Measuring Economic Growth in New Zealand

Size: px
Start display at page:

Download "Measuring Economic Growth in New Zealand"

Transcription

1 Measuring Economic Growh in New Zealand Peer Mawson N EW Z EALAND REASUR W ORKING P APER 0/4 S EPEMBER 00

2 NZ REASUR WORKING PAPER 0/4 Measuring Economic Growh in New Zealand MONH/ EAR Sepember 00 AUHOR Peer Mawson he reasury PO Box 374, Wellingon, New Zealand elephone Fax ACKNOWLEDGEMENS he auhor would like o hank Maryanne Aynsley, Iris Claus, Arhur Grimes, Kay Henderson, Dean Hyslop, Nahan McLellan, Gran Scobie, and David Skilling for heir helpful commens and suggesions on various draf versions of he paper. NZ REASUR New Zealand reasury PO Box 374 Wellingon 6008 NEW ZEALAND informaion@reasury.gov.nz elephone Websie DISCLAIMER he views expressed in his Working Paper are hose of he auhor(s) and do no necessarily reflec he views of he New Zealand reasury. he paper is presened no as policy, bu wih a view o inform and simulae wider debae.

3 Absrac his paper examines New Zealand s ranking in he OECD based on real GDP per capia. he fall in ranking experienced by New Zealand implies ha real GDP per capia growh in New Zealand has been relaively poor in comparison o oher OECD counries. he paper examines he hisory of New Zealand s growh rae and explores he differences beween various echniques for measuring average growh raes. he approaches are all shown o be varians of he average annual growh rae bu differ in erms of he weighing srucure used. Ulimaely, he mos appropriae echnique depends on he underlying daa generaing process. he implicaions of daa consrucion echniques for measured growh raes are discussed and differences beween he growh raes obained from differen daa sources are illusraed. he paper also illusraes he sensiiviy of New Zealand growh raes o he sample period chosen. JEL CLASSIFICAION O47 Measuremen of Economic Growh; Aggregae Produciviy C0 Economeric and Saisical Mehods: General KEWORDS Economic Growh; Measuring Growh; Inernaional Comparisons WP 0/4 Measuring Economic Growh in New Zealand i

4 able of Conens Absrac...i able of Conens...ii Lis of ables...ii Lis of Figures...iii Inroducion... New Zealand s place on he OECD ladder... 3 Calculaing Growh Raes Leas Squares Growh Raes Log Difference Model Growh Raes he Average Annual Growh Rae Geomeric Average Growh Raes he four approaches summarised Choice of Mehod... 4 Daa Consrucion echniques and Measured Growh Raes Changes in he way New Zealand real GDP is measured Differen approaches o consrucing real GDP series (Chain versus Fixed weighs) Measured New Zealand growh raes over ime Conclusion...3 References...4 Appendix A:...5 A. Weighing Scheme of he OLS Growh Rae Esimaor... 5 A. Obaining he growh rae esimaor in a log-difference model... 6 A.3 he geomeric Average Growh Rae... 7 A.4 Proof ha Log Difference Regression and Geomeric Growh Raes are Equal... 8 Appendix B - New Zealand real GDP per capia series...9 Appendix C New Zealand average annual change growh raes from differen daa sources...30 Appendix D New Zealand growh raes and growh rae rankings from alernaive daa sources...3 Lis of ables able New Zealand s GDP per Capia Ranking Amongs OECD Counries... 3 able four echniques o consruc a growh rae... 9 able 3 A comparison of New Zealand growh raes using he alernaive echniques o consruc a period growh rae... 0 able 4 - Uni Roo ess on he naural log of New Zealand real GDP per capia series... able 5 Sources of New Zealand real GDP per capia daa used in his paper... 3 WP 0/4 Measuring Economic Growh in New Zealand ii

5 able 6 Example of a Laspeyres Index... 7 able 7 Example of a Paasche Index...7 able 8 Comparison of annual growh raes for fixed weigh real gross domesic expendiure series wih differen base years... 8 able 9 - New Zealand Growh Raes for Differen Window Endpoins and Window Lenghs based on OECD daa... 0 able 0- New Zealand s growh rae ranking in he OECD for a number of differen subperiods based on OECD daa... able D - New Zealand Growh Raes for Differen Window Endpoins and Window Lenghs based on PW daa... 3 able D- New Zealand s growh rae ranking in he OECD for a number of differen subperiods based on PW daa... 3 able D3 - New Zealand Growh Raes for Differen Window Endpoins and Window Lenghs based on Maddison 00 daa able D4- New Zealand s growh rae ranking in he OECD for a number of differen subperiods based on Maddison 00 daa able D5 - New Zealand Growh Raes for Differen Window Endpoins and Window Lenghs based on Haugh s Calibraed daa Lis of Figures Figure New Zealand s Real GDP per Capia Ranking Amongs OECD Counries... Figure Weighing Scheme for OLS growh rae esimae (0)... 6 Figure 3 Maximum/Minimum Weigh Raio for ime series of lengh... 6 Figure 4 -A comparison of differen growh rae consrucion echniques (NZ growh raes measured over differen 0 year windows)... Figure 5 A comparison of New Zealand s growh raes obained from differen daa ses (NZ growh raes measured over differen 0 year windows)... 4 Figure 6 A comparison of New Zealand s growh raes obained from differen daa ses (NZ growh raes measured over differen 0 year windows)... 5 WP 0/4 Measuring Economic Growh in New Zealand iii

6 Measuring Economic Growh in New Zealand Inroducion Recenly here has been increased ineres in New Zealand s income posiion relaive o oher counries, in paricular counries in he Organisaion for Economic Co-operaion and Developmen (OECD). he increased ineres reflecs concerns ha New Zealand s relaive income posiion has been falling since he 950s. For example Growing an Innovaive New Zealand (New Zealand Governmen, 00) released in February saed ha New Zealand s relaive income declined over much of he pos-war period. New Zealand s real per capia income fell from among he highes in he world in he 950s, o jus under he OECD average in 970, o 0 h in he OECD by 999. o address such concerns he previous Governmen (999-00) adoped a goal of reurning New Zealand s per capia income o he op half of he OECD. Our economic objecive is o reurn New Zealand s per capia income o he op half of he OECD and o mainain ha sanding. his will require New Zealand s growh rae o be consisenly above he OECD average growh rae for a number of years. ha will require susained growh raes in excess of our hisorical economic performance. (New Zealand Governmen, 00) While such goals focus on New Zealand s per capia income, he income measure generally used has been Gross Domesic Produc (GDP) per capia. his paper highlighs a number of issues ha are relevan when measuring economic growh over ime and when making inernaional comparisons on he basis of ranking in real GDP per capia. Secion examines New Zealand s ranking wihin a group of OECD counries, based on our level of real GDP per capia, when several differen daa sources are used. his highlighs ha New Zealand s ranking is o some exen influenced by he daa source used (hough all sources are consisen wih New Zealand sliding down he ladder over ime). he fall in our ranking implies ha New Zealand s growh rae in real GDP per capia mus have been relaively poor over periods of ime. his leads o he quesion of wha has been New Zealand s average growh rae since he 950s and how does his compare wih he experience of oher counries? However, prior o addressing his quesion, here are several issues relaing o he consrucion of average growh raes ha are imporan For example New Zealand Governmen (00) illusraes New Zealand s relaive decline in per capia income by way of a graph showing New Zealand s GDP per head. WP 0/4 Measuring Economic Growh in New Zealand

7 o highligh if a counry s performance is o be accuraely assessed. One of hese issues is how o measure average growh over any given period of ime. his issue is discussed in Secion 3. Daa consrucion echniques can have imporan ramificaions for he esimaed growh rae. he impac of daa consrucion echniques on measured growh raes are discussed in Secion 4. Wih he issues raised in Secions 3 and 4 borne in mind, Secion 5 examines New Zealand s hisorical growh performance based on several daa sources. Finally, Secion 6 concludes by briefly summarising some of he key poins. New Zealand s place on he OECD ladder Figure presens New Zealand s ranking in he OECD, in erms of real GDP per capia, based on daa from hree differen sources. hese differen daa sources are OECD (00), Maddison (00), and Penn World ables (PW) 3. he rankings on which Figure is based are displayed in able. Figure New Zealand s Real GDP per Capia Ranking Amongs OECD Counries 0 5 Ranking 0 5 OECD ($US) OECD (PPP) PW Maddison(00) ear Regardless of which daa source is used, New Zealand s ranking has dropped over ime. Noe ha in Figure he values on he verical axis are displayed in reverse order, ie higher numbers (lower rankings) are below lower numbers (higher rankings). Consequenly a negaive slope is associaed wih a worsening in he ranking over ime. However, here is a degree of variaion in New Zealand s relaive ranking across he differen daa sources. his implies ha daa consrucion and collecion echniques can influence he paricular ranking ha New Zealand aains. 4 I is also ineresing o Daa from wo ables of his publicaion were used. OECD($US) rankings are based on able A.9 of OECD(00) which presens GDP per head a he price levels and exchange raes of 995 (US dollars). OECD(PPP) ranking are based on able B.7 of OECD(00) which presens GDP per head a he price levels and PPPs of 995 (US dollars). In boh cases daa was obained elecronically via OLISNE o enable annual daa from 970 hrough o 000 o be used. he Czech Republic, Hungary, Poland and he Slovak Republic are excluded from he sample due o he incomplee ime coverage of heir daa. 3 Alan Heson, Rober Summers, Daniel Nuxoll and Beina Aen, Penn World ables Version 5.6, Cener for Inernaional Comparisons a he Universiy of Pennsylvania, January Differences in he number of counries included in he various daases may also lead o differen daases suggesing differen rankings. he OECD daa displays a ranking ou of 6 counries, he PW daa displays a ranking ou of 5 counries, and he WP 0/4 Measuring Economic Growh in New Zealand

