inves in IPP he difference beween aggregae and radiional LS is, obviously, negligible.

22 Figure E-1: US Oupu Shares by Indusry, BEA (a) Growing Indusries (b) Declining Indusries Noes: The oupu shares by indusry are compued using NAICS classificaion.

23 Figure E-2: Srucures, Equipmen and IPP Invesmen Shares, High IPP Indusries (a) Informaion (b) Services (c) Manufacuring: Nondurable goods (d) Manufacuring: Durable goods (e) Wholesale Trade (f) Reail Trade Noes: In each panel we plo he radiional and IPP invesmen shares of indusry-specific aggregae invesmen for 2-digi NAICS indusries ha we caegorize as having high IPP invesmen.

24 Figure E-3: Labor Share and IPP Capial Inensiy by Indusry: Pre- and Pos-2000s (a) Main Indusries (b) Sub-Indusries Noes: Labor share is compued by indusry using NAICS classificaion. IPP capial inensiy is he share of IPP capial in oal capial by indusry (or subindusry). The size of he poins refers o he indusry-specific share of oupu in he aggregae economy.

Online Appendix: Labor Share Decline and Intellectual Property Products Capital

Online Appendix: Labor Share Decline and Intellectual Property Products Capital *NOT FOR PUBLICATION Online Appendix: Labor Share Decline and Inellecual Propery Producs Capial By Dongya Koh, Raül Sanaeulàlia-Llopis and Yu Zheng 1 Conens A The Daa 2 A.1 The Consrucion of Aggregae Daa

More information

2. Quantity and price measures in macroeconomic statistics 2.1. Long-run deflation? As typical price indexes, Figure 2-1 depicts the GDP deflator,

2. Quantity and price measures in macroeconomic statistics 2.1. Long-run deflation? As typical price indexes, Figure 2-1 depicts the GDP deflator, 1 2. Quaniy and price measures in macroeconomic saisics 2.1. Long-run deflaion? As ypical price indexes, Figure 2-1 depics he GD deflaor, he Consumer rice ndex (C), and he Corporae Goods rice ndex (CG)

More information

Documentation: Philadelphia Fed's Real-Time Data Set for Macroeconomists First-, Second-, and Third-Release Values

Documentation: Philadelphia Fed's Real-Time Data Set for Macroeconomists First-, Second-, and Third-Release Values Documenaion: Philadelphia Fed's Real-Time Daa Se for Macroeconomiss Firs-, Second-, and Third-Release Values Las Updaed: December 16, 2013 1. Inroducion We documen our compuaional mehods for consrucing

More information

Problem Set 1 Answers. a. The computer is a final good produced and sold in Hence, 2006 GDP increases by $2,000.

Problem Set 1 Answers. a. The computer is a final good produced and sold in Hence, 2006 GDP increases by $2,000. Social Analysis 10 Spring 2006 Problem Se 1 Answers Quesion 1 a. The compuer is a final good produced and sold in 2006. Hence, 2006 GDP increases by $2,000. b. The bread is a final good sold in 2006. 2006

More information

Extended Business Sector Data on Outputs and Inputs for the U.S.:

Extended Business Sector Data on Outputs and Inputs for the U.S.: 1 Exended Business Secor Daa on Oupus and Inpus for he U.S.: 1987-2011 W. Erwin Diewer, 1 Discussion Paper 13-01, School of Economics, Universiy of Briish Columbia, Vancouver, Canada, V6T 1Z1. Email: diewer@econ.ubc.ca

More information

UCLA Department of Economics Fall PhD. Qualifying Exam in Macroeconomic Theory

UCLA Department of Economics Fall PhD. Qualifying Exam in Macroeconomic Theory UCLA Deparmen of Economics Fall 2016 PhD. Qualifying Exam in Macroeconomic Theory Insrucions: This exam consiss of hree pars, and you are o complee each par. Answer each par in a separae bluebook. All

More information

PRESS RELEASE EURO AREA ECONOMIC AND FINANCIAL DEVELOPMENTS BY INSTITUTIONAL SECTOR - FIRST QUARTER August 2012

PRESS RELEASE EURO AREA ECONOMIC AND FINANCIAL DEVELOPMENTS BY INSTITUTIONAL SECTOR - FIRST QUARTER August 2012 1 Augus 212 PRESS RELEASE EURO AREA ECONOMIC AND FINANCIAL DEVELOPMENTS BY INSTITUTIONAL SECTOR - FIRST QUARTER 212 In he firs quarer of 212, he annual growh rae 1 of households gross disposable income

More information

ECONOMIC GROWTH. Student Assessment. Macroeconomics II. Class 1

ECONOMIC GROWTH. Student Assessment. Macroeconomics II. Class 1 Suden Assessmen You will be graded on he basis of In-class aciviies (quizzes worh 30 poins) which can be replaced wih he number of marks from he regular uorial IF i is >=30 (capped a 30, i.e. marks from

More information

Inventory Investment. Investment Decision and Expected Profit. Lecture 5

Inventory Investment. Investment Decision and Expected Profit. Lecture 5 Invenory Invesmen. Invesmen Decision and Expeced Profi Lecure 5 Invenory Accumulaion 1. Invenory socks 1) Changes in invenory holdings represen an imporan and highly volaile ype of invesmen spending. 2)

More information

The macroeconomic effects of fiscal policy in Greece

The macroeconomic effects of fiscal policy in Greece The macroeconomic effecs of fiscal policy in Greece Dimiris Papageorgiou Economic Research Deparmen, Bank of Greece Naional and Kapodisrian Universiy of Ahens May 22, 23 Email: dpapag@aueb.gr, and DPapageorgiou@bankofgreece.gr.

