• No results found

Uncertain potential output: implications for monetary policy

N/A
N/A
Protected

Academic year: 2021

Share "Uncertain potential output: implications for monetary policy"

Copied!
58
0
0

Loading.... (view fulltext now)

Full text

(1)

E U R O P E A N C E N T R A L B A N K

W O R K I N G PA P E R S E R I E S

WORKING PAPER NO. 59

UNCERTAIN POTENTIAL

OUTPUT: IMPLICATIONS FOR

(2)
(3)

E U R O P E A N C E N T R A L B A N K

W O R K I N G PA P E R S E R I E S

WORKING PAPER NO. 59

UNCERTAIN POTENTIAL

OUTPUT: IMPLICATIONS FOR

MONETARY POLICY

BY MICHAEL EHRMANN

(4)

© European Central Bank, 2001

Address Kaiserstrasse 29

D-60311 Frankfurt am Main Germany

Postal address Postfach 16 03 19

D-60066 Frankfurt am Main Germany Telephone +49 69 1344 0 Internet http://www.ecb.int Fax +49 69 1344 6000 Telex 411 144 ecb d

(5)

Contents

Abstract 5

1 Introduction 7

2 A simple backward/forward-looking model for policy analysis 9 2.1 A backward/forward-looking model 9 2.2 Estimation and calibration 11 3 Optimal policy under commitment and discretion 12 3.1 The optimal instrument rule under commitment and discretion 13 3.2 The Kalman gain matrix and the information value

of various indicators 14

3.3 Economic stabilisation and the value of information 15 4 Potential output uncertainty and simple instrument rules 18 4.1 Taylor rules and nominal income growth rules 19 4.2 Simple inflation-forecast-based rules 21 5 Output gap uncertainty and optimal delegation 21 5.1 The optimal degree of “conservativeness” 21 5.2 The optimal weight on price level stability 23 6 Some sensitivity analysis 23

6.1 Changing the relative variance of the potential output

and cost-push shocks 23

6.2 The case of asymmetric information 24

7 Conclusions 26

A Appendix 29

Tables and figures 34

References 47

(6)
(7)

Devwudfw

Wklv sdshu xvhv d vpdoo/ fdoleudwhg iruzdug0orrnlqj prgho ri wkh hxur0duhd hfrqrp| wr lqyhvwljdwh wkh lpsolfdwlrqv ri lqfrpsohwh lqiru0 pdwlrq derxw srwhqwldo rxwsxw iru wkh frqgxfw dqg wkh ghvljq ri prq0 hwdu| srolf|1 Wkuhh vhwv ri lvvxhv duh h{dplqhg1 Iluvw/ wkh fhuwdlqw|0 htxlydohqw rswlpdo srolf| xqghu erwk frpplwphqw dqg glvfuhwlrq lv fkdudfwhulvhg1 Lq erwk fdvhv/ lqfrpsohwh lqirupdwlrq derxw srwhqwldo rxwsxw ohdgv wr yhu| shuvlvwhqw ghyldwlrqv ehwzhhq wkh dfwxdo dqg wkh shufhlyhg rxwsxw jds lq uhvsrqvh wr vxsso| dqg frvw0sxvk vkrfnv1 Wkh frvwv ri lpshuihfw lqirupdwlrq duh txlwh odujh1 Vhfrqg/ wkh lpsolfd0 wlrqv iru vlpsoh srolf| uxohv vxfk dv d Wd|oru ru lq dwlrq0iruhfdvw uxoh duh h{dplqhg1 Lq uvw0glhuhqfh irup/ erwk uxohv frqwlqxh wr shuirup uhodwlyho| zhoo zlwk lpshuihfw lqirupdwlrq dv orqj dv wkh rxwsxw jds dqg wkh lq dwlrq iruhfdvw duh rswlpdoo| hvwlpdwhg1 Wklug/ wkh lpsol0 fdwlrqv ri srwhqwldo rxwsxw xqfhuwdlqw| iru wkh rswlpdo ghohjdwlrq wr dq lqghshqghqw fhqwudo edqn duh h{dplqhg1 Lqfrpsohwh lqirupdwlrq lpsolhv wkdw lw lv rswlpdo wr dssrlqw d pruh kdznlvk fhqwudo edqn1

Nh| zrugv= Prqhwdu| srolf| uxohv> srwhqwldo rxwsxw> xqfhuwdlqw| MHO fodvvlfdwlrqv= H85> H64> H4:

(8)
(9)

4 Lqwurgxfwlrq

Lq prvw pdfur0prghov wkdw duh fxuuhqwo| ehlqj xvhg iru srolf| dqdo|vlv wkh gh0 juhh ri fdsdflw| xwlolvdwlrq dv/ iru h{dpsoh/ phdvxuhg e| dq rxwsxw jds sod|v dq lpsruwdqw uroh lq wkh ghwhuplqdwlrq ri lq dwlrq1 \hw wkhuh duh qr gluhfw phdvxuhv ri wkh djjuhjdwh vxsso| vlgh ri wkh hfrqrp| ru wkh h{whqw wr zklfk wkh uhvrxufhv lq dq hfrqrp| duh ixoo| xvhg1 D zlgh ydulhw| ri erwk frqfhswxdo dqg hpslulfdo phwkrgv kdyh ehhq sursrvhg wr hvwlpdwh srwhqwldo rxwsxw dqg pdnh wkh qrwlrq ri dq rxwsxw jds rshudwlrqdo1 Dv hpskdvlvhg e| PfFdooxp +5333,/ rq wkh frqfhswxdo vlgh/ ydulrxv qrwlrqv ri wuhqg rxwsxw/ srwhqwldo rxwsxw/ wkh h{leoh0sulfh ohyho ri rxwsxw ru wkh rxwsxw ohyho frqvlvwhqw zlwk vwdeoh lq dwlrq kdyh doo ehhq xvhg1 Rq wkh hpslulfdo vlgh/ d zlgh ydulhw| ri glhuhqw phwkrgrorjlhv jrlqj iurp vlpsoh olqhdu ghwuhqglqj ru wkh pruh vwuxfwxudo surgxfwlrq ixqfwlrq dssurdfk wr pruh vrsklvwlfdwhg hfrqrphwulf whfkqltxhv xvlqj pxowlyduldwh vwdwh0vsdfh prghoolqj kdyh doo ehhq dssolhg14

Lq wklv sdshu zh dqdo|vh wkh lpsolfdwlrqv ri lpshuihfw lqirupdwlrq rq srwhqwldo rxwsxw iru wkh frqgxfw ri prqhwdu| srolf|15 Wkh glvfxvvlrq deryh

vxjjhvwv wkdw wkhuh duh ydulrxv vrxufhv ri xqfhuwdlqw| lq wkh phdvxuhphqw ri wkh rxwsxw jds1 Dsduw iurp wkh vwdwlvwlfdo xqfhuwdlqw| wkdw uhvxowv iurp kdylqj wr hvwlpdwh d prgho iru srwhqwldo rxwsxw/ wkhuh lv xqfhuwdlqw| uhjdug0 lqj zklfk prgho wr xvh1 Lq dgglwlrq/ Ruskdqlghv +4<<;, kdv kljkoljkwhg wkh xqfhuwdlqw| gxh wr wkh uhylvlrqv wkdw duh pdgh wr wkh uhdo0wlph hvwlpdwhv ri uhdo JGS vwdwlvwlfv1

Zkloh pdq| uhvhdufkhuv kdyh kljkoljkwhg wkh frpsolfdwlrqv wkdw xqfhu0 wdlq rxwsxw jdsv lpso| iru prqhwdu| srolf|/ rqo| uhfhqwo| wklv lvvxh kdv ehhq vwxglhg pruh irupdoo| lq txdqwlwdwlyh prghov ri rswlpdo prqhwdu| srolf|1 Prvw ri wklv dqdo|vlv wdnhv sodfh lq d olqhdu0txdgudwlf iudphzrun16 Hvwuhood

dqg Plvknlq +4<<<, hpskdvlvhg wkdw xqfhuwdlqw| derxw wkh QDLUX zrxog qrw dhfw wkh rswlpdo prqhwdu| srolf| lq vxfk d iudphzrun ehfdxvh fhuwdlqw|0 htxlydohqfh krogv zlwk uhvshfw wr vkrfnv wkdw hqwhu wkh prgho dgglwlyho|1