8 observe ha New Zealand s GDP per capia ranking based on OECD daa was subsanially higher when 995 purchasing power pariies (PPPs) are used raher han he 995 exchange rae agains he Unied Saes dollar. able New Zealand s GDP per Capia Ranking Amongs OECD Counries year PW year PW OECD ($US) OECD (PPP) Maddison (00) OECD ($US) OECD (PPP) Maddison (00) he OECD daases used in his paper include he following 6 counries (lowes ranking possible is 6): Ausralia, Ausria, Belgium, Canada, Denmark, Finland, France, Germany, Greece, Iceland, Ireland, Ialy, Japan, Korea (Souh), Luxembourg, Mexico, Neherlands, New Zealand, Norway, Porugal, Spain, Sweden, Swizerland, urkey, Unied Kingdom, and he Unied Saes. he Penn World able (PW) daase used in his paper is made up of 5 counries (lowes ranking possible is 5). hese are he same as for he OECD daases wih he exclusion of Germany. he Maddison daase used in his paper is made up of 4 counries (lowes ranking possible is 4). hese are he same as for he OECD daases wih he exclusion of Iceland and Luxembourg. Ulimaely, i appears here will always be a degree of uncerainy as o New Zealand s acual GDP per capia ranking for any paricular individual year back o 950 (and prior) due o differen daa sources or differences in he unis in which GDP per capia is expressed providing differen rankings. his uncerainy also applies o pinpoining subperiods where New Zealand s ranking decline has been he greaes. hree ou of he four series for New Zealand s GDP per capia ranking display subsanial falls in he mido-lae 970s. 5 For example, he series based on PW daa shows ha New Zealand Maddison daa displays a ranking ou of 4 counries (as oulined in able ). hese differences in counry numbers are no sufficien o explain he differences beween he rankings obained when using he differen daases, implying ha daa consrucion and collecion echniques also play a role. 5 he series based on OECD($US) daa also displays a falling ranking over his period, alhough he loss of places is no as grea in his series. WP 0/4 Measuring Economic Growh in New Zealand 3

9 dropped from 7 h in 975 o 5 h in 980. Likewise he series based on OECD PPP daa shows ha New Zealand dropped from 6 h in 974 o 8 h in 979. he Maddison series also shows a sizable decline over his period. he enry of Briain ino he European Union and he resuling loss of free enry o Briish markes for dairy producs, and he oil price shocks of he 970s are poenial explanaions for New Zealand s relaive fall in he real GDP per capia rankings during his period. Based on he daa shown in able, here may be a case for arguing ha he mid o lae 960s was also a period in which New Zealand s ranking fell significanly. For example, in 966 he Maddison series ranked New Zealand 3rd, whereas in 970 New Zealand s ranking had slipped o 9 h. he collapse of wool prices in 967, due o increased compeiion from synheic fibres, coincides wih he fall in ranking ha occurred during his period. Oher economiss have expressed alernaive views as o which periods are mos significan in New Zealand s slide down he OECD s rankings. For example, Brian Eason saes ha he economy mainly los is placing following wo major shocks in he lae 960s when he price of wool collapsed, and he lae 980s when here was a grossly overvalued real exchange rae. 6 As already discussed, he firs of hese wo explanaions is o some exen apparen in he daa displayed in Figure. he laer explanaion is no really suppored by hree of he four series used in his paper, alhough he PW series does show ha New Zealand s ranking slipped from h in 984 o 8 h in 988. I is clear ha daing key periods is iself dependen on he paricular daa series chosen. Falls in New Zealand s ranking wihin he OECD resul from relaively poor growh in real GDP per capia in comparison o oher OECD counries over ime. herefore i would be of ineres o know wha has been New Zealand s average growh rae since he 950s and how does his compare wih he performance of oher OECD counries? As is he case for deermining New Zealand s ranking in he OECD, i is likely ha differen people will obain differen esimaes of New Zealand s growh rae over a period. hese esimaes are likely o differ due o: he approach aken o measuring he average growh rae over a period; he real GDP series used; he unis in which he series is expressed; and he paricular ime period used. he nex secion discusses four possible ways of measuring he average growh rae of real GDP per capia over a period of ime. 3 Calculaing Growh Raes For a given ime series of annual real GDP per capia daa, how should he average growh rae for he enire daa period, or a paricular sub-period of ineres, be calculaed? 7 here are a number of poenial ways of consrucing an average growh rae for a paricular period. his paper focuses on four alernaives: (a) leas squares growh raes; (b) a differenced logarihmic model; (c) he average annual growh rae; and (d) he geomeric average growh rae. his secion explains he procedures involved in compuing growh raes using hese alernaive echniques. As will be shown, deriving hese alernaive growh rae esimaors algebraically highlighs ha he differen esimaes obained from hese mehods are all some varian of he average of he annual growh raes. he alernaive approaches differ in erms of he averaging echnique used on hese annual growh raes. he annual growh rae for a series of annual observaions, say,, 3,,, is defined as: 6 Eason(00) "Of roas pork - reasury debaes he economy." Lisener. 7 he discussion ha follows is equally relevan for esimaing he growh rae in any series. he daa does no necessarily need o be annual; wha is imporan is ha i is available for regular inervals over ime. WP 0/4 Measuring Economic Growh in New Zealand 4

10 a () where is he observaion for year Leas Squares Growh Raes One common approach o measuring growh raes is he Leas Squares or Ordinary Leas Squares (OLS) approach. In fac Kakwani (997) noes ha his is he mos commonly used procedure for esimaing growh raes. he OLS approach is based on he compound growh formula: ( + r) () he compound growh formula saes ha he value of real GDP per capia a ime is equivalen o he value of real GDP per capia a ime grown a a consan annual rae r (wih compounding occurring annually over - years). aking naural logs of () gives: ln ln ln( + r) + ln( + r) (3) Adding a disurbance erm ε, and leing equaion (4): ln ln( + r) α and ln( + r ) β yields ln α + β + ε (4) By regressing ln on (ime) using OLS we obain an esimae of he slope coefficien ( βˆ ) ha provides an esimae of he insananeous growh rae ( ln( + r) ). he compound rae of growh can be obained as follows 9 : ˆ β r OLS e (5) I can be shown (see Appendix A.) ha he OLS esimaor of β can be expressed as: ˆβ k s ln s (6) s where k s 6( s + )( s ) ( + )( ) ha is, βˆ is a weighed average of he lns s wih he k s s serving as weighs. As s s lns lns lns he OLS esimaor for β approximaes a weighed s average of he proporional changes in he series of ineres (eg, in he case of annual daa, a weighed average of he annual growh raes). 8 I is possible o consruc - annual growh raes from series ha has annual observaions. 9 Solving + ) β ln( r for r gives e r β hence equaion (5). WP 0/4 Measuring Economic Growh in New Zealand 5

11 However, i is worh focusing on he weighs. Noe ha he formula for he weighs ( k s ) is a quadraic in s. his weighing scheme means ha he weighs on he annual growh raes firs increase wih s, unil reaching a maximum when s +, and hen decrease symmerically unil s. o illusrae he differing weighs applied o he (approximaions of) he annual growh raes, Figure plos he weighs ha would apply if one was working wih sample of size 0. When 0, he weigh given o he annual growh rae in he middle of he sample is 5.6 imes he weigh given o he growh raes a he end poins of he sample. In general he raio of he highes weigh used o he lowes weigh used is. he 4( ) raio of he highes weigh o he lowes weigh for values of beween and 00 are shown in Figure 3. Figure Weighing Scheme for OLS growh rae esimae (0) k(s) s Figure 3 Maximum/Minimum Weigh Raio for ime series of lengh 30 5 Max/Min Weigh WP 0/4 Measuring Economic Growh in New Zealand 6

12 3. Log Difference Model Growh Raes As jus discussed, he commonly used leas square regression approach resuls in a quadraic weighing scheme. he use of a differen model enables us o obain an esimaor based on a simpler weighing scheme. Consider he model: ln β + ε (7) By noing ha his is equivalen o o be rewrien as: ln + β + ε, recursive subsiuion enables (7) ln ln ln + β ( + ε (8) ) s s Noe ha he model shown in equaion (8) is idenical o he model shown in (4) excep for he error erm 0. herefore, he argumen (based on manipulaing he compound growh formula) ha β can be inerpreed as a growh rae also holds for his model. In he model shown in (8) he error erm is described by a moving average process. he OLS esimaor of β in he model described by equaion (7) can be expressed as (see Appendix A.): ˆβ ln (9) So βˆ is jus an average of he - equal weighing of. ln erms, wih each ln erm being given an As was he case in secion., he esimae of he slope coefficien ( βˆ ) provides an esimae of he insananeous growh rae. he compound rae of growh can be obained as follows: ˆ β r LD e (0) 0 Equaion (4) is ln α + β + ε where ln ln( + r) α and ln( + r) β hus equaion (4) can be wrien as ln ln ln( + r) + ln( + r) + ε ln + ( ) ln( + r) + ε ln + β ( ) + ε which is he same as equaion (8) excep for he error erm. WP 0/4 Measuring Economic Growh in New Zealand 7

13 3.3 he Average Annual Growh Rae Noing ha ln approximaes he annual growh rae implies ha βˆ in equaion (9) is approximaely equal o he average of he annual growh raes. In fac, using he acual annual growh raes raher han heir ln counerpars gives us anoher simple way of calculaing he annualised rae of growh over a period. his approach is referred o as he average annual growh rae (AAGR) approach. he average annual growh rae can herefore be specified as: r AAGR () 3.4 Geomeric Average Growh Raes Anoher way of calculaing he average growh rae for a period when an annual ime series of daa ( o ) is available is o direcly uilise he compound growh formula by using he daa poins and as follows: ( + r) () solving he expression in () for r gives: r GEO (3) Here r is he rae of growh required o grow so ha i equals in - years when compounding occurs annually. his approach is referred o as he geomeric average approach. he fac ha his approach only uses he values of he wo endpoins of he series of ineres is ofen considered a weakness. he reason for referring o his approach as he geomeric average approach is ha i is possible o express +r as follows (see appendix A.3 for deails): r + GEO (4) + he expression shown in (4) saes ha + rgeo is he geomeric average of one plus he annual growh raes obainable from he daa. 3.5 he four approaches summarised Secions 3. o 3.4 have idenified four approaches ha can be used o measure he average growh rae over a period or sub-period of ineres. able summarises how hese approaches measure he growh rae as a funcion of he ime series observaions of he series for which average growh raes are being consruced. WP 0/4 Measuring Economic Growh in New Zealand 8