More information

Online Appendix: Labor Share Decline and Intellectual Property Products Capital

Online Appendix: Labor Share Decline and Intellectual Property Products Capital *NOT FOR PUBLICATION Online Appendix: Labor Share Decline and Intellectual Property Products Capital By Dongya Koh, Raül Santaeulàlia-Llopis and Yu Zheng 1 Contents A The Data 1 B Aggregate Investment

More information

Portfolio investments accounted for the largest outflow of SEK 77.5 billion in the financial account, which gave a net outflow of SEK billion.

Portfolio investments accounted for the largest outflow of SEK 77.5 billion in the financial account, which gave a net outflow of SEK billion. BALANCE OF PAYMENTS DATE: 27-11-27 PUBLISHER: Saisics Sweden Balance of Paymens and Financial Markes (BFM) Maria Falk +46 8 6 94 72, maria.falk@scb.se Camilla Bergeling +46 8 6 942 6, camilla.bergeling@scb.se

More information

CHAPTER CHAPTER18. Openness in Goods. and Financial Markets. Openness in Goods, and Financial Markets. Openness in Goods,

CHAPTER CHAPTER18. Openness in Goods. and Financial Markets. Openness in Goods, and Financial Markets. Openness in Goods, Openness in Goods and Financial Markes CHAPTER CHAPTER18 Openness in Goods, and Openness has hree disinc dimensions: 1. Openness in goods markes. Free rade resricions include ariffs and quoas. 2. Openness

More information

Session 4.2: Price and Volume Measures

Session 4.2: Price and Volume Measures Session 4.2: Price and Volume Measures Regional Course on Inegraed Economic Saisics o Suppor 28 SNA Implemenaion Leonidas Akriidis Office for Naional Saisics Unied Kingdom Conen 1. Inroducion 2. Price

More information

Technological progress breakthrough inventions. Dr hab. Joanna Siwińska-Gorzelak

Technological progress breakthrough inventions. Dr hab. Joanna Siwińska-Gorzelak Technological progress breakhrough invenions Dr hab. Joanna Siwińska-Gorzelak Inroducion Afer The Economis : Solow has shown, ha accumulaion of capial alone canno yield lasing progress. Wha can? Anyhing

More information

Reconciling Gross Output TFP Growth with Value Added TFP Growth

Reconciling Gross Output TFP Growth with Value Added TFP Growth Reconciling Gross Oupu TP Growh wih Value Added TP Growh Erwin Diewer Universiy of Briish Columbia and Universiy of New Souh Wales ABSTRACT This aricle obains relaively simple exac expressions ha relae

More information

(1 + Nominal Yield) = (1 + Real Yield) (1 + Expected Inflation Rate) (1 + Inflation Risk Premium)

(1 + Nominal Yield) = (1 + Real Yield) (1 + Expected Inflation Rate) (1 + Inflation Risk Premium) 5. Inflaion-linked bonds Inflaion is an economic erm ha describes he general rise in prices of goods and services. As prices rise, a uni of money can buy less goods and services. Hence, inflaion is an

More information

Changes in the Terms of Trade and Canada s Productivity Performance Revised April 14, 2008

Changes in the Terms of Trade and Canada s Productivity Performance Revised April 14, 2008 1 Changes in he Terms of Trade and Canada s Produciviy Performance Revised April 14, 2008 W. Erwin Diewer 1 Discussion Paper 08-05 Deparmen of Economics Universiy of Briish Columbia Vancouver, Canada,

More information

Macroeconomics. Part 3 Macroeconomics of Financial Markets. Lecture 8 Investment: basic concepts

Macroeconomics. Part 3 Macroeconomics of Financial Markets. Lecture 8 Investment: basic concepts Macroeconomics Par 3 Macroeconomics of Financial Markes Lecure 8 Invesmen: basic conceps Moivaion General equilibrium Ramsey and OLG models have very simple assumpions ha invesmen ino producion capial

More information

A Canadian Business Sector Data Base and New Estimates of Canadian TFP Growth November 24, 2012

A Canadian Business Sector Data Base and New Estimates of Canadian TFP Growth November 24, 2012 1 A Canadian Business Secor Daa Base and New Esimaes of Canadian TFP Growh November 24, 2012 W. Erwin Diewer 1 and Emily Yu, 2 Discussion Paper 12-04, Deparmen of Economics, Universiy of Briish Columbia,

More information

CENTRO DE ESTUDIOS MONETARIOS Y FINANCIEROS T. J. KEHOE MACROECONOMICS I WINTER 2011 PROBLEM SET #6

CENTRO DE ESTUDIOS MONETARIOS Y FINANCIEROS T. J. KEHOE MACROECONOMICS I WINTER 2011 PROBLEM SET #6 CENTRO DE ESTUDIOS MONETARIOS Y FINANCIEROS T J KEHOE MACROECONOMICS I WINTER PROBLEM SET #6 This quesion requires you o apply he Hodrick-Presco filer o he ime series for macroeconomic variables for he