4Whworz +5333, jlyhv d vkruw ryhuylhz ri wkh klvwru| ri wkh phdvxuhphqw ri srwhqwldo

rxwsxw1

5Uhfhqwo|/ wkh sureohpv dvvrfldwhg zlwk wkh phdvxuhphqw ri srwhqwldo rxwsxw kdyh ehhq

kljkoljkwhg lq wkh prqhwdu| srolf| ghedwh lq wkh Xqlwhg Vwdwhv1 Xqfhuwdlqw| derxw wkh ghjuhh ri fdsdflw| xwlolvdwlrq kdv ehhq yhu| kljk dv wkh jurzwk udwh ri wkh hfrqrp| shu0 vlvwhqwo| h{fhhghg suhylrxv hvwlpdwhv ri srwhqwldo jurzwk dqg wkh xqhpsor|phqw udwh ihoo wkurxjk prvw suhylrxv hvwlpdwhv ri wkh QDLUX zlwkrxw fdxvlqj d uhvxujhqfh lq lq dwlrq1 Vlplodu txhvwlrqv dovr dulvh lq wkh hxur duhd/ zkhuh wkh hhfwv ri vwuxfwxudo uhirupv lq oderxu dqg jrrgv pdunhwv rq wkh vxsso| vlgh ri wkh hfrqrp| duh gl!fxow wr dvvhvv1

6Rqh h{fhswlrq lv d vhulhv ri sdshuv e| Grxj Od{wrq dqg fr0dxwkruv zkr h{dplqh

wkh hhfwv ri qdwxudo udwh xqfhuwdlqw| lq d prgho zlwk d frqyh{ Skloolsv fxuyh1 Vhh/ iru h{dpsoh/ Od{wrq hw do +5333,1

(10)

Vphwv +4<<<, lqwhjudwhv wkh hvwlpdwlrq ri wkh rxwsxw wuhqg lq d srolf| hydo0 xdwlrq prgho/ dqg looxvwudwhv wkh hhfw ri hvwlpdwlrq huuruv rq wkh fkrlfh ri h!flhqw vlpsoh srolf| uxohv1 Kh vkrzv wkdw kljkhu xqfhuwdlqw| ohdgv wr vrph srolf| dwwhqxdwlrq lq vlpsoh Wd|oru uxohv1 Wkhvh uhvxowv duh jhqhudoo| frquphg e| Whworz +5333,/ zkr h{whqgv wkh dqdo|vlv wr d iruzdug0orrnlqj prgho dqg dovr h{dplqhv lq dwlrq0iruhfdvw0edvhg uxohv1

Xvlqj hvwlpdwhv ri phdvxuhphqw huuru ghulyhg iurp uhdo0wlph hvwlpdwhv ri wkh rxwsxw jds/ Ruskdqlghv +4<<;, vkrzv wkdw vxfk huuruv ohdg wr d vljqlfdqw ghwhulrudwlrq ri ihdvleoh srolf| rxwfrphv dqg fdxvh h!flhqw srolflhv wr eh ohvv dfwlylvw1 Uxghexvfk +4<<<, vkrzv wkdw wkhvh frqvlghudwlrqv duh hvvhqwldo iru uhfrqflolqj hvwlpdwhg srolf| uhdfwlrq ixqfwlrqv dqg rswlpdo srolf|1 Krzhyhu/ Vyhqvvrq dqg Zrrgirug +5333, dqg Vzdqvrq +5333, dujxh wkdw wkhvh uhvxowv duh gxh wr wkh idfw wkdw wkh fhqwudo edqn grhv qrw xvh lwv ehvw hvwlpdwh ri wkh rxwsxw jds1 Zkloh fhuwdlqw| htxlydohqfh krogv zkhq wkh rswlpdo srolf| lv h{suhvvhg lq whupv ri wkh ehvw hvwlpdwh ri wkh vwdwh yduldeohv ri wkh hfrqrp|/ wkh zhljkwv sxw rq ydulrxv lqglfdwruv xvhg lq ghulylqj vxfk dq hvwlpdwh zloo ghshqg rq krz qrlv| wkhvh lqglfdwruv duh17

Lq wklv sdshu/ zh looxvwudwh dqg h{whqg wkhvh uhvxowv xvlqj d vlpsoh edfn0 zdug2iruzdug orrnlqj fdoleudwhg prgho ri wkh hxur duhd hfrqrp|1 Zh v|v0 whpdwlfdoo| frpsduh wkh lpsolfdwlrqv iru wkh frqgxfw dqg ghvljq ri rswlpdo prqhwdu| srolf| ri wzr dvvxpswlrqv uhjduglqj wkh lqirupdwlrq dydlodeoh wr wkh djhqwv lq wkh hfrqrp|1 Xqghu rqh dvvxpswlrq wkh fhqwudo edqn fdq shuihfwo| ghulyh wkh qdwxuh ri wkh vkrfnv +lqfoxglqj wkrvh wr srwhqwldo rxw0 sxw, wkdw klw wkh hfrqrp|1 Lq wkh rwkhu fdvh/ wkh fhqwudo edqn +dqg wkh rwkhu djhqwv lq wkh hfrqrp|, gr qrw revhuyh srwhqwldo rxwsxw dqg qhhg wr hvwlpdwh lw rq wkh edvlv ri qrlv| phdvxuhv ri fxuuhqw rxwsxw dqg lq dwlrq1 Iroorzlqj prvw ri wkh olwhudwxuh zh shuirup wkh dqdo|vlv lq d olqhdu0txdgudwlf iudphzrun zkhuh wkh fhqwudo edqn dqg wkh sulydwh vhfwru nqrz wkh vwuxfwxuh ri wkh prgho hfrqrp|1 Dv d uhvxow/ fhuwdlqw| htxlydohqfh +rswlpdo srolflhv duh lqghshqghqw ri dgglwlyh xqfhuwdlqw|, dqg wkh vhsdudwlrq sulqflsoh +wkh hvwlpdwlrq sureohp fdq eh vhsdudwhg iurp wkh frqwuro sureohp, krog18 Dv

lq uhdo srolf|0pdnlqj prgho xqfhuwdlqw| lv shuydvlyh/ wklv lv dq lpsruwdqw

7Jdlgxfk dqg Kxqw +5333, qg wkdw wkhuh lv yhu| olwwoh dwwhqxdwlrq rq wkh hvwlpdwhg

rxwsxw jds lq wkhlu vlpxodwlrqv1 Krzhyhu/ lq wkhlu fdvh wkh hvwlpdwlrq huuruv duh kljko| vhuldoo| fruuhodwhg dqg surf|folfdo1 Wkh| gr qg vrph dwwhqxdwlrq rq wkh frh!flhqw ri wkh lq dwlrq iruhfdvw1 Wkh| dujxh wkdw rqh uhdvrq zk| dwwhqxdwlrq pd| eh irxqg lq Vphwv +4<<<, dqg Ruskdqlghv hw do +5333, pd| eh wkdw wkrvh vwxglhv sxw frqvwudlqwv rq wkh lqwhuhvw udwh yduldwlrq1 Kljkhu rxwsxw jds xqfhuwdlqw| lqfuhdvhv wkh yduldelolw| ri wkh hfrqrp| dqg wkxv pd| lqfuhdvh lqwhuhvw udwh yduldelolw|1 Zkhq wklv lv frqvwudlqhg/ lw pd| ohdg wr uhgxfhg uhvsrqvh frh!flhqwv rq rxwsxw dqg lq dwlrq1