14 able four echniques o consruc a growh rae echnique Consrucion ˆ.OLS ( r OLS ) e β r OLS where ˆβ s 6( s + )( s ) ln ( + )( ) s.log Difference Regression ( r LD ) ˆ β r LD e where ˆβ ln 3.Average Annual Growh Rae ( r AAGR ) raagr 4.Geomeric Average ( r GEO ) r GEO For he ime series {,, 3,, } I is possible o show ha echniques and 4 are equivalen so ha r LD rgeo (see appendix A.4 for deails). ha is, he average growh rae for a period calculaed by he log difference regression echnique would be he same as he average growh rae calculaed by he geomeric average approach. Anoher poin worh noing is ha he log difference regression rae is approximaely equal o he βˆ used in is consrucion. I was noed ha βˆ esimaed in he log difference regression approximaely equals he average annual growh rae and herefore he average annual growh rae is approximaely equal o he log difference growh rae (and subsequenly he geomeric average growh rae). ha is: r GEO r r (5) LD AAC I is widely recognised ha ln( + x) x when x is small. his implies ha e x x and herefore r LD ˆ β e ˆ β. hus rgeo rld βˆ raac WP 0/4 Measuring Economic Growh in New Zealand 9

15 able 3 A comparison of New Zealand growh raes using he alernaive echniques o consruc a period growh rae Real GDP per ear capia Window ha Growh is Average Growh Rae (% per annum) Difference compared o AAGR Measured over AAGR GEO OLS LD GEO & LD OLS Noe: he GDP per Capia series is GDP per head a he price levels and exchange raes of 995 (US dollars) as published in (OECD 00). Daa was obained elecronically o 3 decimal places and daa o his level of accuracy was used in he growh rae calculaions. AAGR, GEO, OLS and LD refer o he growh rae obained using he Average Annual Growh Rae, Geomeric Average, Ordinary Leas Squares and Log Difference echniques respecively. able 3 illusraes he resuls obained by using he four growh rae echniques oulined earlier. Esimaes of he average growh rae in New Zealand real GDP per capia over a number of differen 0-year windows are compued as well as he average growh rae of he enire period ( ). his means ha for each window a sub-series of daa poins is used. No surprisingly, he growh raes calculaed using he geomeric average and log difference echniques are idenical and only differ o he average annual growh raes by up o 5 one hundredhs of a percen. here is subsanial variaion beween he growh rae compued using he OLS echnique and he oher hree echniques. In some cases he difference beween he growh raes obained using he OLS echnique and he average annual growh rae echnique is greaer han he average annual growh rae value. he quadraic weighing scheme used in he OLS echnique resuls in he OLS WP 0/4 Measuring Economic Growh in New Zealand 0

16 growh raes being maerially differen from he growh raes obained using he oher echniques, even when he raes are calculaed over he enire sample. Figure 4 -A comparison of differen growh rae consrucion echniques (NZ growh raes measured over differen 0 year windows) Average growh rae (%) over period AAGR GEO(LD) OLS Window endpoin Source: Auhor s growh rae calculaions based on OECD daa as shown in able 4. Figure 4 provides an alernaive represenaion of he daa in able 3 and plos he average growh rae in New Zealand s real GDP per capia for moving 0-year periods as measured using he differen growh rae approaches. hus he firs growh rae ploed for each series is for he period 970 o 980, he second for he period 97 o 98 and so on. Figure 4 again highlighs ha he growh rae esimaes for a paricular period can vary significanly depending on he echnique used, wih he OLS growh rae a imes differing subsanially from he raes obained using oher approaches. 3.6 Choice of Mehod Secion 3.5 highlighed ha growh raes obained from he OLS approach someimes differed subsanially o hose obained from he oher 3 mehods. Given his, wha is he mos appropriae way of calculaing a growh rae? his depends on he daa generaing process underlying he daa being used. In he case ha he log of GDP per capia is saionary around a deerminisic rend and hence does no conain a uni roo, hen i is appropriae o use he OLS approach. On he oher hand when he log of GDP per capia is inegraed of order one (I()) he log difference approach is more appropriae. As he log difference approach provides he same resuls as he geomeric average approach, and is approximaely equal o he average annual growh approach, here is lile in i when choosing beween hese hree approaches. he average annual growh rae approach involves a weighing srucure (sandard arihmeic weighs) ha makes i inuiively simple. he geomeric average approach (and consequenly log difference approach) is also quie inuiive and has he advanage ha if one akes he value of real GDP per capia a he sar of he sample period of ineres and grow i a he geomeric average growh rae for he appropriae number of years, he value obained will be ha of he final value of real GDP per capia in he sample period of Regression analysis based on ime series daa implicily assumes ha he underlying daa is saionary. When a series is inegraed of order (I()) aking he firs difference will resul in a saionary series. WP 0/4 Measuring Economic Growh in New Zealand

17 ineres. In general his will no be he case when he oher growh rae approaches are used. As shown in able 4, he naural log of all he New Zealand real GDP per capia series used in his paper are inegraed of order (I()). Wha his means is, ha wih New Zealand daa a leas, he use of he OLS approach o calculae an average growh rae should be avoided and one of he oher 3 approaches used. Due o is simpliciy, when growh raes are compued in he res of his paper he average annual growh rae has been used. able 4 - Uni Roo ess on he naural log of New Zealand real GDP per capia series Real GDP per capia series ADF es on log of series (levels) ADF es on log of series (firs difference) Order of Inegraion OECD (PPP) () -3.4** (0) I() OECD ($US) () -3.4** (0) I() Calibraed (0) -.630* (0) I() Maddison (00) -.69 () ** (0) I() Penn World ables () ** (0) I() Preliminary PW () ** (0) I() Boh a consan and rend were included in he Augmened Dickey-Fuller (ADF) ess when conduced on levels daa. Numbers in brackes in he second and hird columns indicae number of lags used in hese ess. he lag lenghs were deermined using he Schwarz crierion. * signifies a uni roo null is rejeced a he 5% significance level ** signifies a uni roo null is rejeced a he % significance level 4 Daa Consrucion echniques and Measured Growh Raes Secion 3, examined differen echniques o esimae an average growh rae over a paricular period. Figure 4 highlighed ha when hese differen echniques were applied o a common daa series, he OLS approach could resul in average growh esimaes ha looked quie differen o hose obained from he oher approaches. ha is, he choice of average growh rae esimaion echnique can be quie imporan. Anoher facor ha mus be borne in mind is wha daase o use when calculaing average growh raes over a period. For example, here exis several poenial series for New Zealand s real GDP per capia and hese series differ in he lengh of heir coverage and how real GDP per capia has been measured 3. his secion illusraes he differences in New Zealand s growh rae in real GDP per capia when differen daa ses are used. Six daa ses are used in his illusraion. heir deails are shown in able 5. 3 For some longer series he way in which GDP per capia is measured may no be consisen across he whole series, raising doubs abou he validiy of some comparisons across ime. WP 0/4 Measuring Economic Growh in New Zealand

18 able 5 Sources of New Zealand real GDP per capia daa used in his paper Daase Source Coverage Addiional Deails OECD($US) OECD(PPP) Calibraed chain-weighed real producion GDP per capia series Maddison(00) ear beginning April 970 o year beginning April 000 ear beginning April 970 o year beginning April 000 ear beginning April 978 o year beginning April 999 ear beginning April 950 o year beginning April 998 GDP per capia a he price levels and exchange raes of 995 (US dollars) As published in OECD(00) alhough daa obained elecronically hrough OLISNE GDP per capia a he price levels and purchasing power pariies (PPP) of 995 (US dollars) As published in OECD(00) alhough daa obained elecronically hrough OLISNE Annual real GDP series obained by aggregaing Haugh (00) s quarerly series. Per capia adjusmen made using populaion daa. GDP per capia in 990 Geary- Khamis dollars. As published in Maddison (00). Penn World ables (PW5.6) o 99 he variable RGDPCH is used. his is Real GDP per capia in consan dollars (Chain Index) expressed in inernaional prices, base 985. Preliminary Penn World ables (PW6.0) o 997 he variable RGDPCH is used. his is defined as Real per capia GDP chain mehod (996 prices). his daase is ye o be finalised bu updaes and exends he ime coverage of he previous PW release. he New Zealand series described in his able are presened in Appendix B. For each of hese series New Zealand s average growh rae over every possible en-year window has been calculaed using he average annual growh rae (AAGR) approach oulined in Secion 3. As he series are of differen lenghs he number of possible windows for each series also differs. Figure 5 shows he average growh rae for each en-year period ploed agains he window endpoin. 6 his means ha a value for, say, 990 represens he average growh rae over he period 980 o 990. Likewise, a value 4 Alan Heson, Rober Summers, Daniel Nuxoll and Beina Aen, Penn World ables Version 5.6, Cener for Inernaional Comparisons a he Universiy of Pennsylvania, January Alan Heson, Rober Summers and Beina Aen, Penn World able Version 6.0, Cener for Inernaional Comparisons a he Universiy of Pennsylvania, December 00 6 Appendix C provides he numerical values ploed in Figures 5 and 6. WP 0/4 Measuring Economic Growh in New Zealand 3

19 for 970 represens he average growh rae over he period 960 o 970. Figure 5 illusraes he variaion beween he average growh rae for a en-year period when differen daa ses are used. One feaure of Figure 5 is ha here appears o be more variabiliy in he growh raes obained using differen daa ses earlier on in he sample. his is paricularly he case if one omis he preliminary Penn World able daa ha is ye o be finalised. However, i is worh poining ou ha as he graph displays he average growh rae for a en-year period even small differences would resul in maerial differences in real GDP per capia over ime. For example, even when we exclude he preliminary Penn World able daa, he average growh rae for he period ending 99 (ie 98 o 99) differs beween daa sources by up o a bi under 0.5% per annum. If acual performance was o differ by his much hen real GDP per capia would have increased by nearly 5% more over he en year period when comparing performance for his period under he highes and lowes growh esimaes. Figure 5 A comparison of New Zealand s growh raes obained from differen daa ses (NZ growh raes measured over differen 0 year windows) 4 Annual average growh rae (%) Window Endpoin Calibraed Maddison0 OECD PW5.6 Prelim. PW6.0 Noe: he average annual growh rae mehod was used o obain he average growh raes presened in his figure. WP 0/4 Measuring Economic Growh in New Zealand 4