More information

Chapter Outline CHAPTER

Chapter Outline CHAPTER 8-0 8-1 Chaper Ouline CHAPTER 8 Sraegy and Analysis in Using Ne Presen Value 8.1 Decision Trees 8.2 Sensiiviy Analysis, Scenario Analysis, and Break-Even Analysis 8.3 Mone Carlo Simulaion 8. Opions 8.5

More information

a. If Y is 1,000, M is 100, and the growth rate of nominal money is 1 percent, what must i and P be?

a. If Y is 1,000, M is 100, and the growth rate of nominal money is 1 percent, what must i and P be? Problem Se 4 ECN 101 Inermediae Macroeconomics SOLUTIONS Numerical Quesions 1. Assume ha he demand for real money balance (M/P) is M/P = 0.6-100i, where is naional income and i is he nominal ineres rae.

More information

ANSWER ALL QUESTIONS. CHAPTERS 6-9; (Blanchard)

ANSWER ALL QUESTIONS. CHAPTERS 6-9; (Blanchard) ANSWER ALL QUESTIONS CHAPTERS 6-9; 18-20 (Blanchard) Quesion 1 Discuss in deail he following: a) The sacrifice raio b) Okun s law c) The neuraliy of money d) Bargaining power e) NAIRU f) Wage indexaion

More information

Online Appendix to: Implementing Supply Routing Optimization in a Make-To-Order Manufacturing Network

Online Appendix to: Implementing Supply Routing Optimization in a Make-To-Order Manufacturing Network Online Appendix o: Implemening Supply Rouing Opimizaion in a Make-To-Order Manufacuring Nework A.1. Forecas Accuracy Sudy. July 29, 2008 Assuming a single locaion and par for now, his sudy can be described

More information

An Introduction to PAM Based Project Appraisal

An Introduction to PAM Based Project Appraisal Slide 1 An Inroducion o PAM Based Projec Appraisal Sco Pearson Sanford Universiy Sco Pearson is Professor of Agriculural Economics a he Food Research Insiue, Sanford Universiy. He has paricipaed in projecs

More information

Economic Growth Continued: From Solow to Ramsey

Economic Growth Continued: From Solow to Ramsey Economic Growh Coninued: From Solow o Ramsey J. Bradford DeLong May 2008 Choosing a Naional Savings Rae Wha can we say abou economic policy and long-run growh? To keep maers simple, le us assume ha he

More information

1 Purpose of the paper

1 Purpose of the paper Moneary Economics 2 F.C. Bagliano - Sepember 2017 Noes on: F.X. Diebold and C. Li, Forecasing he erm srucure of governmen bond yields, Journal of Economerics, 2006 1 Purpose of he paper The paper presens

More information

Process of convergence dr Joanna Wolszczak-Derlacz. Lecture 4 and 5 Solow growth model (a)

Process of convergence dr Joanna Wolszczak-Derlacz. Lecture 4 and 5 Solow growth model (a) Process of convergence dr Joanna Wolszczak-Derlacz ecure 4 and 5 Solow growh model a Solow growh model Rober Solow "A Conribuion o he Theory of Economic Growh." Quarerly Journal of Economics 70 February

More information

UNSW Business School Working Paper

UNSW Business School Working Paper Business School / School of Economics UNSW Business School Working Paper UNSW Business School Research Paper No. 2017 ECON 14 Alernaive User Coss, Produciviy and Inequaliy in US Business Secors W. Erwin

More information

EVA NOPAT Capital charges ( = WACC * Invested Capital) = EVA [1 P] each

EVA NOPAT Capital charges ( = WACC * Invested Capital) = EVA [1 P] each VBM Soluion skech SS 2012: Noe: This is a soluion skech, no a complee soluion. Disribuion of poins is no binding for he correcor. 1 EVA, free cash flow, and financial raios (45) 1.1 EVA wihou adjusmens

More information

Market and Information Economics

Market and Information Economics Marke and Informaion Economics Preliminary Examinaion Deparmen of Agriculural Economics Texas A&M Universiy May 2015 Insrucions: This examinaion consiss of six quesions. You mus answer he firs quesion

More information

US TFP Growth and the Contribution of Changes in Export and Import Prices to Real Income Growth

US TFP Growth and the Contribution of Changes in Export and Import Prices to Real Income Growth US TFP Growh and he Conribuion of Changes in Expor and Impor Prices o Real Income Growh Erwin Diewer (UBC; UNSW) Paper Prepared for he IARIW-UNSW Conference on Produciviy: Measuremen, Drivers and Trends

More information

FINAL EXAM EC26102: MONEY, BANKING AND FINANCIAL MARKETS MAY 11, 2004

FINAL EXAM EC26102: MONEY, BANKING AND FINANCIAL MARKETS MAY 11, 2004 FINAL EXAM EC26102: MONEY, BANKING AND FINANCIAL MARKETS MAY 11, 2004 This exam has 50 quesions on 14 pages. Before you begin, please check o make sure ha your copy has all 50 quesions and all 14 pages.