(11)

olplwdwlrq ri wkh dqdo|vlv lq wklv sdshu1

Wkh uhvw ri wkh sdshu lv rujdqlvhg dv iroorzv1 Lq Vhfwlrq 5 zh od| rxw wkh prgho dqg glvfxvv wkh fdoleudwlrq ri wkh sdudphwhuv1 Fduhixo fdoleudwlrq lv qhfhvvdu| ehfdxvh vrph ri wkh uhvxowv duh olnho| wr eh gulyhq e| wkh vwuxf0 wxuh ri wkh hfrqrp| dqg lq sduwlfxodu wkh fryduldqfh pdwul{ ri wkh vkrfnv dqg phdvxuhphqw huuru1 Lq Vhfwlrq 6 zh wkhq fkdudfwhulvh wkh fhuwdlqw|0 htxlydohqw rswlpdo prqhwdu| srolf| xqghu erwk frpplwphqw dqg glvfuhwlrq xvlqj wkh uhvxowv ghulyhg e| Vyhqvvrq dqg Zrrgirug +5333,1 Vhfwlrq 7 dqdo0 |vhv wkh lpsolfdwlrqv ri lqfrpsohwh lqirupdwlrq rq vlpsoh srolf| uxohv vxfk dv wkh Wd|oru uxoh ru lq dwlrq0iruhfdvw edvhg uxohv1 Lq Vhfwlrq 8 zh h{dplqh zkhwkhu rxwsxw jds xqfhuwdlqw| dhfwv wkh rswlpdo ghohjdwlrq wr d zhljkw0 frqvhuydwlyh fhqwudo edqn1 Ilqdoo|/ lq Vhfwlrq 9 zh shuirup vrph vhqvlwlylw| dqdo|vlv e| h{dplqlqj wkh urexvwqhvv ri wkh uhvxowv zlwk uhvshfw wr fkdqjhv lq wkh prgho sdudphwhuv dqg wkh dvvxpswlrq ri v|pphwulf lqirupdwlrq1 Vhfwlrq : uhylhzv wkh prvw lpsruwdqw frqfoxvlrqv1

5 D vlpsoh edfnzdug2iruzdug0orrnlqj prgho

iru srolf| dqdo|vlv

Lq wklv Vhfwlrq zh h{whqg wkh prgho hvwlpdwhg lq Vphwv +5333, wr lqfoxgh d vwrfkdvwlf surfhvv iru srwhqwldo rxwsxw1 Ydulrxv yhuvlrqv ri wklv prgho kdyh ehhq xvhg txlwh h{whqvlyho| wr dqdo|vh d qxpehu ri prqhwdu| srolf| lvvxhv19

Zh xvh wklv prgho dv d oderudwru| iru rxu dqdo|vlv ri prqhwdu| srolf| uxohv zlwk lqfrpsohwh lqirupdwlrq derxw srwhqwldo rxwsxw1

514 D edfnzdug2iruzdug0orrnlqj prgho

Wkh pdfur prgho frqvlvwv ri wkh iroorzlqj wkuhh htxdwlrqv=

+|' B+|3n E  B.|+|nn jEo| .|Z|n n 0| +4,

Z|' kZ|3n E  k.|Z|nn VE+| +| n | +5,

+|' > n +|3n | +6,

zkhuh +|dqg +|ghqrwh dfwxdo dqg srwhqwldo rxwsxw/ o|wkh qrplqdo vkruw0whup

lqwhuhvw udwh/ Z| wkh lq dwlrq udwh dqg .| wkh h{shfwdwlrq rshudwru1

9Iru d uhfhqw dssolfdwlrq vhh/ iru h{dpsoh/ PfFdooxp dqg Qhovrq +5333,1 t-1

t-1

(12)

Htxdwlrq +4, ghvfulehv d iruzdug0orrnlqj djjuhjdwh ghpdqg htxdwlrq1 Rxwsxw ghshqgv rq lwv odjjhg dqg h{shfwhg ydoxh/ wkh h{0dqwh uhdo lqwhuhvw udwh/ dqg lv vxemhfw wr d ghpdqg vkrfn/ 0|1 Wkh Skloolsv fxuyh +5, uhodwhv lq0

dwlrq wr lwv sdvw dqg h{shfwhg ydoxhv dv zhoo dv wkh rxwsxw jds/ 5| ' +|+|1

Wkh vkrfnv wr wkh lq dwlrq htxdwlrq/ |/ fdq eh lqwhusuhwhg dv frvw0sxvk

vkrfnv1 Ilqdoo|/ srwhqwldo rxwsxw lv dvvxphg wr iroorz d udqgrp zdon zlwk guliw1: Zh dvvxph wkdw hdfk ri wkh wkuhh vkrfnv duh lqghshqghqw dqg vhuldoo|

xqfruuhodwhg zlwk yduldqfhv htxdo wr j2

0/ j2 dqg j2 uhvshfwlyho|1

Iru B dqg k htxdo wr }hur/ wklv prgho surylghv wkh edvlv ri wkh vr0fdoohg qhz qhr0fodvvlfdo v|qwkhvlv/ zklfk fdq eh ghulyhg iurp plfur irxqgdwlrqv +Jrrgiulhqg dqg Nlqj/ 4<<: dqg Zrrgirug/ 4<<<,1 Lq vxfk d prgho/ wkh iruzdug0orrnlqj LV fxuyh fdq eh ghulyhg iurp wkh frqvxphuv* Hxohu htxdwlrq/ zkloh wkh lq dwlrq htxdwlrq lv frqvlvwhqw zlwk wkh uvw0rughu frqglwlrq iru sulfh vhwwlqj lq d prqrsrolvwlfdoo| frpshwlwlyh jrrgv pdunhw zlwk Fdoyr0 vw|oh frqwudfwv1 Lq vxfk d prgho/ wkh vkrfnv wr srwhqwldo rxwsxw fdq eh ylhzhg dv vkrfnv wr surgxfwlylw|/ zkloh ghpdqg vkrfnv fdq dulvh iurp vkliwv lq suhihuhqfhv1;

Wkh suhvhqfh ri odjjhg rxwsxw dqg lq dwlrq lq uhvshfwlyho| wkh rxwsxw dqg lq dwlrq htxdwlrqv lv qhfhvvdu| wr w wkh shuvlvwhqfh lq wkh gdwd/ dv h{solflwo| glvfxvvhg lq Hvwuhood dqg Ixkuhu +4<<;,1 Lq wkh rxwsxw htxdwlrq vxfk shuvlvwhqfh fdq eh mxvwlhg rq wkh edvlv ri d prgho lq zklfk djhqwv* xwlolw| ixqfwlrqv h{klelw kdelw shuvlvwhqfh1 Vlploduo|/ wkh suhvhqfh ri odjjhg lq dwlrq lq htxdwlrq +5, fdq eh mxvwlhg rq wkh edvlv ri d prgho zkhuh djhqwv fduh derxw uhodwlyh zdjhv1

Wkh dsshqgl{ vkrzv krz wklv prgho fdq eh zulwwhq lq wkh iroorzlqj vwdwh0 vsdfh irup/ zkhuh zh iroorz wkh qrwdwlrq xvhg lq Vyhqvvrq dqg Zrrgirug +5333, +VZ, +Vhh htxdwlrq +47,,1  f|n %|n*|  '  f| %|  n 2 f|*| %|*|  n o|n w|c +7,

zkhuh f|n lv wkh yhfwru ri suhghwhuplqhg vwdwh yduldeohv/ %| lv wkh yhfwru ri

iruzdug0orrnlqj yduldeohv +lq rxu fdvh lq dwlrq dqg rxwsxw,/ o| lv wkh fhqwudo

edqn*v srolf| lqvwuxphqw dqg w| wkh yhfwru ri vkrfnv klwwlqj wkh hfrqrp|1

Iru dq| yduldeoh 5|/ wkh lqgh{ *| lv xvhg wr ghqrwh wkh udwlrqdo h{shfwdwlrq

ri 5 / jlyhq wkh lqirupdwlrq dydlodeoh dw wlph |1

:Lq wkh vlpxodwlrqv/ wkh dxwruhjuhvvlyh sdudphwhu zloo dfwxdoo| eh sxw htxdo wr d qxpehu

voljkwo| ohvv wkdq rqh lq rughu wr dyrlg lqyhuwlelolw| sureohpv1

;Lw lv ohvv vwudljkwiruzdug wr ghulyh plfur0irxqgdwlrqv iru wkh frvw0sxvk vkrfnv1 Rqh