20 Figure 6 A comparison of New Zealand s growh raes obained from differen daa ses (NZ growh raes measured over differen 0 year windows) Calibraed Maddison OECD PW Prelim. PW6.0 Noe: he average annual growh rae mehod was used o obain he average growh raes presened in his figure. Verical axis displays annual average growh rae (%) Horizonal axis displays year of window endpoin Figure 6 illusraes he growh raes for each series shown in Figure 5 separaely (using consisen scales). Casual observaion of he Maddison and PW plos in Figure 6 could sugges a downward rend over ime in New Zealand s average growh rae. However such a conclusion is likely o be misleading due o changes over ime in he way in which real GDP for New Zealand has been measured. WP 0/4 Measuring Economic Growh in New Zealand 5

21 4. Changes in he way New Zealand real GDP is measured Over ime here have been effors o improve he way real GDP is measured. Unforunaely, however, hese improvemens mean ha real GDP series consruced on a consisen basis and covering a long hisorical ime period are no available. Consequenly long ime series of annual GDP daa eiher end o include daa consruced in several differen ways or require a considerable proporion of he series o be based on esimaed raher han measured values. Saisics New Zealand released upgraded naional accouns a he end of 000 and in mid 00. hese inroduced a number of imporan changes, including moving from a fixed weigh o a chain linked calculaion of consan price (real) daa, he adopion of he inernaional accouning sandard, Sysem of Naional Accouns 993 (SNA93), and he Ausralia New Zealand Sandard Indusrial Classificaion (ANZSIC). Real GDP figures back as far as he June quarer of 987 are available on his consisen basis. hese new SNA93 chain linked series are now New Zealand s official daa series and replace he previous official series ha was based on a differen accouning sandard called Sysem of Naional Accouns 968 (SNA68). he previous official series was also a fixed weigh raher han chain weighed series (more deails of wha his means are provided below). he previous official fixed weigh series was available from Sepember Wha his means is ha real GDP series ha provide esimaes of New Zealand s real GDP for ime inervals ha include 977 are likely o include daa ha is consruced in several differen ways. When his is he case, esimaes of economic performance for differen sub periods are probably no sricly comparable and unforunaely here is no easy way around his. 4. Differen approaches o consrucing real GDP series (Chain versus Fixed weighs) and heir influence on growh raes Annual GDP series measure he oal value of goods and services produced in an economy over a -monh period. Nominal GDP series simply sum over all possible goods and services he oal value of each ype of good or service produced in he monhs. For each good or service, he oal value is he number of unis of he good or service produced, muliplied by he price of a uni of ha good or service for ha year. An increase in nominal GDP from one year o he nex can herefore be aribued o an increase in prices, an increase in he volume of goods and services produced, or mos probably, some combinaion of hese wo. For example, if in year all prices are 0% higher han hey were in year, and he same quaniy (volume) of each good or service is produced, hen nominal GDP will be 0% higher. If hese goods and services mus be shared amongs he same number of people in each year, is he counry beer off? he answer is no as in aggregae people have he same quaniy of goods and services available for consumpion. Real GDP series overcome his problem by removing he impac of price changes. Consequenly, changes in real GDP reflec changes in he volume or quaniy of goods and services produced. Such a series is commonly referred o as being expressed in consan prices or real erms. here are several approaches o doing his, wih he approaches differing in he choice of which year s prices are used in he consrucion of 7 he calibraed real GDP series produced by Haugh (00) comprises of Saisics New Zealand s quarerly chain series from June 987 onwards appended o a calibraed chain series for he period back o Sepember 997. he laer is derived by exploiing he saisical relaionship beween he period of overlapping chain and fixed series (987: o 000:). (Buckle, Haugh and homson, 00) WP 0/4 Measuring Economic Growh in New Zealand 6

22 he index. 8 As is illusraed below, he choice of which year s prices are used has implicaions for he growh raes ha can be obained from he series. his secion begins by considering he difference beween wo ypes of volume indexes (he Laspeyres and Paasche indexes). A Laspeyres index calculaes he oal value of GDP holding prices consan a heir firs year levels. able 6 presens a heoreical example of real GDP in he firs and second year consruced using he Laspeyres mehod (noe he oal value of each commodiy for each year uilises he firs year s prices). In he example, real GDP has grown by 8.%. able 6 Example of a Laspeyres Index ear ear Quaniy q Price p Value p q Quaniy q Value p q Commodiy A B C oal (real GDP) Source: Saisics New Zealand (998) - wih very minor amendmens A Paasche index calculaes he oal value of GDP holding prices consan a heir second (or las) year levels. able 7 presens a heoreical example of real GDP in he firs and second year using he Paasche mehod (noe he oal value of each commodiy for each year uilises he las (second) year s prices). In he example, real GDP has grown by 5.4%. able 7 Example of a Paasche Index ear ear Quaniy q Value p q Quaniy q Price p Value p q Commodiy A B C oal (real GDP) Source: Saisics New Zealand(998) - wih very minor amendmens Clearly he growh rae is dependen on which approach (Laspeyres or Paasche) is used. he resul ha he growh rae of he Laspeyres index is greaer han he growh rae shown by he Paasche index is no jus due o he consrucion of he example 9. he reason why Laspeyres indexes end o exhibi higher growh han Paasche indexes is due o he subsiuion effec ha occurs when relaive price changes occur. People end o purchase more of goods ha have become relaively cheaper and less of goods ha have become relaively more expensive. Consequenly goods ha have become relaively cheaper end o have faser growh (in erms of numbers of unis produced and consumed) and goods ha have become relaively more expensive end o have slower growh. By using firs year prices (before he relaive price changes), he Laspeyres approach gives a higher weigh o fas growing commodiies and a smaller weigh o slow growing commodiies. 8 his discussion relies heavily on Saisics New Zealand (998). 9 Noe ha he physical quaniies of he goods produced are he same in boh ables 6 and 7. WP 0/4 Measuring Economic Growh in New Zealand 7

23 In erms of wha drives differences in he growh raes obained from he wo approaches, Saisics New Zealand (998) saes Wha maers is he exen o which he paern of relaive prices (ie he raio of he price of one commodiy o anoher) changes over ime and no he general rae of inflaion. If all prices were o increase a he same rae he wo volume indices would be equal, bu if some prices go up faser han ohers, and especially if some go down while ohers go up, he wo volume indices will diverge. he more variaion here is in he price changes, he more he volume indexes will diverge. hings become even more complex when one is ineresed in consrucing values for real GDP over more han periods. here are wo general approaches. he firs is known as he fixed weigh index approach and uses he prices of jus one period. Real GDP for each period in he series is calculaed by muliplying he price of each commodiy (in he chosen base year) by he quaniy of he commodiy produced in he year for which real GDP is being calculaed. Unil recenly, his is he approach ha Saisics New Zealand used and when using his approach 99/99 was chosen as he base year s prices o be used. For each year, he quaniy of a paricular commodiy produced was muliplied by ha commodiy s 99/99 price. Summing his produc over all commodiies gave a value for real GDP expressed in 99/99 prices. Consequenly, he values of real GDP prior o 99/99 are consruced using he Paasche index approach (as he 99/99 prices being used relae o a laer period han he quaniies of commodiies produced). On he oher hand, values of real GDP for years afer 99/99 uilise he Laspeyres index approach. As a Laspeyres index ends o regiser higher growh raes han a Paasche index, his means ha i is likely ha growh prior o 99/9 (based on a Paasche index) would be undersaed o growh pos 99/99 (based on a Laspeyres index). One issue ha arises wih fixed weigh series is ha he growh raes beween consecuive years are sensiive o he choice of base year chosen. In general, moving he base year forward in ime will end o reduce growh raes previously recorded so ha hey have o be revised downwards. Hisory is rewrien. (Saisics New Zealand, 998) Saisics New Zealand (998) provides an illusraion of his by comparing annual growh raes for oal real gross domesic expendiure when 99/9 prices were used wih he growh raes when 98/83 prices are used. 0 able 8 reproduces a able summarising he resuls. As can be seen from he able he differences in annual growh raes are quie subsanial. able 8 Comparison of annual growh raes for fixed weigh real gross domesic expendiure series wih differen base years ear ended March Published base- Published base- Difference weighed series in 98/83 prices: percen growh from previous year weighed series in 99/9 prices: percen growh from previous year Source: Based on able C from Saisics New Zealand (998) he second general approach o obaining real GDP values for muliple years is known as he annual chain-linked approach and his mehod updaes he price weighs used every 0 Unforunaely his is no a pure experimen as changes o mehodology and revisions o componen series also conribue o differences in growh raes. WP 0/4 Measuring Economic Growh in New Zealand 8