More information

1. FIXED ASSETS - DEFINITION AND CHARACTERISTICS

1. FIXED ASSETS - DEFINITION AND CHARACTERISTICS 1. FIXED ASSETS - DEFINITION AND CHARACTERISTICS Fixed asses represen a par of he business asses of he company and is long-erm propery, which canno be easily liquidaed (convered ino cash). Their characerisics

More information

Supplement to Chapter 3

Supplement to Chapter 3 Supplemen o Chaper 3 I. Measuring Real GD and Inflaion If here were only one good in he world, anchovies, hen daa and prices would deermine real oupu and inflaion perfecly: GD Q ; GD Q. + + + Then, he

More information

MA Advanced Macro, 2016 (Karl Whelan) 1

MA Advanced Macro, 2016 (Karl Whelan) 1 MA Advanced Macro, 2016 (Karl Whelan) 1 The Calvo Model of Price Rigidiy The form of price rigidiy faced by he Calvo firm is as follows. Each period, only a random fracion (1 ) of firms are able o rese

More information

The Japanese System of National Accounts (JSNA) and Related Challenges

The Japanese System of National Accounts (JSNA) and Related Challenges The Japanese Sysem of Naional Accouns (JSNA) and Relaed Challenges (For ESRI meeing on he JSNA, March 24, 2005) Deparmen of Naional Accouns Economic and Social Research Insiue, Cabine Office of Japan 1.

More information

Final Exam Answers Exchange Rate Economics

Final Exam Answers Exchange Rate Economics Kiel Insiu für Welwirhschaf Advanced Sudies in Inernaional Economic Policy Research Spring 2005 Menzie D. Chinn Final Exam Answers Exchange Rae Economics This exam is 1 ½ hours long. Answer all quesions.

More information

STATIONERY REQUIREMENTS SPECIAL REQUIREMENTS 20 Page booklet List of statistical formulae New Cambridge Elementary Statistical Tables

STATIONERY REQUIREMENTS SPECIAL REQUIREMENTS 20 Page booklet List of statistical formulae New Cambridge Elementary Statistical Tables ECONOMICS RIPOS Par I Friday 7 June 005 9 Paper Quaniaive Mehods in Economics his exam comprises four secions. Secions A and B are on Mahemaics; Secions C and D are on Saisics. You should do he appropriae

More information

Government Expenditure Composition and Growth in Chile

Government Expenditure Composition and Growth in Chile Governmen Expendiure Composiion and Growh in Chile January 2007 Carlos J. García Cenral Bank of Chile Saniago Herrera World Bank Jorge E. Resrepo Cenral Bank of Chile Organizaion of he presenaion:. Inroducion

More information

You should turn in (at least) FOUR bluebooks, one (or more, if needed) bluebook(s) for each question.

You should turn in (at least) FOUR bluebooks, one (or more, if needed) bluebook(s) for each question. UCLA Deparmen of Economics Spring 05 PhD. Qualifying Exam in Macroeconomic Theory Insrucions: This exam consiss of hree pars, and each par is worh 0 poins. Pars and have one quesion each, and Par 3 has

More information

Balance of Payments. Second quarter 2012

Balance of Payments. Second quarter 2012 Balance of Paymens Second quarer 2012 Balance of Paymens Second quarer 2012 Saisics Sweden 2012 Balance of Paymens. Second quarer 2012 Saisics Sweden 2012 Producer Saisics Sweden, Balance of Paymens and

More information

Fundamental Basic. Fundamentals. Fundamental PV Principle. Time Value of Money. Fundamental. Chapter 2. How to Calculate Present Values

Fundamental Basic. Fundamentals. Fundamental PV Principle. Time Value of Money. Fundamental. Chapter 2. How to Calculate Present Values McGraw-Hill/Irwin Chaper 2 How o Calculae Presen Values Principles of Corporae Finance Tenh Ediion Slides by Mahew Will And Bo Sjö 22 Copyrigh 2 by he McGraw-Hill Companies, Inc. All righs reserved. Fundamenal

More information

Empirical analysis on China money multiplier

Empirical analysis on China money multiplier Aug. 2009, Volume 8, No.8 (Serial No.74) Chinese Business Review, ISSN 1537-1506, USA Empirical analysis on China money muliplier SHANG Hua-juan (Financial School, Shanghai Universiy of Finance and Economics,

More information

CHAPTER CHAPTER26. Fiscal Policy: A Summing Up. Prepared by: Fernando Quijano and Yvonn Quijano

CHAPTER CHAPTER26. Fiscal Policy: A Summing Up. Prepared by: Fernando Quijano and Yvonn Quijano Fiscal Policy: A Summing Up Prepared by: Fernando Quijano and vonn Quijano CHAPTER CHAPTER26 2006 Prenice Hall usiness Publishing Macroeconomics, 4/e Olivier lanchard Chaper 26: Fiscal Policy: A Summing

More information

Spring 2011 Social Sciences 7418 University of Wisconsin-Madison

Spring 2011 Social Sciences 7418 University of Wisconsin-Madison Economics 32, Sec. 1 Menzie D. Chinn Spring 211 Social Sciences 7418 Universiy of Wisconsin-Madison Noes for Econ 32-1 FALL 21 Miderm 1 Exam The Fall 21 Econ 32-1 course used Hall and Papell, Macroeconomics

More information

Appendix B: DETAILS ABOUT THE SIMULATION MODEL. contained in lookup tables that are all calculated on an auxiliary spreadsheet.