(13)

515 Hvwlpdwlrq dqg fdoleudwlrq

Lghdoo|/ zh zrxog zdqw wr hvwlpdwh prgho +7, rq dqqxdo gdwd iru wkh hxur duhd1< Rqh sureohp zlwk grlqj vr lv wkdw qrw doo wkh vwdwh yduldeohv duh

revhuyhg1 Lq sduwlfxodu/ zh gr qrw revhuyh srwhqwldo rxwsxw1 Dv vkrzq lq wkh Dsshqgl{/ wkh phdvxuhphqw htxdwlrq fruuhvsrqglqj wr htxdwlrq +4, fdq eh zulwwhq dv iroorzv= ~|' (  f| %|  n (2 f|*| %|*|  n | +8,

zkhuh ~| lv wkh yhfwru ri revhuydeoh yduldeohv frqvlvwlqj ri fxuuhqw rxwsxw

dqg lq dwlrq ~|' d+| Z|o/ dqg | duh srvvleoh phdvxuhphqw huuruv1 D

vhfrqg sureohp lv wkdw wkh prgho pxvw eh forvhg zlwk d srolf| uhdfwlrq ixqfwlrq zklfk ghwhuplqhv wkh hyroxwlrq ri wkh vkruw0whup lqwhuhvw udwh1 Rqfh vxfk d uhdfwlrq ixqfwlrq lv lqfoxghg/ hvwlpdwlrq fdq eh grqh e| vroylqj wkh prgho lq whupv ri wkh suhghwhuplqhg yduldeohv xvlqj d vwdqgdug vroxwlrq dojrulwkp iru olqhdu udwlrqdo h{shfwdwlrqv prghov/ dsso|lqj wkh Ndopdq owhu wr wkh v|vwhp ri g|qdplf htxdwlrqv lq wkh suhghwhuplqhg yduldeohv dqg wkh uhodwhg phdvxuhphqw htxdwlrqv dqg hvwlpdwlqj wkh vwuxfwxudo sdudphwhuv e| pd{lplvlqj wkh uhvxowlqj olnholkrrg143

Krzhyhu/ hyhq iru wklv uhodwlyho| vpdoo prgho/ wklv pd{lplvdwlrq dojr0 ulwkp wxuqhg rxw wr eh udwkhu frpsolfdwhg1 Wkh olnholkrrg ixqfwlrq lv d kljko| qrq0olqhdu ixqfwlrq ri wkh vwuxfwxudo sdudphwhuv dqg lw wxuqhg rxw wkdw lw zdv gl!fxow wr rewdlq frqyhujhqfh wr d uhdvrqdeoh prgho1 Vxfk d prgho qhhgv wr kdyh d qhjdwlyh lqwhuhvw udwh hhfw rq rxwsxw dqg d srvlwlyho| vorshg vkruw0uxq djjuhjdwh vxsso| fxuyh1 Rqh uhdvrq iru wkhvh sureohpv pd| eh wkh olplwhg ghjuhhv ri iuhhgrp1 Wkh vdpsoh shulrg frqvlvwv ri 57 |hduv ri dqqxdo hxur duhd gdwd zlwk : sdudphwhuv wr eh hvwlpdwhg1 Dqrwkhu sure0 ohp zlwk rewdlqlqj hvwlpdwhv ri wklv udwlrqdo h{shfwdwlrqv prgho iru wkh hxur duhd lv wkdw lw uhtxluhv wkh hvwlpdwlrq ri d srolf| uxoh1 Ri frxuvh/ vxfk d vlqjoh prqhwdu| srolf| uxoh zdv qrw lpsohphqwhg ehiruh 4<<<1 Jhuodfk dqg Vfkqdeho +5333, kdyh dujxhg wkdw dyhudjh prqhwdu| srolf| lq wkh hxur duhd vlqfh wkh 4<<3v fdq eh ghvfulehg e| d vlpsoh Wd|oru uxoh1 Krzhyhu/ ehiruh wklv shulrg vljqv ri lqvwdelolw| lq wkh dyhudjh srolf| uhdfwlrq ixqfwlrq fdq eh ghwhfwhg1 Lw lv d zhoo0nqrzq vkruw0frplqj ri vlpxowdqhrxv0htxdwlrqv ds0 surdfkhv wkdw plvvshflfdwlrq lq rqh htxdwlrq pd| dhfw wkh hvwlpdwlrq ri wkh rwkhu sdudphwhuv1

<Zh suhihu dqqxdo gdwd lq rughu wr nhhs wkh glphqvlrq ri wkh v|vwhp uhodwlyho| vpdoo1

Lq rughu wr w txduwhuo| gdwd d qxpehu ri dgglwlrqdo odjv zrxog kdyh wr eh lqwurgxfhg1

(14)

Iru wkrvh uhdvrqv/ zh fkrvh wr fdoleudwh wkh v|vwhp lq wkuhh vwhsv1 Iru wkh sdudphwhuv lq htxdwlrqv +4, wr +6,/ zh uho| rq wkh hvwlpdwhv surylghg lq Vphwv +5333,/ zkr xvhv olplwhg0lqirupdwlrq JPP phwkrgv1 Xvlqj wkhvh sd0 udphwhu ydoxhv/ zh wkhq hvwlpdwh wkh yduldqfhv ri wkh wkuhh vwuxfwxudo vkrfnv e| uxqqlqj wkh Ndopdq owhu wkurxjk prgho +7, dqg +8, dqg pd{lplvlqj wkh olnholkrrg ixqfwlrq1 Wkh uhvxowv +uhsruwhg lq Wdeoh 4, vxjjhvw wkdw wkh ydul0 dqfh ri wkh vkrfnv wr srwhqwldo rxwsxw lv derxw j2

 ' f / dqg frqvlghudeo|

vpdoohu wkdq wkh yduldqfh ri wkh frvw0sxvk vkrfnv +j2

 ' fe2, dqg ghpdqg

vkrfnv +j2

0 ' fS ,1 Ilqdoo|/ zh dovr qhhg wr wdnh d vwdqg rq wkh yduldqfhv

ri wkh phdvxuhphqw huuru lq htxdwlrq +8,1 Iru wklv zh uho| rq uhfhqw zrun e| Frhqhq/ Ohylq dqg Zlhodqg +5334,1 Wkh| h{dplqh wkh vl}h ri uhylvlrqv lq hxur duhd gdwd rq rxwsxw dqg lq dwlrq dqg qg wkdw wkh w|slfdo uhylvlrq lq lqgxvwuldo surgxfwlrq dqg uhdo JGS gdwd lv pxfk kljkhu dqg pruh shuvlvwhqw wkdq wkdw lq sulfh gdwd144 Wklv lv dovr frqvlvwhqw zlwk wkh zrun rq XV gdwd

uhylvlrqv e| Ruskdqlghv +4<<;, dqg Uxghexvfk +4<<<,1 Dv zh duh ghdolqj zlwk dq dqqxdo iuhtxhqf|/ zh dvvxph wkdw wkh yduldqfh ri phdvxuhphqw huuru lq fxuuhqw rxwsxw lv derxw 3139 +j2

c+ ' ffS,/ zkloh wkhuh lv qr phdvxuhphqw

huuru lq fxuuhqw dqqxdo lq dwlrq1 Diwhu rqh |hdu dovr rxwsxw lv dvvxphg wr eh shuihfwo| revhuyhg145

6 Rswlpdo srolf| xqghu frpplwphqw dqg glv0

fuhwlrq

Lq wklv Vhfwlrq zh h{dplqh rswlpdo prqhwdu| srolf| xqghu glvfuhwlrq dqg frpplwphqw zkhq wkh hfrqrp| fdq eh ghvfulehg dv lq Vhfwlrq 51 Zh dvvxph wkh iroorzlqj orvv ixqfwlrq