24 year. For he period 987 o 000, he chain-linked real GDP series is derived by calculaing he (percenage) change beween 987 and 988 using 987 prices o value he quaniies in 987 and 988. he change beween 988 and 989 is calculaed using 988 prices o value he quaniies in 988 and 989 and so on. o obain a series of real GDP figures based on 995 prices he following approach is used. For each year a measure of he oal change beween he year of ineres and he year 995 is obained by muliplying ogeher he annual changes beween consecuive years. For years prior o 995, he value of 995 real GDP (which will equal he nominal GDP for 995 as 995 prices are being used) is divided by he by he appropriae oal change figure. For years pos 995 he 995 value for real GDP is muliplied by his amoun. Noe ha he above approach o obaining a chain-linked series is known as a Laspeyres chain linked approach as for each pair of years he prices of he earlier year are used. If he laes year s prices were used for each pair he resuling index would be a Paasche chain index. If relaive prices change monoonically using chain weighs insead of fixed weighs end o resul in a growh rae somewhere beween ha of a fixed Laspeyres or fixed Paasche index. As oulined above, Saisics New Zealand has upgraded New Zealand s Naional Accouns by moving from fixed o (Laspeyres) chain weighs. heoreically his should increase growh raes prior o 99/9 as a chain Laspeyres index will produce higher growh raes han a fixed Paasche. he upgrade would also heoreically reduce growh raes afer 99/99 as a chained Laspeyres index will resul in lower growh raes han a fixed Laspeyres index. Experimenal work by Saisics New Zealand based on real (expendiure based) GDP series showed ha when moving from a fixed weigh mehod o a Laspeyres chain weighed mehod for consrucing real GDP series he differences in (annual) growh raes are less han 0.3 percenage poins alhough he annual growh rae beween he 994 and 995 March years was as high as 0.6 percenage poins (see Saisics New Zealand (998) for more deails). he key poin o be aken from his secion is ha here are a number of measuremen issues associaed wih measuring real GDP and consequenly wih measuring he growh in real GDP per capia. As a resul here probably does no exis a definiive or rue calculaed value for he hisorical rae of growh in a paricular period. Differen approaches o measuring or consrucing real GDP series have resuled in he various series for real GDP per capia ha are available no being idenical. herefore, he average growh rae for a period of ineres will end o vary across series. Consider he following example. 99 GDP measured in 99 prices is 5% higher han 99 GDP. 993 GDP measured in 99 prices is 4% higher han 99 GDP. 994 GDP measured in 993 prices is 6% higher han 993 GDP. 995 GDP measured in 994 prices is % higher han 994 GDP. Consequenly 995 real GDP is.05 x.04 x.06 x.0.69 imes as grea as 99 real GDP. If GDP in 995 was $00 billion hen 99 real GDP would be $85.54 billion. Noe ha he Saisics New Zealand publicaion inerpres he difference beween, say,.% and.4% as being percenage poins. A more common inerpreaion of a percenage poin would be he difference beween, say, % and 3% and herefore he difference beween.% and.4% would be regarded as 0. percenage poins. In his paper I have used his more common inerpreaion and herefore have amended he percenage poin differences presened in he Saisics New Zealand publicaion accordingly. WP 0/4 Measuring Economic Growh in New Zealand 9

25 5 Measured New Zealand growh raes over ime One poin ha should be noed when considering New Zealand s average growh rae over a paricular sub-period is ha he growh rae can be quie sensiive o he endpoins (or ime period) chosen. able 9 shows New Zealand s growh rae based on OECD daa for a number of differen lengh sub-periods. o illusrae he sensiiviy of he average growh rae for a period, consider he average growh rae for he period 988 o 994 (a 6 year window wih window endpoin 994). he average growh rae for his sub-period is 0.63 percen. Compare his o he growh rae for he period 987 o 993. he average growh rae for his period was -0.0 percen per annum. hese growh raes differ significanly ye he sar and end of he six year period under consideraion differ by only one year. able 9 - New Zealand Growh Raes for Differen Window Endpoins and Window Lenghs based on OECD daa Window endpoin Window lengh Max Growh Raes calculaed using average annual change mehod. Example: he growh raes wih window endpoin 999 and window lengh 8 is calculaed using real GDP daa for he years 99 hrough o 999. Highlighed figures show he highes average growh rae for each window lengh. For example if one focuses on growh raes for sub periods ha are 7 years long, he highes growh rae for any period of his lengh was.5% and his relaes o he period 99 o 999. WP 0/4 Measuring Economic Growh in New Zealand 0

How To Calculate Price Elasiciy Per Capia Per Capi

How To Calculate Price Elasiciy Per Capia Per Capi Price elasiciy of demand for crude oil: esimaes for 23 counries John C.B. Cooper Absrac This paper uses a muliple regression model derived from an adapaion of Nerlove s parial adjusmen model o esimae boh

More information

Chapter 7. Response of First-Order RL and RC Circuits

Chapter 7. Response of First-Order RL and RC Circuits Chaper 7. esponse of Firs-Order L and C Circuis 7.1. The Naural esponse of an L Circui 7.2. The Naural esponse of an C Circui 7.3. The ep esponse of L and C Circuis 7.4. A General oluion for ep and Naural

More information

Chapter 8: Regression with Lagged Explanatory Variables

Chapter 8: Regression with Lagged Explanatory Variables Chaper 8: Regression wih Lagged Explanaory Variables Time series daa: Y for =1,..,T End goal: Regression model relaing a dependen variable o explanaory variables. Wih ime series new issues arise: 1. One

More information

The Greek financial crisis: growing imbalances and sovereign spreads. Heather D. Gibson, Stephan G. Hall and George S. Tavlas

The Greek financial crisis: growing imbalances and sovereign spreads. Heather D. Gibson, Stephan G. Hall and George S. Tavlas The Greek financial crisis: growing imbalances and sovereign spreads Heaher D. Gibson, Sephan G. Hall and George S. Tavlas The enry The enry of Greece ino he Eurozone in 2001 produced a dividend in he

More information

Duration and Convexity ( ) 20 = Bond B has a maturity of 5 years and also has a required rate of return of 10%. Its price is $613.

Duration and Convexity ( ) 20 = Bond B has a maturity of 5 years and also has a required rate of return of 10%. Its price is $613. Graduae School of Business Adminisraion Universiy of Virginia UVA-F-38 Duraion and Convexiy he price of a bond is a funcion of he promised paymens and he marke required rae of reurn. Since he promised

More information

Vector Autoregressions (VARs): Operational Perspectives

Vector Autoregressions (VARs): Operational Perspectives Vecor Auoregressions (VARs): Operaional Perspecives Primary Source: Sock, James H., and Mark W. Wason, Vecor Auoregressions, Journal of Economic Perspecives, Vol. 15 No. 4 (Fall 2001), 101-115. Macroeconomericians

More information

CHARGE AND DISCHARGE OF A CAPACITOR

CHARGE AND DISCHARGE OF A CAPACITOR REFERENCES RC Circuis: Elecrical Insrumens: Mos Inroducory Physics exs (e.g. A. Halliday and Resnick, Physics ; M. Sernheim and J. Kane, General Physics.) This Laboraory Manual: Commonly Used Insrumens:

More information

A Note on Using the Svensson procedure to estimate the risk free rate in corporate valuation

A Note on Using the Svensson procedure to estimate the risk free rate in corporate valuation A Noe on Using he Svensson procedure o esimae he risk free rae in corporae valuaion By Sven Arnold, Alexander Lahmann and Bernhard Schwezler Ocober 2011 1. The risk free ineres rae in corporae valuaion

More information

MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR

MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR The firs experimenal publicaion, which summarised pas and expeced fuure developmen of basic economic indicaors, was published by he Minisry

More information

Cointegration: The Engle and Granger approach

Cointegration: The Engle and Granger approach Coinegraion: The Engle and Granger approach Inroducion Generally one would find mos of he economic variables o be non-saionary I(1) variables. Hence, any equilibrium heories ha involve hese variables require

More information

Chapter 8 Student Lecture Notes 8-1

Chapter 8 Student Lecture Notes 8-1 Chaper Suden Lecure Noes - Chaper Goals QM: Business Saisics Chaper Analyzing and Forecasing -Series Daa Afer compleing his chaper, you should be able o: Idenify he componens presen in a ime series Develop

More information

Morningstar Investor Return

Morningstar Investor Return Morningsar Invesor Reurn Morningsar Mehodology Paper Augus 31, 2010 2010 Morningsar, Inc. All righs reserved. The informaion in his documen is he propery of Morningsar, Inc. Reproducion or ranscripion

More information

cooking trajectory boiling water B (t) microwave 0 2 4 6 8 101214161820 time t (mins)

cooking trajectory boiling water B (t) microwave 0 2 4 6 8 101214161820 time t (mins) Alligaor egg wih calculus We have a large alligaor egg jus ou of he fridge (1 ) which we need o hea o 9. Now here are wo accepable mehods for heaing alligaor eggs, one is o immerse hem in boiling waer

More information

11/6/2013. Chapter 14: Dynamic AD-AS. Introduction. Introduction. Keeping track of time. The model s elements

11/6/2013. Chapter 14: Dynamic AD-AS. Introduction. Introduction. Keeping track of time. The model s elements Inroducion Chaper 14: Dynamic D-S dynamic model of aggregae and aggregae supply gives us more insigh ino how he economy works in he shor run. I is a simplified version of a DSGE model, used in cuing-edge

More information

4. International Parity Conditions

4. International Parity Conditions 4. Inernaional ariy ondiions 4.1 urchasing ower ariy he urchasing ower ariy ( heory is one of he early heories of exchange rae deerminaion. his heory is based on he concep ha he demand for a counry's currency

More information

Appendix D Flexibility Factor/Margin of Choice Desktop Research

Appendix D Flexibility Factor/Margin of Choice Desktop Research Appendix D Flexibiliy Facor/Margin of Choice Deskop Research Cheshire Eas Council Cheshire Eas Employmen Land Review Conens D1 Flexibiliy Facor/Margin of Choice Deskop Research 2 Final Ocober 2012 \\GLOBAL.ARUP.COM\EUROPE\MANCHESTER\JOBS\200000\223489-00\4

More information

Name: Algebra II Review for Quiz #13 Exponential and Logarithmic Functions including Modeling

Name: Algebra II Review for Quiz #13 Exponential and Logarithmic Functions including Modeling Name: Algebra II Review for Quiz #13 Exponenial and Logarihmic Funcions including Modeling TOPICS: -Solving Exponenial Equaions (The Mehod of Common Bases) -Solving Exponenial Equaions (Using Logarihms)

More information

Chapter 2 Kinematics in One Dimension

Chapter 2 Kinematics in One Dimension Chaper Kinemaics in One Dimension Chaper DESCRIBING MOTION:KINEMATICS IN ONE DIMENSION PREVIEW Kinemaics is he sudy of how hings moe how far (disance and displacemen), how fas (speed and elociy), and how

More information

The naive method discussed in Lecture 1 uses the most recent observations to forecast future values. That is, Y ˆ t + 1

The naive method discussed in Lecture 1 uses the most recent observations to forecast future values. That is, Y ˆ t + 1 Business Condiions & Forecasing Exponenial Smoohing LECTURE 2 MOVING AVERAGES AND EXPONENTIAL SMOOTHING OVERVIEW This lecure inroduces ime-series smoohing forecasing mehods. Various models are discussed,

More information

Usefulness of the Forward Curve in Forecasting Oil Prices

Usefulness of the Forward Curve in Forecasting Oil Prices Usefulness of he Forward Curve in Forecasing Oil Prices Akira Yanagisawa Leader Energy Demand, Supply and Forecas Analysis Group The Energy Daa and Modelling Cener Summary When people analyse oil prices,

More information

Stability. Coefficients may change over time. Evolution of the economy Policy changes

Stability. Coefficients may change over time. Evolution of the economy Policy changes Sabiliy Coefficiens may change over ime Evoluion of he economy Policy changes Time Varying Parameers y = α + x β + Coefficiens depend on he ime period If he coefficiens vary randomly and are unpredicable,

More information

Measuring macroeconomic volatility Applications to export revenue data, 1970-2005

Measuring macroeconomic volatility Applications to export revenue data, 1970-2005 FONDATION POUR LES ETUDES ET RERS LE DEVELOPPEMENT INTERNATIONAL Measuring macroeconomic volailiy Applicaions o expor revenue daa, 1970-005 by Joël Cariolle Policy brief no. 47 March 01 The FERDI is a

More information

Why Did the Demand for Cash Decrease Recently in Korea?