Appendix B: DETAILS ABOUT THE SIMULATION MODEL. contained in lookup tables that are all calculated on an auxiliary spreadsheet. Appendix B: DETAILS ABOUT THE SIMULATION MODEL The simulaion model is carried ou on one spreadshee and has five modules, four of which are conained in lookup ables ha are all calculaed on an auxiliary

More information

Introduction. Enterprises and background. chapter

Introduction. Enterprises and background. chapter NACE: High-Growh Inroducion Enerprises and background 18 chaper High-Growh Enerprises 8 8.1 Definiion A variey of approaches can be considered as providing he basis for defining high-growh enerprises.

More information

Unemployment and Phillips curve

Unemployment and Phillips curve Unemploymen and Phillips curve 2 of The Naural Rae of Unemploymen and he Phillips Curve Figure 1 Inflaion versus Unemploymen in he Unied Saes, 1900 o 1960 During he period 1900 o 1960 in he Unied Saes,

More information

The Concept of Generational Accounts (GA) in Comparison with National Transfer Accounts (NTA)

The Concept of Generational Accounts (GA) in Comparison with National Transfer Accounts (NTA) The Concep of Generaional Accouns (GA) in Comparison wih Naional Transfer Accouns (NTA) The GA is defined as he presen value of ne ax paymen (=ax paid minus benefi received from he governmen) for he remaining

More information

Aid, Policies, and Growth

Aid, Policies, and Growth Aid, Policies, and Growh By Craig Burnside and David Dollar APPENDIX ON THE NEOCLASSICAL MODEL Here we use a simple neoclassical growh model o moivae he form of our empirical growh equaion. Our inenion

More information

Money in a Real Business Cycle Model

Money in a Real Business Cycle Model Money in a Real Business Cycle Model Graduae Macro II, Spring 200 The Universiy of Nore Dame Professor Sims This documen describes how o include money ino an oherwise sandard real business cycle model.

More information

Macroeconomics. Typical macro questions (I) Typical macro questions (II) Methodology of macroeconomics. Tasks carried out by macroeconomists

Macroeconomics. Typical macro questions (I) Typical macro questions (II) Methodology of macroeconomics. Tasks carried out by macroeconomists Macroeconomics Macroeconomics is he area of economics ha sudies he overall economic aciviy in a counry or region by means of indicaors of ha aciviy. There is no essenial divide beween micro and macroeconomics,

More information

Macroeconomics II A dynamic approach to short run economic fluctuations. The DAD/DAS model.

Macroeconomics II A dynamic approach to short run economic fluctuations. The DAD/DAS model. Macroeconomics II A dynamic approach o shor run economic flucuaions. The DAD/DAS model. Par 2. The demand side of he model he dynamic aggregae demand (DAD) Inflaion and dynamics in he shor run So far,

More information

Estimating Earnings Trend Using Unobserved Components Framework

Estimating Earnings Trend Using Unobserved Components Framework Esimaing Earnings Trend Using Unobserved Componens Framework Arabinda Basisha and Alexander Kurov College of Business and Economics, Wes Virginia Universiy December 008 Absrac Regressions using valuaion

More information

Balance of Payments. Third quarter 2009

Balance of Payments. Third quarter 2009 Balance of Paymens Third quarer 2009 Balance of Paymens Third quarer 2009 Saisics Sweden 2009 Balance of Paymens. Third quarer 2009 Saisics Sweden 2009 Producer Saisics Sweden, Balance of Paymens and

More information

Problem 1 / 25 Problem 2 / 25 Problem 3 / 11 Problem 4 / 15 Problem 5 / 24 TOTAL / 100

Problem 1 / 25 Problem 2 / 25 Problem 3 / 11 Problem 4 / 15 Problem 5 / 24 TOTAL / 100 Deparmen of Economics Universiy of Maryland Economics 35 Inermediae Macroeconomic Analysis Miderm Exam Suggesed Soluions Professor Sanjay Chugh Fall 008 NAME: The Exam has a oal of five (5) problems and

More information

VERIFICATION OF ECONOMIC EFFICIENCY OF LIGNITE DEPOSIT DEVELOPMENT USING THE SENSITIVITY ANALYSIS

VERIFICATION OF ECONOMIC EFFICIENCY OF LIGNITE DEPOSIT DEVELOPMENT USING THE SENSITIVITY ANALYSIS 1 Beaa TRZASKUŚ-ŻAK 1, Kazimierz CZOPEK 2 MG 3 1 Trzaskuś-Żak Beaa PhD. (corresponding auhor) AGH Universiy of Science and Technology Faculy of Mining and Geoengineering Al. Mickiewicza 30, 30-59 Krakow,

More information

1. To express the production function in terms of output per worker and capital per worker, divide by N: K f N

1. To express the production function in terms of output per worker and capital per worker, divide by N: K f N THE LOG RU Exercise 8 The Solow Model Suppose an economy is characerized by he aggregae producion funcion / /, where is aggregae oupu, is capial and is employmen. Suppose furher ha aggregae saving is proporional

More information

Measuring the Effects of Exchange Rate Changes on Investment in Australian Manufacturing Industry

Measuring the Effects of Exchange Rate Changes on Investment in Australian Manufacturing Industry Measuring he Effecs of Exchange Rae Changes on Invesmen in Ausralian Manufacuring Indusry Auhor Swif, Robyn Published 2006 Journal Tile The Economic Record DOI hps://doi.org/10.1111/j.1475-4932.2006.00329.x