.| " [ 'f q b52 |n n Z2|n n bEo|n  o|n 32 +9,

Wkh fhqwudo edqn vhwv wkh vkruw0whup lqwhuhvw udwh lq rughu wr plqlplvh wkh yduldelolw| lq wkh rxwsxw jds/ wkh ghyldwlrqv ri lq dwlrq iurp d }hur wdujhw dqg wkh fkdqjhv lq wkh qrplqdo lqwhuhvw udwh1 Iru rxu ehqfkpdun fdvh/ zh dvvxph htxdo zhljkwv rq rxwsxw jds dqg lq dwlrq vwdelolvdwlrq +b ' , dqg d vpdoo zhljkw rq lqwhuhvw udwh vwdelolvdwlrq +b ' f,1 Dv lq pdq| rwkhu

sdshuv rq rswlpdo prqhwdu| srolf| uxohv/ wkh lqwhuhvw udwh vprrwklqj prwlyh

44Lq idfw/ wkhuh duh qr uhylvlrqv lq wkh KLFS1

45Qrwh wkdw doo wkh yduldeohv duh h{suhvvhg lq shufhqw1 Lq d txduwhuo| prgho rqh zrxog

(15)

lq wkh orvv ixqfwlrq lv qhfhvvdu| wr dyrlg hpslulfdoo| lpsodxvleoh lqwhuhvw udwh yduldelolw| xqghu wkh rswlpdo srolf|146

Wkh dqdo|vlv ri rswlpdo srolf| lq wklv Vhfwlrq iroorzv VZ1 Zh dvvxph wkdw wkh fhqwudo edqn dqg wkh sulydwh vhfwru kdyh wkh vdph/ srvvleo| lqfrpsohwh/ lqirupdwlrq vhw147 Wkurxjkrxw wkh sdshu zh frpsduh wkh rxwfrph lq wzr

fdvhv1 Wkh uvw fdvh lv rqh zlwk frpsohwh lqirupdwlrq +U,1 Iru wklv zh dvvxph wkdw djhqwv revhuyh fxuuhqw rxwsxw dqg lq dwlrq/ dv zhoo dv fxuuhqw srwhqwldo rxwsxw1 Wklv lqirupdwlrq lv vx!flhqw wr shuihfwo| ghulyh wkh wkuhh vwuxfwxudo vkrfnv wr wkh prgho hfrqrp|1 Wkh vhfrqg fdvh lv wkh pruh uhdolvwlf rqh ri lqfrpsohwh lqirupdwlrq glvfxvvhg deryh +UU,1 Lq wklv fdvh wkh fhqwudo edqn dqg wkh sulydwh vhfwru gr qrw revhuyh srwhqwldo rxwsxw gluhfwo|1 Wkh| gr revhuyh fxuuhqw rxwsxw vxemhfw wr d phdvxuhphqw huuru dqg kdyh shuihfw revhuydwlrq ri lq dwlrq1 Lq wkh Dsshqgl{ zh fkdudfwhulvh wkh g|qdplfv ri wkh hfrqrp| xqghu wkh rswlpdo srolflhv dqg ghulyh dq h{suhvvlrq iru wkh orvv ixqfwlrq dqg yduldqfhv ri wkh hvwlpdwhg vwdwh yduldeohv1 Iru wkh dfwxdo ghulydwlrq ri wkh rswlpdo srolflhv xqghu frpplwphqw dqg glvfuhwlrq zh uhihu wr VZ1

VZ vkrz wkdw lq d olqhdu txdgudwlf iudphzrun wkh rswlpdo srolflhv xqghu erwk glvfuhwlrq dqg frpplwphqw duh fhuwdlqw|0htxlydohqw1 Wklv h{whqgv wkh zhoo0nqrzq fhuwdlqw|0htxlydohqfh uhvxow wr iruzdug0orrnlqj prghov zlwk lp0 shuihfw lqirupdwlrq derxw wkh vwdwh ri wkh hfrqrp|1 Pruh frqfuhwho|/ xqghu erwk frpplwphqw dqg glvfuhwlrq wkh rswlpdo srolf| uxoh/ zklfk uhodwhv wkh srolf| lqvwuxphqw wr wkh ehvw hvwlpdwhv ri wkh vwdwh yduldeohv/ grhv qrw gh0 shqg rq wkh fryduldqfh pdwul{ ri wkh vwuxfwxudo vkrfnv ru wkh phdvxuhphqw huuruv1 Lq dgglwlrq/ VZ vkrz wkdw wkh vhsdudwlrq sulqflsoh frqwlqxhv wr krog1 Wklv phdqv wkdw wkh ehvw hvwlpdwh ri wkh vwdwh yduldeohv lv lqghshqghqw ri wkh srolf| iroorzhg1 Dv d uhvxow hvwlpdwlrq dqg frqwuro fdq eh vhsdudwhg1 Lq olqh zlwk wklv vhsdudwlrq uhvxow/ zh uvw glvfxvv wkh rswlpdo srolf|/ wkhq orrn dw wkh lqirupdwlrq ydoxh ri wkh ydulrxv lqglfdwruv dqg qdoo| h{dplqh wkh ydoxh ri lqirupdwlrq derxw srwhqwldo rxwsxw lq vwdelolvlqj wkh hfrqrp|1

614 Wkh rswlpdo lqvwuxphqw uxoh xqghu frpplwphqw

dqg glvfuhwlrq

Iru wkh fdoleudwlrq glvfxvvhg deryh/ wkh rswlpdo srolf| xqghu glvfuhwlrq lv fkdudfwhulvhg e| wkh iroorzlqj uhdfwlrq ixqfwlrq=

46Vhh/ iru h{dpsoh/ Uxghexvfk dqg Vyhqvvrq +4<<<,1

(16)

o|' 8_f|*|' f2+|3n f.2Z|3 2+|*|n 2 20|*|n D|*|n feeo|3

+:, Wkh fruuhvsrqglqj srolf| uxoh xqghu frpplwphqw lv ghvfulehg e|=

o| ' 8Sf|*|n xs|3' f..+|3n f.2Z|3 fHD+|*|n .D0|*|

nfS.|*|n fDDo|3 fD.sc|3 fbs2c|3 +;,

zkhuh x lv wkh yhfwru ri uhdfwlrq frh!flhqwv wr wkh Odjudqjh pxowlsolhuv dv0 vrfldwhg zlwk wkh iruzdug orrnlqj yduldeohv +s uhihuv wr wkh Odjudqjh pxo0

wlsolhu rq wkh frqvwudlqw jlyhq e| wkh rxwsxw htxdwlrq/ s2 lv wkh pxowlsolhu

dulvlqj iurp wkh lq dwlrq htxdwlrq,1 Xqghu erwk frpplwphqw dqg glvfuhwlrq qrplqdo lqwhuhvw udwhv ulvh lq uhvsrqvh wr srvlwlyh rxwsxw dqg lq dwlrq gh0 yhorsphqwv dqg idoo lq uhvsrqvh wr d srvlwlyh vkrfn wr srwhqwldo rxwsxw1 Wkh frh!flhqw rq wkh odjjhg lqwhuhvw udwhv lv durxqg d kdoi1 Lq dgglwlrq/ dv hp0 skdvlvhg e| Zrrgirug +4<<<,/ xqghu frpplwphqw lqwhuhvw udwhv zloo uhvsrqg wr wkh zkroh klvwru| ri suhghwhuplqhg vwdwh yduldeohv wkurxjk lwv ghshqghqfh rq wkh Odjudqjh pxowlsolhuv1