Why Did the Demand for Cash Decrease Recently in Korea? Why Did he Demand for Cash Decrease Recenly in Korea? Byoung Hark Yoo Bank of Korea 26. 5 Absrac We explores why cash demand have decreased recenly in Korea. The raio of cash o consumpion fell o 4.7% in

More information

When Is Growth Pro-Poor? Evidence from a Panel of Countries

When Is Growth Pro-Poor? Evidence from a Panel of Countries Forhcoming, Journal of Developmen Economics When Is Growh Pro-Poor? Evidence from a Panel of Counries Aar Kraay The World Bank Firs Draf: December 2003 Revised: December 2004 Absrac: Growh is pro-poor

More information

Information technology and economic growth in Canada and the U.S.

Information technology and economic growth in Canada and the U.S. Canada U.S. Economic Growh Informaion echnology and economic growh in Canada and he U.S. Informaion and communicaion echnology was he larges conribuor o growh wihin capial services for boh Canada and he

More information

Acceleration Lab Teacher s Guide

Acceleration Lab Teacher s Guide Acceleraion Lab Teacher s Guide Objecives:. Use graphs of disance vs. ime and velociy vs. ime o find acceleraion of a oy car.. Observe he relaionship beween he angle of an inclined plane and he acceleraion

More information

BALANCE OF PAYMENTS. First quarter 2008. Balance of payments

BALANCE OF PAYMENTS. First quarter 2008. Balance of payments BALANCE OF PAYMENTS DATE: 2008-05-30 PUBLISHER: Balance of Paymens and Financial Markes (BFM) Lena Finn + 46 8 506 944 09, lena.finn@scb.se Camilla Bergeling +46 8 506 942 06, camilla.bergeling@scb.se

More information

Principal components of stock market dynamics. Methodology and applications in brief (to be updated ) Andrei Bouzaev, bouzaev@ya.

Principal components of stock market dynamics. Methodology and applications in brief (to be updated ) Andrei Bouzaev, bouzaev@ya. Principal componens of sock marke dynamics Mehodology and applicaions in brief o be updaed Andrei Bouzaev, bouzaev@ya.ru Why principal componens are needed Objecives undersand he evidence of more han one

More information

II.1. Debt reduction and fiscal multipliers. dbt da dpbal da dg. bal

II.1. Debt reduction and fiscal multipliers. dbt da dpbal da dg. bal Quarerly Repor on he Euro Area 3/202 II.. Deb reducion and fiscal mulipliers The deerioraion of public finances in he firs years of he crisis has led mos Member Saes o adop sizeable consolidaion packages.

More information

Individual Health Insurance April 30, 2008 Pages 167-170

Individual Health Insurance April 30, 2008 Pages 167-170 Individual Healh Insurance April 30, 2008 Pages 167-170 We have received feedback ha his secion of he e is confusing because some of he defined noaion is inconsisen wih comparable life insurance reserve

More information

Supplementary Appendix for Depression Babies: Do Macroeconomic Experiences Affect Risk-Taking?

Supplementary Appendix for Depression Babies: Do Macroeconomic Experiences Affect Risk-Taking? Supplemenary Appendix for Depression Babies: Do Macroeconomic Experiences Affec Risk-Taking? Ulrike Malmendier UC Berkeley and NBER Sefan Nagel Sanford Universiy and NBER Sepember 2009 A. Deails on SCF

More information

PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE

PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE Profi Tes Modelling in Life Assurance Using Spreadshees PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE Erik Alm Peer Millingon 2004 Profi Tes Modelling in Life Assurance Using Spreadshees

More information

Hedging with Forwards and Futures

Hedging with Forwards and Futures Hedging wih orwards and uures Hedging in mos cases is sraighforward. You plan o buy 10,000 barrels of oil in six monhs and you wish o eliminae he price risk. If you ake he buy-side of a forward/fuures

More information

AP Calculus BC 2010 Scoring Guidelines

AP Calculus BC 2010 Scoring Guidelines AP Calculus BC Scoring Guidelines The College Board The College Board is a no-for-profi membership associaion whose mission is o connec sudens o college success and opporuniy. Founded in, he College Board

More information

Appendix A: Area. 1 Find the radius of a circle that has circumference 12 inches.

Appendix A: Area. 1 Find the radius of a circle that has circumference 12 inches. Appendi A: Area worked-ou s o Odd-Numbered Eercises Do no read hese worked-ou s before aemping o do he eercises ourself. Oherwise ou ma mimic he echniques shown here wihou undersanding he ideas. Bes wa

More information

Chapter 4: Exponential and Logarithmic Functions

Chapter 4: Exponential and Logarithmic Functions Chaper 4: Eponenial and Logarihmic Funcions Secion 4.1 Eponenial Funcions... 15 Secion 4. Graphs of Eponenial Funcions... 3 Secion 4.3 Logarihmic Funcions... 4 Secion 4.4 Logarihmic Properies... 53 Secion

More information

Statistical Analysis with Little s Law. Supplementary Material: More on the Call Center Data. by Song-Hee Kim and Ward Whitt

Statistical Analysis with Little s Law. Supplementary Material: More on the Call Center Data. by Song-Hee Kim and Ward Whitt Saisical Analysis wih Lile s Law Supplemenary Maerial: More on he Call Cener Daa by Song-Hee Kim and Ward Whi Deparmen of Indusrial Engineering and Operaions Research Columbia Universiy, New York, NY 17-99

More information

SEASONAL ADJUSTMENT. 1 Introduction. 2 Methodology. 3 X-11-ARIMA and X-12-ARIMA Methods

SEASONAL ADJUSTMENT. 1 Introduction. 2 Methodology. 3 X-11-ARIMA and X-12-ARIMA Methods SEASONAL ADJUSTMENT 1 Inroducion 2 Mehodology 2.1 Time Series and Is Componens 2.1.1 Seasonaliy 2.1.2 Trend-Cycle 2.1.3 Irregulariy 2.1.4 Trading Day and Fesival Effecs 3 X-11-ARIMA and X-12-ARIMA Mehods

More information

Time Series Analysis Using SAS R Part I The Augmented Dickey-Fuller (ADF) Test

Time Series Analysis Using SAS R Part I The Augmented Dickey-Fuller (ADF) Test ABSTRACT Time Series Analysis Using SAS R Par I The Augmened Dickey-Fuller (ADF) Tes By Ismail E. Mohamed The purpose of his series of aricles is o discuss SAS programming echniques specifically designed

More information

Chapter 6: Business Valuation (Income Approach)

Chapter 6: Business Valuation (Income Approach) Chaper 6: Business Valuaion (Income Approach) Cash flow deerminaion is one of he mos criical elemens o a business valuaion. Everyhing may be secondary. If cash flow is high, hen he value is high; if he

More information

INTEREST RATE FUTURES AND THEIR OPTIONS: SOME PRICING APPROACHES

INTEREST RATE FUTURES AND THEIR OPTIONS: SOME PRICING APPROACHES INTEREST RATE FUTURES AND THEIR OPTIONS: SOME PRICING APPROACHES OPENGAMMA QUANTITATIVE RESEARCH Absrac. Exchange-raded ineres rae fuures and heir opions are described. The fuure opions include hose paying

More information

CLASSICAL TIME SERIES DECOMPOSITION

CLASSICAL TIME SERIES DECOMPOSITION Time Series Lecure Noes, MSc in Operaional Research Lecure CLASSICAL TIME SERIES DECOMPOSITION Inroducion We menioned in lecure ha afer we calculaed he rend, everyhing else ha remained (according o ha

More information

MSCI Index Calculation Methodology

MSCI Index Calculation Methodology Index Mehodology MSCI Index Calculaion Mehodology Index Calculaion Mehodology for he MSCI Equiy Indices Index Mehodology MSCI Index Calculaion Mehodology Conens Conens... 2 Inroducion... 5 MSCI Equiy Indices...

More information

THE PRESSURE DERIVATIVE

THE PRESSURE DERIVATIVE Tom Aage Jelmer NTNU Dearmen of Peroleum Engineering and Alied Geohysics THE PRESSURE DERIVATIVE The ressure derivaive has imoran diagnosic roeries. I is also imoran for making ye curve analysis more reliable.

More information

The Asymmetric Effects of Oil Shocks on an Oil-exporting Economy*

The Asymmetric Effects of Oil Shocks on an Oil-exporting Economy* CUADERNOS DE ECONOMÍA, VOL. 47 (MAYO), PP. 3-13, 2010 The Asymmeric Effecs of Oil Shocks on an Oil-exporing Economy* Omar Mendoza Cenral Bank of Venezuela David Vera Ken Sae Universiy We esimae he effecs

More information

Risk Modelling of Collateralised Lending

Risk Modelling of Collateralised Lending Risk Modelling of Collaeralised Lending Dae: 4-11-2008 Number: 8/18 Inroducion This noe explains how i is possible o handle collaeralised lending wihin Risk Conroller. The approach draws on he faciliies

More information

Present Value Methodology

Present Value Methodology Presen Value Mehodology Econ 422 Invesmen, Capial & Finance Universiy of Washingon Eric Zivo Las updaed: April 11, 2010 Presen Value Concep Wealh in Fisher Model: W = Y 0 + Y 1 /(1+r) The consumer/producer

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 Robyn Swif Economics and Business Saisics Deparmen of Accouning, Finance and Economics Griffih Universiy Nahan

More information

4 Convolution. Recommended Problems. x2[n] 1 2[n]

4 Convolution. Recommended Problems. x2[n] 1 2[n] 4 Convoluion Recommended Problems P4.1 This problem is a simple example of he use of superposiion. Suppose ha a discree-ime linear sysem has oupus y[n] for he given inpus x[n] as shown in Figure P4.1-1.