More information

Problem 1 / 25 Problem 2 / 25 Problem 3 / 30 Problem 4 / 20 TOTAL / 100

Problem 1 / 25 Problem 2 / 25 Problem 3 / 30 Problem 4 / 20 TOTAL / 100 Deparmen of Economics Universiy of Maryland Economics 325 Inermediae Macroeconomic Analysis Final Exam Professor Sanjay Chugh Spring 2009 May 16, 2009 NAME: TA S NAME: The Exam has a oal of four (4) problems

More information

Suggested Template for Rolling Schemes for inclusion in the future price regulation of Dublin Airport

Suggested Template for Rolling Schemes for inclusion in the future price regulation of Dublin Airport Suggesed Templae for Rolling Schemes for inclusion in he fuure price regulaion of Dublin Airpor. In line wih sandard inernaional regulaory pracice, he regime operaed since 00 by he Commission fixes in

More information

BUDGET ECONOMIC AND FISCAL POSITION REPORT

BUDGET ECONOMIC AND FISCAL POSITION REPORT BUDGET ECONOMIC AND FISCAL POSITION REPORT - 2004 Issued by he Hon. Miniser of Finance in Terms of Secion 7 of he Fiscal Managemen (Responsibiliy) Ac No. 3 of 1. Inroducion Secion 7 of he Fiscal Managemen

More information

The Economic Impact of the Proposed Gasoline Tax Cut In Connecticut

The Economic Impact of the Proposed Gasoline Tax Cut In Connecticut The Economic Impac of he Proposed Gasoline Tax Cu In Connecicu By Hemana Shresha, Research Assisan Bobur Alimov, Research Assisan Sanley McMillen, Manager, Research Projecs June 21, 2000 CONNECTICUT CENTER

More information

Exam 1. Econ520. Spring 2017

Exam 1. Econ520. Spring 2017 Exam 1. Econ520. Spring 2017 Professor Luz Hendricks UNC Insrucions: Answer all quesions. Clearly number your answers. Wrie legibly. Do no wrie your answers on he quesion shees. Explain your answers do

More information

Issues in the Measurement of Capital Services, Depreciation, Asset Price Changes and Interest Rates

Issues in the Measurement of Capital Services, Depreciation, Asset Price Changes and Interest Rates 1 Issues in he Measuremen of Capial Services, Depreciaion, Asse Price Changes and Ineres Raes W. Erwin Diewer, Discussion Paper 04-11, Deparmen of Economics, Universiy of Briish Columbia, Vancouver, B.C.,

More information

The relation between U.S. money growth and inflation: evidence from a band pass filter. Abstract

The relation between U.S. money growth and inflation: evidence from a band pass filter. Abstract The relaion beween U.S. money growh and inflaion: evidence from a band pass filer Gary Shelley Dep. of Economics Finance; Eas Tennessee Sae Universiy Frederick Wallace Dep. of Managemen Markeing; Prairie

More information

International transmission of shocks:

International transmission of shocks: Inernaional ransmission of shocks: A ime-varying FAVAR approach o he Open Economy Philip Liu Haroon Mumaz Moneary Analysis Cener for Cenral Banking Sudies Bank of England Bank of England CEF 9 (Sydney)

More information

Economics 301 Fall Name. Answer all questions. Each sub-question is worth 7 points (except 4d).

Economics 301 Fall Name. Answer all questions. Each sub-question is worth 7 points (except 4d). Name Answer all quesions. Each sub-quesion is worh 7 poins (excep 4d). 1. (42 ps) The informaion below describes he curren sae of a growing closed economy. Producion funcion: α 1 Y = K ( Q N ) α Producion

More information

NASDAQ-100 DIVIDEND POINT INDEX. Index Methodology

NASDAQ-100 DIVIDEND POINT INDEX. Index Methodology NASDAQ-100 DIVIDEND POINT INDEX Index Mehodology April 2017 TABLE OF CONTENTS TABLE OF CONTENTS 1. Inroducion 2. Index calculaion 2.1 Formula 2.1.1 dividends 2.1.2 Rese of he index value 2.2 Oher adjusmens

More information

The Relationship between Money Demand and Interest Rates: An Empirical Investigation in Sri Lanka

The Relationship between Money Demand and Interest Rates: An Empirical Investigation in Sri Lanka The Relaionship beween Money Demand and Ineres Raes: An Empirical Invesigaion in Sri Lanka R. C. P. Padmasiri 1 and O. G. Dayarana Banda 2 1 Economic Research Uni, Deparmen of Expor Agriculure 2 Deparmen

More information

External balance assessment:

External balance assessment: Exernal balance assessmen: Balance of paymens Macroeconomic Analysis Course Banking Training School, Sae Bank of Vienam Marin Fukac 30 Ocober 3 November 2017 Economic policies Consumer prices Economic

More information

4452 Mathematical Modeling Lecture 17: Modeling of Data: Linear Regression

4452 Mathematical Modeling Lecture 17: Modeling of Data: Linear Regression Mah Modeling Lecure 17: Modeling of Daa: Linear Regression Page 1 5 Mahemaical Modeling Lecure 17: Modeling of Daa: Linear Regression Inroducion In modeling of daa, we are given a se of daa poins, and