615 Wkh Ndopdq jdlq pdwul{ dqg wkh lqirupdwlrq ydoxh

ri ydulrxv lqglfdwruv

Lq rughu wr glvfxvv wkh lqirupdwlrq ydoxh ri wkh ydulrxv revhuydeoh yduldeohv/ lw lv xvhixo wr fdofxodwh wkh Ndopdq jdlq pdwul{ +g, dqg wkh fruuhvsrqg0 lqj xsgdwlqj pdwul{ +L,1 Wkh uroh ri wkh Ndopdq jdlq pdwul{ lv ghvfulehg lq VZ1 Wkh| ixuwkhupruh ghyhors wkh ghulydwlrq ri dq xsgdwlqj pdwul{/ zklfk vkrzv krz qhz lqirupdwlrq rq wkh revhuydeoh yduldeohv lv xvhg lq rughu wr xsgdwh wkh hvwlpdwhv ri wkh vwdwh yduldeohv148 Wkh qhz hvwlpdwh

lv wkhq irxqg e| f|*| ' f|*|3n LE~| ~|*|31 Wkh yhfwru ri revhuydeoh

yduldeohv lv jlyhq dv  +|3 Z|3 +| +| Z| / dqg wkh vwdwh yduldeohv duh



+|3 Z|3 +| 0| | o|3 1 Dq hohphqw Lc lqglfdwhv wkhuhiruh/ krz

lqirupdwlrq rq revhuydeoh  lv xvhg wr xsgdwh wkh hvwlpdwh iru vwdwh yduldeoh 1

Htxdwlrqv +<, dqg +43, jlyh wkh xsgdwlqj pdwul{ xqghu frpsohwh dqg lqfrpsohwh lqirupdwlrq1 Frpsdulqj wkhvh htxdwlrqv/ lw ehfrphv fohdu wkdw wkh lqihuhqfh sureohp lv pxfk ohvv wulyldo iru wkh fdvh ri lpshuihfw lqirupd0 wlrq1 Qrz/ fxuuhqw srwhqwldo rxwsxw qhhgv wr eh hvwlpdwhg iurp wkh dydlodeoh

48Lq wkh qrwdwlrq ri VZ/ wklv xsgdwlqj pdwul{ lv N+L . PN,41 t-1 t-1 t-1 t-1 t-1 t-1 t/t-1 t/t-1 2,t-1 1,t-1 t-1 t-1 t-1 t-1 t-1 t-1

(17)

revhuydeoh yduldeohv/ zklfk lv uh hfwhg e| wkh hqwulhv lq wkh wklug urz1 Dggl0 wlrqdoo|/ wkh rxwsxw phdvxuhphqw lv ohvv dffxudwh/ zklfk uhgxfhv wkh zhljkw rxwsxw uhfhlyhv lq wkh hvwlpdwhv +dv fdq eh vhhq e| frpsdulqj wkh irxuwk froxpqv ri LU dqg LUU LU ' 5 9 9 9 9 9 9 7  f f f f f  f f f f f  f f eef f feb fbDb f2f2 f eHf fHf fHf f.S f f f f f 6 : : : : : : 8 +<, LUU ' 5 9 9 9 9 9 9 7  f f f f f  f f f fD. S H f fDS 2S e2b 2bS f fHDf f H ff  SH f De .S f f f f f 6 : : : : : : 8 +43,

616 Hfrqrplf vwdelolvdwlrq dqg wkh ydoxh ri lqirupd0

wlrq

Zh duh qrz uhdg| wr frpsduh wkh rxwfrph ri rswlpdo prqhwdu| srolf| xq0 ghu frpsohwh dqg lpshuihfw lqirupdwlrq1 Wdeoh 5 jlyhv wkh ydoxh ri wkh orvv ixqfwlrq wrjhwkhu zlwk wkh vwdqgdug ghyldwlrqv ri wkh jrdo yduldeohv lq wkh ydulrxv fdvhv dqg iru glhuhqw zhljkwv lq wkh orvv ixqfwlrq1 D qxpehu ri re0 vhuydwlrqv fdq eh pdgh1 Iluvw/ lw fdq eh vhhq wkdw erwk xqghu glvfuhwlrq dqg frpplwphqw/ wkh orvv wkdw dulvhv iurp lpshuihfw lqirupdwlrq lv frqvlghudeoh1 Wkh frvw ri lpshuihfw lqirupdwlrq lv kljkhvw zkhq wkh zhljkw rq rxwsxw jds vwdelolvdwlrq lv kljk1 Wklv uh hfwv wkh idfw wkdw lw lv prvwo| wkh vwdqgdug gh0 yldwlrq ri wkh rxwsxw jds wkdw lqfuhdvhv1 Vrphzkdw vxusulvlqjo|/ lqfrpsohwh lqirupdwlrq derxw wkh rxwsxw jds grhv qrw dhfw wkh delolw| ri wkh fhqwudo edqn wr vwdelolvh lq dwlrq dqg fkdqjhv lq qrplqdo lqwhuhvw udwhv yhu| pxfk1

Vhfrqg/ lq doo fdvhv wkhuh lv d fohdu ydoxh ri frpplwphqw1 Dv glvfxvvhg lq Vyhqvvrq +4<<:, dqg Fodulgd/ Jdol dqg Jhuwohu +4<<<,/ wkh ydoxh ri frp0 plwphqw lq wklv prgho grhv qrw iroorz iurp dyrlglqj dq dyhudjh lq dwlrq eldv/ exw iurp holplqdwlqj d vwdelolvdwlrq eldv1 Wklv eldv dulvhv iurp wkh idfw wkdw d fhqwudo edqn zrxog olnh wr surplvh wr nhhs ehlqj wrxjk lq wkh ixwxuh lq uhvsrqvh wr d fxuuhqw frvw sxvk vkrfn lq rughu wr vwdelolvh fxuuhqw lq dwlrq h{shfwdwlrqv dqg wkxv fxuuhqw lq dwlrq1 Krzhyhu/ wklv surplvh lv

(18)

wlph0lqfrqvlvwhqw1 Rqfh lq dwlrq h{shfwdwlrqv dgmxvw dqg wlph sdvvhv/ wkh fhqwudo edqn kdv dq lqfhqwlyh wr uhqhjh rq lwv surplvh lq rughu wr dyrlg wkh rxwsxw frvw1 Iurp Wdeoh 5 wkhuh duh/ krzhyhu/ qr fohdu lqglfdwlrqv wkdw wkh jdlqv iurp frpplwphqw duh uhodwlyho| odujhu zkhq wkhuh lv ohvv frpsohwh lq0 irupdwlrq1 Lw lv lqwhuhvwlqj wr qrwh wkdw wkh jdlqv lq d vkliw iurp glvfuhwlrq wr frpplwphqw duh prvwo| gxh wr d idoo lq wkh yduldelolw| ri lq dwlrq/ zkloh wkh yrodwlolw| ri wkh rxwsxw jds dfwxdoo| lqfuhdvhv vrphzkdw1 Lq vxp/ zkloh wkh jdlqv iurp frpplwphqw duh prvwo| uh hfwhg lq dq lpsuryhg vwdelolvdwlrq ri lq dwlrq/ lq rxu iudphzrun ehwwhu lqirupdwlrq lv prvwo| ehqhfldo lq whupv ri uhgxfhg yduldelolw| lq wkh rxwsxw jds1

^Lqvhuw Wdeoh 5= Lqfrpsohwh lqirupdwlrq dqg hfrqrplf vwdelolvdwlrq` Iljxuhv 4d dqg e sorw wkh uhvsrqvh ri wkh dfwxdo dqg shufhlyhg rxwsxw jds/ rxwsxw/ lq dwlrq dqg wkh qrplqdo lqwhuhvw udwh wr hdfk ri wkh irxu vkrfnv xqghu UU149 Wkh prvw vwulnlqj ihdwxuh ri wkhvh lpsxovh uhvsrqvh ixqfwlrqv lv

krz shuvlvwhqw wkh suhglfwlrq huuruv lq wkh rxwsxw jds duh lq uhvsrqvh wr d srwhqwldo rxwsxw vkrfn ru d frvw0sxvk vkrfn1 Zkhq wkh fhqwudo edqn revhuyhv d ulvh lq rxwsxw dqg d idoo lq sulfhv/ wklv frxog eh gxh wr hlwkhu d srvlwlyh vxsso| vkrfn ru d qhjdwlyh frvw sxvk vkrfn1 Krzhyhu/ wkh lpsolfdwlrqv iru wkh uhvsrqvh ri wkh rxwsxw jds duh rssrvlwh1 Lq wkh fdvh ri d qhjdwlyh frvw0 sxvk vkrfn wkh rxwsxw jds lv h{shfwhg wr ulvh/ zkloh lq wkh fdvh ri d srvlwlyh vkrfn wr srwhqwldo rxwsxw wkh rxwsxw jds vkrxog idoo1 Dv d uhvxow/ wkh fhqwudo edqn xqghu0suhglfwv wkh rxwsxw jds lq wkh fdvh ri d frvw0sxvk vkrfn/ zkloh lw ryhu0suhglfwv wkh rxwsxw jds lq uhvsrqvh wr d vkrfn wr srwhqwldo rxwsxw1 Lq wkh odwwhu fdvh/ wkh fhqwudo edqn shuvlvwhqwo| shufhlyhv d srvlwlyh rxwsxw jds/ zkloh wkh dfwxdo jds lv qhjdwlyh1 Dv d uhvxow/ hyhq diwhu whq |hduv wkh suhglfwlrq huuru lv vwloo pruh wkdq 43 edvlv srlqwv14:

^Lqvhuw Iljxuh 4d dqg e= Lpsxovh uhvsrqvhv= dfwxdo yhuvxv shufhlyhg` Lq frqwudvw/ lq uhvsrqvh wr ghpdqg vkrfnv wkh dfwxdo dqg shufhlyhg rxwsxw jds uhvsrqg yhu| vlploduo|1 Rqo| gxulqj wkh uvw shulrg/ wkhuh lv d vpdoo shufhswlrq huuru gxh wr wkh suhvhqfh ri phdvxuhphqw huuru lq rxwsxw1 Wklv lv gxh wr wkh dvvxpswlrq wkdw wkhvh phdvxuhphqw huuruv rqo| odvw iru rqh shulrg1 Dv fdq eh vhhq iurp wkh odvw urz ri Judsk 4d dqg e/ dq rxwsxw phdvxuhphqw huuru grhv ohdg wr vrph lqvwdelolw| lq wkh hfrqrp| dv wkh fhqwudo edqn uhvsrqgv wr d shufhlyhg srvlwlyh rxwsxw jds1

49Wkh lpsxovh uhvsrqvhv duh ghslfwhg iru srvlwlyh vkrfnv wr srwhqwldo rxwsxw/ ghpdqg

dqg wkh phdvxuhphqw huuru/ exw wr d qhjdwlyh frvw0sxvk vkrfn1

4:Ri frxuvh/ li wkh fhqwudo edqn revhuyhg rwkhu yduldeohv zklfk zrxog eh uhodwhg wr

(19)

^Lqvhuw Iljxuhv 5d dqg e= Lpsxovh uhvsrqvhv= frpsohwh yhuvxv lqfrpsohwh lqirupdwlrq`

Iljxuhv 5d dqg 5e gluhfwo| frpsduh wkh lpsxovh uhvsrqvhv ri wkh dfwxdo rxwsxw jds/ lq dwlrq dqg lqwhuhvw udwh xqghu U dqg UU1 Lw lv fohdu wkdw UU xqdpeljxrxvo| ohdgv wr d pdjqlhg uhvsrqvh ri wkh rxwsxw jds wr erwk frvw sxvk dqg vxsso| vkrfnv1 Wkh hhfwv rq lq dwlrq duh/ krzhyhu/ rssrvlwh1 Wkh qhjdwlyh uhvsrqvh ri lq dwlrq wr d srvlwlyh vxsso| vkrfn lv odujhu lq devroxwh ydoxh xqghu UU wkdq xqghu U/ zkloh lw lv vpdoohu lq uhvsrqvh wr d qhjdwlyh frvw sxvk vkrfn1 Wkh lqwxlwlrq lv fohdu= lq uhvsrqvh wr d qhjdwlyh frvw0sxvk vkrfn wkh fhqwudo edqn dvvljqv vrph suredelolw| wkdw wklv lv dfwxdoo| d srvlwlyh vxsso| vkrfn1 Dv d uhvxow/ lw zloo orzhu wkh uhdo udwh e| pruh wkdq lw zrxog rwkhuzlvh kdyh grqh1 Wklv ohdgv wr d odujhu uhvsrqvh lq wkh rxwsxw jds/ dqg d vpdoohu idoo lq lq dwlrq1 Wkh rssrvlwh rffxuv lq uhvsrqvh wr d srvlwlyh vxsso| vkrfn1 Lq wklv fdvh/ wkh fhqwudo edqn dvvljqv vrph suredelolw| wr wkh idfw wkdw wklv lv dfwxdoo| d qhjdwlyh frvw sxvk vkrfn1 Dv d uhvxow/ lw zloo orzhu uhdo lqwhuhvw udwhv ohvv wkdq lw zrxog kdyh grqh xqghu U1 Lq wxuq/ wklv ohdgv wr d odujhu idoo lq wkh rxwsxw jds dqg d odujhu idoo lq lq dwlrq1 Wklv lqwxlwlrq h{sodlqv wkh uhvxow/ glvfxvvhg deryh/ wkdw wkh yduldelolw| ri lq dwlrq lv pruh ru ohvv xqdhfwhg e| wkh odujh xqfhuwdlqw| uhjduglqj wkh rxwsxw jds1 Wkh uhdvrq lv wkdw wkh plvshufhswlrq ri wkh rxwsxw jds kdv rvhwwlqj hhfwv rq lq dwlrq ghshqglqj rq zkhwkhu lw lv fdxvhg e| frvw sxvk ru vxsso| vkrfnv1

Iljxuhv 5d dqg 5e dovr vkrz wkh hhfw ri lqfrpsohwh lqirupdwlrq rq wkh vhwwlqj ri wkh qrplqdo lqwhuhvw udwh1 Lq uhvsrqvh wr d vxsso| vkrfn/ wkh vorz xsgdwlqj ri wkh fhqwudo edqn*v hvwlpdwh ri srwhqwldo rxwsxw ohdgv wr d pxfk pruh shuvlvwhqw hhfw rq lq dwlrq dqg wkxv wkh qrplqdo lqwhuhvw udwh1 Lq frqwudvw/ lq uhvsrqvh wr d frvw0sxvk vkrfn/ qrw wkh shuvlvwhqfh exw wkh dpsolwxgh ri wkh lqwhuhvw udwh uhvsrqvh lv dhfwhg1

Ilqdoo|/ Iljxuh 6 frpsduhv wkh frpplwphqw dqg glvfuhwlrqdu| rxwfrph lq uhvsrqvh wr d vxsso| dqg frvw sxvk vkrfn xqghu erwk U dqg UU1 Wkh vhfrqg froxpq vkrzv wkdw lq doo fdvhv wkh odfn ri d frpplwphqw phfkdqlvp ohdgv wr d vwurqjhu uhvsrqvh ri lq dwlrq wr vkrfnv1 Wklv lv d pdqlihvwdwlrq ri wkh vr0fdoohg vwdelolvdwlrq eldv dqg h{sodlqv zk| wkh frvw ri glvfuhwlrq lv prvwo| lq whupv ri kljkhu lq dwlrq yduldelolw|14; Krzhyhu/ wklv glhuhqfh lv

prvw vwulnlqj xqghu lqfrpsohwh lqirupdwlrq zkhq d vkrfn wr srwhqwldo rxwsxw rffxuv1 Wkh frpelqdwlrq ri vorz xsgdwlqj ri wkh qhz srwhqwldo rxwsxw ohyho dqg srolf| glvfuhwlrq ohdgv wr d pruh shuvlvwhqw hhfw rq lq dwlrq1

^Lqvhuw Iljxuh 6= Lpsxovh uhvsrqvhv= frpplwphqw yhuvxv glvfuhwlrq`

(20)