More information

Mathematics in Pharmacokinetics What and Why (A second attempt to make it clearer)

Mathematics in Pharmacokinetics What and Why (A second attempt to make it clearer) Mahemaics in Pharmacokineics Wha and Why (A second aemp o make i clearer) We have used equaions for concenraion () as a funcion of ime (). We will coninue o use hese equaions since he plasma concenraions

More information

Forecasting, Ordering and Stock- Holding for Erratic Demand

Forecasting, Ordering and Stock- Holding for Erratic Demand ISF 2002 23 rd o 26 h June 2002 Forecasing, Ordering and Sock- Holding for Erraic Demand Andrew Eaves Lancaser Universiy / Andalus Soluions Limied Inroducion Erraic and slow-moving demand Demand classificaion

More information

Aggregate Output. Aggregate Output. Topics. Aggregate Output. Aggregate Output. Aggregate Output

Aggregate Output. Aggregate Output. Topics. Aggregate Output. Aggregate Output. Aggregate Output Topics (Sandard Measure) GDP vs GPI discussion Macroeconomic Variables (Unemploymen and Inflaion Rae) (naional income and produc accouns, or NIPA) Gross Domesic Produc (GDP) The value of he final goods

More information

AP Calculus AB 2013 Scoring Guidelines

AP Calculus AB 2013 Scoring Guidelines AP Calculus AB 1 Scoring Guidelines The College Board The College Board is a mission-driven no-for-profi organizaion ha connecs sudens o college success and opporuniy. Founded in 19, he College Board was

More information

Purchasing Power Parity (PPP), Sweden before and after EURO times

Purchasing Power Parity (PPP), Sweden before and after EURO times School of Economics and Managemen Purchasing Power Pariy (PPP), Sweden before and afer EURO imes - Uni Roo Tes - Coinegraion Tes Masers hesis in Saisics - Spring 2008 Auhors: Mansoor, Rashid Smora, Ami

More information

Market Liquidity and the Impacts of the Computerized Trading System: Evidence from the Stock Exchange of Thailand

Market Liquidity and the Impacts of the Computerized Trading System: Evidence from the Stock Exchange of Thailand 36 Invesmen Managemen and Financial Innovaions, 4/4 Marke Liquidiy and he Impacs of he Compuerized Trading Sysem: Evidence from he Sock Exchange of Thailand Sorasar Sukcharoensin 1, Pariyada Srisopisawa,

More information

Working paper No.3 Cyclically adjusting the public finances

Working paper No.3 Cyclically adjusting the public finances Working paper No.3 Cyclically adjusing he public finances Thora Helgadoir, Graeme Chamberlin, Pavandeep Dhami, Sephen Farringon and Joe Robins June 2012 Crown copyrigh 2012 You may re-use his informaion

More information

Capacitors and inductors

Capacitors and inductors Capaciors and inducors We coninue wih our analysis of linear circuis by inroducing wo new passive and linear elemens: he capacior and he inducor. All he mehods developed so far for he analysis of linear

More information

Relationships between Stock Prices and Accounting Information: A Review of the Residual Income and Ohlson Models. Scott Pirie* and Malcolm Smith**

Relationships between Stock Prices and Accounting Information: A Review of the Residual Income and Ohlson Models. Scott Pirie* and Malcolm Smith** Relaionships beween Sock Prices and Accouning Informaion: A Review of he Residual Income and Ohlson Models Sco Pirie* and Malcolm Smih** * Inernaional Graduae School of Managemen, Universiy of Souh Ausralia

More information

DYNAMIC MODELS FOR VALUATION OF WRONGFUL DEATH PAYMENTS

DYNAMIC MODELS FOR VALUATION OF WRONGFUL DEATH PAYMENTS DYNAMIC MODELS FOR VALUATION OF WRONGFUL DEATH PAYMENTS Hong Mao, Shanghai Second Polyechnic Universiy Krzyszof M. Osaszewski, Illinois Sae Universiy Youyu Zhang, Fudan Universiy ABSTRACT Liigaion, exper

More information

MEDDELANDEN FRÅN SVENSKA HANDELSHÖGSKOLAN SWEDISH SCHOOL OF ECONOMICS AND BUSINESS ADMINISTRATION WORKING PAPERS

MEDDELANDEN FRÅN SVENSKA HANDELSHÖGSKOLAN SWEDISH SCHOOL OF ECONOMICS AND BUSINESS ADMINISTRATION WORKING PAPERS MEDDELANDEN FRÅN SVENSKA HANDELSHÖGSKOLAN SWEDISH SCHOOL OF ECONOMICS AND BUSINESS ADMINISTRATION WORKING PAPERS 3 Jukka Liikanen, Paul Soneman & Oo Toivanen INTERGENERATIONAL EFFECTS IN THE DIFFUSION

More information

New Estimates of Government Net Capital Stocks for 22 OECD Countries 1960 2001

New Estimates of Government Net Capital Stocks for 22 OECD Countries 1960 2001 WP//7 New Esimaes of Governmen Ne Capial Socks for OECD Counries 9 Chrisophe Kamps Inernaional Moneary Fund WP//7 IMF Working Paper Fiscal Affairs Deparmen New Esimaes of Governmen Ne Capial Socks for

More information

A Conceptual Framework for Commercial Property Price Indexes

A Conceptual Framework for Commercial Property Price Indexes Gran-in-Aid for Scienific Research(S) Real Esae Markes, Financial Crisis, and Economic Growh : An Inegraed Economic Approach Working Paper Series No.4 A Concepual Framework for Commercial Propery Price

More information

9. Capacitor and Resistor Circuits

9. Capacitor and Resistor Circuits ElecronicsLab9.nb 1 9. Capacior and Resisor Circuis Inroducion hus far we have consider resisors in various combinaions wih a power supply or baery which provide a consan volage source or direc curren

More information

DOES TRADING VOLUME INFLUENCE GARCH EFFECTS? SOME EVIDENCE FROM THE GREEK MARKET WITH SPECIAL REFERENCE TO BANKING SECTOR

DOES TRADING VOLUME INFLUENCE GARCH EFFECTS? SOME EVIDENCE FROM THE GREEK MARKET WITH SPECIAL REFERENCE TO BANKING SECTOR Invesmen Managemen and Financial Innovaions, Volume 4, Issue 3, 7 33 DOES TRADING VOLUME INFLUENCE GARCH EFFECTS? SOME EVIDENCE FROM THE GREEK MARKET WITH SPECIAL REFERENCE TO BANKING SECTOR Ahanasios

More information

INTRODUCTION TO FORECASTING

INTRODUCTION TO FORECASTING INTRODUCTION TO FORECASTING INTRODUCTION: Wha is a forecas? Why do managers need o forecas? A forecas is an esimae of uncerain fuure evens (lierally, o "cas forward" by exrapolaing from pas and curren

More information

Description of the CBOE S&P 500 BuyWrite Index (BXM SM )

Description of the CBOE S&P 500 BuyWrite Index (BXM SM ) Descripion of he CBOE S&P 500 BuyWrie Index (BXM SM ) Inroducion. The CBOE S&P 500 BuyWrie Index (BXM) is a benchmark index designed o rack he performance of a hypoheical buy-wrie sraegy on he S&P 500

More information

Term Structure of Prices of Asian Options

Term Structure of Prices of Asian Options Term Srucure of Prices of Asian Opions Jirô Akahori, Tsuomu Mikami, Kenji Yasuomi and Teruo Yokoa Dep. of Mahemaical Sciences, Risumeikan Universiy 1-1-1 Nojihigashi, Kusasu, Shiga 525-8577, Japan E-mail:

More information

Journal of Business & Economics Research Volume 1, Number 10

Journal of Business & Economics Research Volume 1, Number 10 Annualized Invenory/Sales Journal of Business & Economics Research Volume 1, Number 1 A Macroeconomic Analysis Of Invenory/Sales Raios William M. Bassin, Shippensburg Universiy Michael T. Marsh (E-mail:

More information

Premium Income of Indian Life Insurance Industry

Premium Income of Indian Life Insurance Industry Premium Income of Indian Life Insurance Indusry A Toal Facor Produciviy Approach Ram Praap Sinha* Subsequen o he passage of he Insurance Regulaory and Developmen Auhoriy (IRDA) Ac, 1999, he life insurance

More information

MTH6121 Introduction to Mathematical Finance Lesson 5

MTH6121 Introduction to Mathematical Finance Lesson 5 26 MTH6121 Inroducion o Mahemaical Finance Lesson 5 Conens 2.3 Brownian moion wih drif........................... 27 2.4 Geomeric Brownian moion........................... 28 2.5 Convergence of random

More information

The Real Business Cycle paradigm. The RBC model emphasizes supply (technology) disturbances as the main source of

The Real Business Cycle paradigm. The RBC model emphasizes supply (technology) disturbances as the main source of Prof. Harris Dellas Advanced Macroeconomics Winer 2001/01 The Real Business Cycle paradigm The RBC model emphasizes supply (echnology) disurbances as he main source of macroeconomic flucuaions in a world

More information

The Transport Equation

The Transport Equation The Transpor Equaion Consider a fluid, flowing wih velociy, V, in a hin sraigh ube whose cross secion will be denoed by A. Suppose he fluid conains a conaminan whose concenraion a posiion a ime will be

More information

Module 3 Design for Strength. Version 2 ME, IIT Kharagpur

Module 3 Design for Strength. Version 2 ME, IIT Kharagpur Module 3 Design for Srengh Lesson 2 Sress Concenraion Insrucional Objecives A he end of his lesson, he sudens should be able o undersand Sress concenraion and he facors responsible. Deerminaion of sress

More information

When Do TIPS Prices Adjust to Inflation Information?