More information

OPTIMUM FISCAL AND MONETARY POLICY USING THE MONETARY OVERLAPPING GENERATION MODELS

OPTIMUM FISCAL AND MONETARY POLICY USING THE MONETARY OVERLAPPING GENERATION MODELS Kuwai Chaper of Arabian Journal of Business and Managemen Review Vol. 3, No.6; Feb. 2014 OPTIMUM FISCAL AND MONETARY POLICY USING THE MONETARY OVERLAPPING GENERATION MODELS Ayoub Faramarzi 1, Dr.Rahim

More information

Section 4 The Exchange Rate in the Long Run

Section 4 The Exchange Rate in the Long Run Secion 4 he Exchange Rae in he Long Run 1 Conen Objecives Purchasing Power Pariy A Long-Run PPP Model he Real Exchange Rae Summary 2 Objecives o undersand he law of one price and purchasing power pariy

More information

Erwin Diewert Department of Economics University of British Columbia. August Discussion Paper No.: 05-12

Erwin Diewert Department of Economics University of British Columbia. August Discussion Paper No.: 05-12 ON MEASURING INVENTORY CHANGE IN CURRENT AND CONSTANT DOLLARS by Erwin Diewer Deparmen of Economics Universiy of Briish Columbia Augus 2005 Discussion Paper No.: 05-12 DEPARTMENT OF ECONOMICS THE UNIVERSITY

More information

Multiple Choice Questions Solutions are provided directly when you do the online tests.

Multiple Choice Questions Solutions are provided directly when you do the online tests. SOLUTIONS Muliple Choice Quesions Soluions are provided direcly when you do he online ess. Numerical Quesions 1. Nominal and Real GDP Suppose han an economy consiss of only 2 ypes of producs: compuers

More information

A NOTE ON BUSINESS CYCLE NON-LINEARITY IN U.S. CONSUMPTION 247

A NOTE ON BUSINESS CYCLE NON-LINEARITY IN U.S. CONSUMPTION 247 Journal of Applied Economics, Vol. VI, No. 2 (Nov 2003), 247-253 A NOTE ON BUSINESS CYCLE NON-LINEARITY IN U.S. CONSUMPTION 247 A NOTE ON BUSINESS CYCLE NON-LINEARITY IN U.S. CONSUMPTION STEVEN COOK *

More information

R e. Y R, X R, u e, and. Use the attached excel spreadsheets to

R e. Y R, X R, u e, and. Use the attached excel spreadsheets to HW # Saisical Financial Modeling ( P Theodossiou) 1 The following are annual reurns for US finance socks (F) and he S&P500 socks index (M) Year Reurn Finance Socks Reurn S&P500 Year Reurn Finance Socks

More information

An Incentive-Based, Multi-Period Decision Model for Hierarchical Systems

An Incentive-Based, Multi-Period Decision Model for Hierarchical Systems Wernz C. and Deshmukh A. An Incenive-Based Muli-Period Decision Model for Hierarchical Sysems Proceedings of he 3 rd Inernaional Conference on Global Inerdependence and Decision Sciences (ICGIDS) pp. 84-88

More information

Macroeconomics II THE AD-AS MODEL. A Road Map

Macroeconomics II THE AD-AS MODEL. A Road Map Macroeconomics II Class 4 THE AD-AS MODEL Class 8 A Road Map THE AD-AS MODEL: MICROFOUNDATIONS 1. Aggregae Supply 1.1 The Long-Run AS Curve 1.2 rice and Wage Sickiness 2.1 Aggregae Demand 2.2 Equilibrium

More information

San Francisco State University ECON 560 Summer 2018 Problem set 3 Due Monday, July 23

San Francisco State University ECON 560 Summer 2018 Problem set 3 Due Monday, July 23 San Francisco Sae Universiy Michael Bar ECON 56 Summer 28 Problem se 3 Due Monday, July 23 Name Assignmen Rules. Homework assignmens mus be yped. For insrucions on how o ype equaions and mah objecs please

More information

Estimating Rates of Return on Capital

Estimating Rates of Return on Capital Esimaing Raes of Reurn on Capial Gallina Vincelee and Frizi oehler (PRMED) Augus 27, 2009 The World Bank ~ yiv, Ukraine 1 Rae of Reurn on Capial (RoR ) provides a basis for assessing he conribuion of capial

More information

Description of the CBOE S&P 500 2% OTM BuyWrite Index (BXY SM )

Description of the CBOE S&P 500 2% OTM BuyWrite Index (BXY SM ) Descripion of he CBOE S&P 500 2% OTM BuyWrie Index (BXY SM ) Inroducion. The CBOE S&P 500 2% OTM BuyWrie Index (BXY SM ) is a benchmark index designed o rack he performance of a hypoheical 2% ou-of-he-money

More information

THE CALCULATION OF CYCLICALLY ADJUSTED BALANCES AT BANCO DE PORTUGAL: AN UPDATE*

THE CALCULATION OF CYCLICALLY ADJUSTED BALANCES AT BANCO DE PORTUGAL: AN UPDATE* Aricles Winer 2006 THE CALCULATION OF CYCLICALLY ADJUSTED BALANCES AT BANCO DE PORTUGAL: AN UPDATE* Cláudia Rodrigues Braz** 1. INTRODUCTION 1 In recen years, he cyclically adjused budge balance has gained

More information

UNIVERSITY OF MORATUWA

UNIVERSITY OF MORATUWA MA5100 UNIVERSITY OF MORATUWA MSC/POSTGRADUATE DIPLOMA IN FINANCIAL MATHEMATICS 009 MA 5100 INTRODUCTION TO STATISTICS THREE HOURS November 009 Answer FIVE quesions and NO MORE. Quesion 1 (a) A supplier

More information

This specification describes the models that are used to forecast

This specification describes the models that are used to forecast PCE and CPI Inflaion Differenials: Convering Inflaion Forecass Model Specificaion By Craig S. Hakkio This specificaion describes he models ha are used o forecas he inflaion differenial. The 14 forecass

More information

JSPS Grants-in-Aid for Scientific Research (S) Working Paper Series No. 020 October Price Indexes. Chihiro Shimizu

JSPS Grants-in-Aid for Scientific Research (S) Working Paper Series No. 020 October Price Indexes. Chihiro Shimizu JSPS Grans-in-Aid for Scienific Research (S) Undersanding Persisen Deflaion in Japan Working Paper Series No. 020 Ocober 2013 A Concepual Framework for Commercial Propery Price Indexes Erwin Diewer Chihiro

More information

Advanced Forecasting Techniques and Models: Time-Series Forecasts

Advanced Forecasting Techniques and Models: Time-Series Forecasts Advanced Forecasing Techniques and Models: Time-Series Forecass Shor Examples Series using Risk Simulaor For more informaion please visi: www.realopionsvaluaion.com or conac us a: admin@realopionsvaluaion.com

More information

Price and Volume Measures

Price and Volume Measures 8 Price and Volume Measures Price and volume measures in he QNA should be derived from observed price and volume daa and be consisen wih corresponding annual measures. This chaper examines specific aspecs

More information

Determinants of the Long-Run Growth Rate of Libya

Determinants of the Long-Run Growth Rate of Libya Inernaional Journal of Business and Social Science Vol. 5, No. 5; April 2014 Deerminans of he Long-Run Growh Rae of Libya Mohamed Fargani PhD Candidae - School of Business Universiy of Wesern Sydney Ausralia

More information

ECON Lecture 5 (OB), Sept. 21, 2010

ECON Lecture 5 (OB), Sept. 21, 2010 1 ECON4925 2010 Lecure 5 (OB), Sep. 21, 2010 axaion of exhausible resources Perman e al. (2003), Ch. 15.7. INODUCION he axaion of nonrenewable resources in general and of oil in paricular has generaed

More information

Output: The Demand for Goods and Services

Output: The Demand for Goods and Services IN CHAPTER 15 how o incorporae dynamics ino he AD-AS model we previously sudied how o use he dynamic AD-AS model o illusrae long-run economic growh how o use he dynamic AD-AS model o race ou he effecs

More information

The Canadian Productivity Stagnation, *

The Canadian Productivity Stagnation, * February 2017 The Canadian Produciviy Sagnaion, 2002-2014* Juan Carlos Conesa Sony Brook Universiy Pau S. Pujolàs McMaser Universiy ABSTRACT Toal Facor Produciviy s (TFP) conribuion o GDP per working age

More information

Stock Market Behaviour Around Profit Warning Announcements

Stock Market Behaviour Around Profit Warning Announcements Sock Marke Behaviour Around Profi Warning Announcemens Henryk Gurgul Conen 1. Moivaion 2. Review of exising evidence 3. Main conjecures 4. Daa and preliminary resuls 5. GARCH relaed mehodology 6. Empirical

More information

The Death of the Phillips Curve?

The Death of the Phillips Curve? The Deah of he Phillips Curve? Anhony Murphy Federal Reserve Bank of Dallas Research Deparmen Working Paper 1801 hps://doi.org/10.19/wp1801 The Deah of he Phillips Curve? 1 Anhony Murphy, Federal Reserve

More information

DEBT INSTRUMENTS AND MARKETS

DEBT INSTRUMENTS AND MARKETS DEBT INSTRUMENTS AND MARKETS Zeroes and Coupon Bonds Zeroes and Coupon Bonds Ouline and Suggesed Reading Ouline Zero-coupon bonds Coupon bonds Bond replicaion No-arbirage price relaionships Zero raes Buzzwords

More information

What is the Long Run Growth Rate of the East Asian Tigers. B. Bhaskara Rao, Artur Tamazian and Rup Singh

What is the Long Run Growth Rate of the East Asian Tigers. B. Bhaskara Rao, Artur Tamazian and Rup Singh EERI Economics and Economerics Research Insiue Wha is he Long Run Growh Rae of he Eas Asian Tigers B. Bhaskara Rao, Arur Tamazian and Rup Singh EERI Research Paper Series No 04/010 ISSN: 031-489 Copyrigh

More information

Money/monetary policy issues an enduring fascination in macroeconomics. How can/should central bank control the economy? Should it/can it at all?

Money/monetary policy issues an enduring fascination in macroeconomics. How can/should central bank control the economy? Should it/can it at all? SIMPLE DSGE MODELS OF MONEY PART I SEPTEMBER 22, 211 Inroducion BASIC ISSUES Money/moneary policy issues an enduring fascinaion in macroeconomics How can/should cenral bank conrol he economy? Should i/can

More information