When Do TIPS Prices Adjust to Inflation Information? When Do TIPS Prices Adjus o Inflaion Informaion? Quenin C. Chu a, *, Deborah N. Piman b, Linda Q. Yu c Augus 15, 2009 a Deparmen of Finance, Insurance, and Real Esae. The Fogelman College of Business and

More information

Debt Accumulation, Debt Reduction, and Debt Spillovers in Canada, 1974-98*

Debt Accumulation, Debt Reduction, and Debt Spillovers in Canada, 1974-98* Deb Accumulaion, Deb Reducion, and Deb Spillovers in Canada, 1974-98* Ron Kneebone Deparmen of Economics Universiy of Calgary John Leach Deparmen of Economics McMaser Universiy Ocober, 2000 Absrac Wha

More information

AP Calculus AB 2010 Scoring Guidelines

AP Calculus AB 2010 Scoring Guidelines AP Calculus AB 1 Scoring Guidelines The College Board The College Board is a no-for-profi membership associaion whose mission is o connec sudens o college success and opporuniy. Founded in 1, he College

More information

Newton s Laws of Motion

Newton s Laws of Motion Newon s Laws of Moion MS4414 Theoreical Mechanics Firs Law velociy. In he absence of exernal forces, a body moves in a sraigh line wih consan F = 0 = v = cons. Khan Academy Newon I. Second Law body. The

More information

LEASING VERSUSBUYING

LEASING VERSUSBUYING LEASNG VERSUSBUYNG Conribued by James D. Blum and LeRoy D. Brooks Assisan Professors of Business Adminisraion Deparmen of Business Adminisraion Universiy of Delaware Newark, Delaware The auhors discuss

More information

Long-Run Stock Returns: Participating in the Real Economy

Long-Run Stock Returns: Participating in the Real Economy Long-Run Sock Reurns: Paricipaing in he Real Economy Roger G. Ibboson and Peng Chen In he sudy repored here, we esimaed he forward-looking long-erm equiy risk premium by exrapolaing he way i has paricipaed

More information

USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES

USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES Mehme Nuri GÖMLEKSİZ Absrac Using educaion echnology in classes helps eachers realize a beer and more effecive learning. In his sudy 150 English eachers were

More information

Journal Of Business & Economics Research September 2005 Volume 3, Number 9

Journal Of Business & Economics Research September 2005 Volume 3, Number 9 Opion Pricing And Mone Carlo Simulaions George M. Jabbour, (Email: jabbour@gwu.edu), George Washingon Universiy Yi-Kang Liu, (yikang@gwu.edu), George Washingon Universiy ABSTRACT The advanage of Mone Carlo

More information

Cross-country data on the quantity of schooling: a selective survey and some quality measures * by Angel de la Fuente ** Rafael Doménech ***

Cross-country data on the quantity of schooling: a selective survey and some quality measures * by Angel de la Fuente ** Rafael Doménech *** Cross-counry daa on he quaniy of schooling: a selecive survey and some qualiy measures * by Angel de la Fuene ** Rafael Doménech *** Documeno de Trabajo 2014-15 Revised, Ocober 2014 * ** *** This paper

More information

Finance and Economics Discussion Series Divisions of Research & Statistics and Monetary Affairs Federal Reserve Board, Washington, D.C.

Finance and Economics Discussion Series Divisions of Research & Statistics and Monetary Affairs Federal Reserve Board, Washington, D.C. Finance and Economics Discussion Series Divisions of Research & Saisics and Moneary Affairs Federal Reserve Board, Washingon, D.C. The Effecs of Unemploymen Benefis on Unemploymen and Labor Force Paricipaion:

More information

Segmentation, Probability of Default and Basel II Capital Measures. for Credit Card Portfolios

Segmentation, Probability of Default and Basel II Capital Measures. for Credit Card Portfolios Segmenaion, Probabiliy of Defaul and Basel II Capial Measures for Credi Card Porfolios Draf: Aug 3, 2007 *Work compleed while a Federal Reserve Bank of Philadelphia Dennis Ash Federal Reserve Bank of Philadelphia

More information

Return Calculation of U.S. Treasury Constant Maturity Indices

Return Calculation of U.S. Treasury Constant Maturity Indices Reurn Calculaion of US Treasur Consan Mauri Indices Morningsar Mehodolog Paper Sepeber 30 008 008 Morningsar Inc All righs reserved The inforaion in his docuen is he proper of Morningsar Inc Reproducion

More information

ANALYSIS AND COMPARISONS OF SOME SOLUTION CONCEPTS FOR STOCHASTIC PROGRAMMING PROBLEMS

ANALYSIS AND COMPARISONS OF SOME SOLUTION CONCEPTS FOR STOCHASTIC PROGRAMMING PROBLEMS ANALYSIS AND COMPARISONS OF SOME SOLUTION CONCEPTS FOR STOCHASTIC PROGRAMMING PROBLEMS R. Caballero, E. Cerdá, M. M. Muñoz and L. Rey () Deparmen of Applied Economics (Mahemaics), Universiy of Málaga,

More information

CALCULATION OF OMX TALLINN

CALCULATION OF OMX TALLINN CALCULATION OF OMX TALLINN CALCULATION OF OMX TALLINN 1. OMX Tallinn index...3 2. Terms in use...3 3. Comuaion rules of OMX Tallinn...3 3.1. Oening, real-ime and closing value of he Index...3 3.2. Index

More information

Table of contents Chapter 1 Interest rates and factors Chapter 2 Level annuities Chapter 3 Varying annuities

Table of contents Chapter 1 Interest rates and factors Chapter 2 Level annuities Chapter 3 Varying annuities Table of conens Chaper 1 Ineres raes and facors 1 1.1 Ineres 2 1.2 Simple ineres 4 1.3 Compound ineres 6 1.4 Accumulaed value 10 1.5 Presen value 11 1.6 Rae of discoun 13 1.7 Consan force of ineres 17

More information

Diagnostic Examination

Diagnostic Examination Diagnosic Examinaion TOPIC XV: ENGINEERING ECONOMICS TIME LIMIT: 45 MINUTES 1. Approximaely how many years will i ake o double an invesmen a a 6% effecive annual rae? (A) 10 yr (B) 12 yr (C) 15 yr (D)

More information

Migration, Spillovers, and Trade Diversion: The Impact of Internationalization on Domestic Stock Market Activity

Migration, Spillovers, and Trade Diversion: The Impact of Internationalization on Domestic Stock Market Activity Migraion, Spillovers, and Trade Diversion: The mpac of nernaionalizaion on Domesic Sock Marke Aciviy Ross Levine and Sergio L. Schmukler Firs Draf: February 10, 003 This draf: April 8, 004 Absrac Wha is

More information

Chapter 1.6 Financial Management

Chapter 1.6 Financial Management Chaper 1.6 Financial Managemen Par I: Objecive ype quesions and answers 1. Simple pay back period is equal o: a) Raio of Firs cos/ne yearly savings b) Raio of Annual gross cash flow/capial cos n c) = (1

More information

Total factor productivity growth in the Canadian life insurance industry: 1979-1989

Total factor productivity growth in the Canadian life insurance industry: 1979-1989 Toal facor produciviy growh in he Canadian life insurance indusry: 1979-1989 J E F F R E Y I. B E R N S T E I N Carleon Universiy and Naional Bureau of Economic Research 1. Inroducion Produciviy growh

More information

Permutations and Combinations

Permutations and Combinations Permuaions and Combinaions Combinaorics Copyrigh Sandards 006, Tes - ANSWERS Barry Mabillard. 0 www.mah0s.com 1. Deermine he middle erm in he expansion of ( a b) To ge he k-value for he middle erm, divide

More information

CURRENT ACCOUNTS IN THE EURO AREA: AN INTERTEMPORAL APPROACH. José Manuel Campa Angel Gavilán

CURRENT ACCOUNTS IN THE EURO AREA: AN INTERTEMPORAL APPROACH. José Manuel Campa Angel Gavilán CIIF Working Paper WP no 651 Sepember, 2006 CURRENT ACCOUNTS IN THE EURO AREA: AN INTERTEMPORAL APPROACH José Manuel Campa Angel Gavilán IESE Business School Universiy of Navarra Avda. Pearson, 21 08034

More information

ONE SECURITY, FOUR MARKETS: CANADA-US CROSS-LISTED OPTIONS AND UNDERLYING EQUITIES

ONE SECURITY, FOUR MARKETS: CANADA-US CROSS-LISTED OPTIONS AND UNDERLYING EQUITIES ONE SECURITY, FOUR MARKETS: CANADA-US CROSS-LISTED OPTIONS AND UNDERLYING EQUITIES Michal Czerwonko **** Nabil Khoury* Sylianos Perrakis** Marko Savor*** This version May 2010 JEL CODE: G14, G15 KEYWORDS:

More information

Consumer sentiment is arguably the

Consumer sentiment is arguably the Does Consumer Senimen Predic Regional Consumpion? Thomas A. Garre, Rubén Hernández-Murillo, and Michael T. Owyang This paper ess he abiliy of consumer senimen o predic reail spending a he sae level. The

More information

The Economic Value of Medical Research

The Economic Value of Medical Research The Economic Value of Medical Research Kevin M. Murphy Rober Topel Universiy of Chicago Universiy of Chicago March 1998 Revised Sepember, 1999 Absrac Basic research is a public good, for which social reurns

More information

Module 4. Single-phase AC circuits. Version 2 EE IIT, Kharagpur

Module 4. Single-phase AC circuits. Version 2 EE IIT, Kharagpur Module 4 Single-phase A circuis ersion EE T, Kharagpur esson 5 Soluion of urren in A Series and Parallel ircuis ersion EE T, Kharagpur n he las lesson, wo poins were described:. How o solve for he impedance,

More information

Internal and External Factors for Credit Growth in Macao

Internal and External Factors for Credit Growth in Macao Inernal and Exernal Facors for Credi Growh in Macao Nicholas Cheang Research and Saisics Deparmen, Moneary Auhoriy of Macao Absrac Commercial banks are dominan eniies in he Macao financial secor. They

More information