Ryhudoo/ wkh dqdo|vlv lq wklv Vhfwlrq vxjjhvwv wkdw lqfrpsohwh lqirupdwlrq derxw srwhqwldo rxwsxw kdv vxevwdqwldo hhfwv rq wkh vwdelolvdwlrq dqg wkh g|qdplfv ri wkh hfrqrp|1 Hyhq li fhqwudo edqnv frqwlqxrxvo| xsgdwh wkhlu hvwlpdwh ri srwhqwldo rxwsxw dqg wkxv gr qrw pdnh dq| v|vwhpdwlf hvwlpd0 wlrq huuruv/ h{ srvw wkh plvshufhswlrq ri wkh rxwsxw jds zloo eh vxevwdqwldo dqg yhu| shuvlvwhqw14< Wklv ohdgv wr d vxevwdqwldo lqfuhdvh lq rxwsxw jds

xfwxdwlrqv1 Lq sduwlfxodu lq uhvsrqvh wr vkrfnv wr srwhqwldo rxwsxw/ vxfk plvshufhswlrq huuruv pd| ohdg wr d yhu| shuvlvwhqw hhfw rq lq dwlrq/ zklfk zloo eh h{dfhuedwhg zkhq wkh fhqwudo edqn rswlplvhv xqghu glvfuhwlrq1 Wkhvh uhvxowv vxjjhvw wkdw wkh qglqjv ri Ruskdqlghv +5333, wkdw wkh Ihghudo Uh0 vhuyh Erdug pdgh yhu| shuvlvwhqw vhuldoo| fruuhodwhg hvwlpdwlrq huuruv lq wkh rxwsxw jds lq wkh 4<:3v lv qrw qhfhvvdulo| hylghqfh ri v|vwhpdwlf h{ dqwh plvwdnhv1 Lqvwhdg/ lw frxog eh wkh rxwfrph ri d vorz/ exw udwlrqdo xsgdwlqj surfhvv lq wkh idfh ri dq xqrevhuydeoh vkliw lq wkh srwhqwldo rxwsxw jurzwk udwh1 Qhyhuwkhohvv/ zh dovr qg wkdw wkh ryhudoo yduldqfh ri lq dwlrq lv qrw yhu| pxfk dhfwhg1 Wklv lv ehfdxvh xqghu lqfrpsohwh lqirupdwlrq/ wkh uh0 vsrqvh ri lq dwlrq wr frvw0sxvk vkrfnv zloo eh plwljdwhg1

7 Srwhqwldo rxwsxw xqfhuwdlqw| dqg vlpsoh lq0

vwuxphqw uxohv

Iroorzlqj wkh glvfxvvlrq ri rswlpdo prqhwdu| srolf| lq wkh suhylrxv Vhfwlrq/ zh lqyhvwljdwh lq wklv Vhfwlrq wkh hhfw ri lqfrpsohwh lqirupdwlrq derxw sr0 whqwldo rxwsxw rq wkh vwdelolvdwlrq surshuwlhv ri vlpsoh lqvwuxphqw uxohv1 Dv zh dvvxph wkdw wkh fhqwudo edqn fdq frpplw wr vxfk d vlpsoh uxoh/ wkh vwd0 elolvdwlrq rxwfrph ri wkhvh uxohv vkrxog eh frpsduhg zlwk wkh rxwfrph zkhq wkh prqhwdu| dxwkrulwlhv fdq frpplw wr d srolf| wkdw plqlplvhv vrflhw|*v orvv ixqfwlrq1 Rxu ehqfkpdun orvv ixqfwlrq lv wkh vdph dv lq Vhfwlrq 61 Zh wklqn lw lv xvhixo wr dqdo|vh vlpsoh lqvwuxphqw uxohv iru wkuhh uhdvrqv1 Iluvw/ wkhuh duh vhyhudo sdshuv zklfk kdyh vkrzq wkdw vlpsoh uxohv |lhog vlplodu pdfurh0 frqrplf vwdelolw| wr rswlpdo uxohv153 Vhfrqg/ vlpsoh uxohv kdyh ehhq vkrzq

wr eh pruh urexvw wr prgho xqfhuwdlqw| wkdq frpsolfdwhg rswlpdo uxohv154

Ilqdoo|/ wkh dqdo|vlv ri Fodulgd/ Jdol dqg Jhuwohu +4<<:, vxjjhvwv wkdw vlpsoh

4<Odqvlqj +5333, dujxhv wkdw vrph ri wkh orz iuhtxhqf| pryhphqwv lq rxwsxw dqg lq d0

wlrq iroorzlqj wkh vorz0grzq lq surgxfwlylw| jurzwk lq wkh hduo| 4<:3v fdq eh gxh wr wkh judgxdo ohduqlqj e| wkh fhqwudo edqn ri wkh vkliw lq srwhqwldo rxwsxw jurzwk1 Krzhyhu/ kh grhv qrw frqvlghu rswlpdo vljqdo h{wudfwlrq1

53Vhh/ iru h{dpsoh/ Uxghexvfk dqg Vyhqvvrq +4<<<, ru Zlooldpv +5333,1 54Vhh/ iru h{dpsoh/ Ohylq/ Zlhodqg dqg Zlooldpv +4<<<,1

(21)

uxohv duh d uhdvrqdeoh dssur{lpdwlrq ri krz srolf|0pdnhuv dfwxdoo| ehkdyh155

Lw lv wkhuhiruh ri lqwhuhvw wr vhh krz wkh shuirupdqfh ri vlpsoh uxohv lv dhfwhg e| lqfrpsohwh lqirupdwlrq derxw srwhqwldo rxwsxw1

714 Wd|oru uxohv dqg qrplqdo lqfrph jurzwkuxohv

Wdeohv 6d dqg 6e frpsduh wkh uhvxowv iru h!flhqw Wd|oru uxohv zlwk wkrvh iru h!flhqw lq dwlrq dqg rxwsxw jurzwk uxohv xqghu erwk U dqg UU1 Wkh uvw froxpq uhsruwv wkh ydoxh ri wkh orvv ixqfwlrq/ zkloh wkh rwkhu froxpqv uhsruw wkh ydoxh ri wkh rswlpdo uhdfwlrq frh!flhqwv1 Wkh dujxphqwv lq wkhvh uxohv duh lq dwlrq dqg wkh fhqwudo edqn*v ehvw hvwlpdwhv ri wkh rxwsxw jds ru rxwsxw jurzwk1 Zh uhsruw wkh uhvxowv ri erwk uxohv zlwk dqg zlwkrxw d uhvsrqvh wr wkh odjjhg lqwhuhvw udwh1 Lq wkh fdvh ri wkh lq dwlrq dqg rxwsxw jurzwk uxoh/ dvvxplqj htxdo uhdfwlrq frh!flhqwv rq lq dwlrq dqg uhdo jurzwk zrxog uhvxow lq d qrplqdo lqfrph jurzwk uxoh dv/ iru h{dpsoh/ dgyrfdwhg e| PfFdooxp +4<<:,1 Khuh zh doorz iru vhsdudwh frh!flhqwv lq rughu qrw wr eldv wkh uhvxowv djdlqvw wkh qrplqdo lqfrph jurzwk uxoh1 D frpsdulvrq ehwzhhq ohyho dqg jurzwk uxohv lv ri lqwhuhvw ehfdxvh vhyhudo uhvhdufkhuv kdyh dujxhg wkdw lq ylhz ri wkh xqfhuwdlqw| derxw wkh ohyho ri srwhqwldo rxwsxw lw lv dgylvdeoh wr uhvsrqg wr wkh jurzwk udwh ri rxwsxw udwkhu wkdq lwv ohyho156

^Lqvhuw Wdeoh 6d dqg e= Wd|oru dqg lqfrph jurzwk uxohv`

Vhyhudo uhvxowv ghvhuyh wr eh kljkoljkwhg1 Iluvw/ lw lv fohdu wkdw wkh uxohv wkdw lqfoxgh d uhvsrqvh wr wkh odjjhg lqwhuhvw udwh gr pxfk ehwwhu wkdq wkrvh zlwkrxw vxfk d uhvsrqvh1 Erwk xqghu U dqg UU/ wkh rswlpdo vlpsoh lqwhuhvw udwh uxoh lqyroyhv d uhdfwlrq frh!flhqw rq wkh odjjhg lqwhuhvw udwh zklfk lv forvh wr rqh1 Lq rwkhu zrugv wkh rswlpdo uxoh fdq eh zulwwhq dv d uvw0glhuhqfh uxoh1 Xqghu frpsohwh lqirupdwlrq wklv lv frqvlvwhqw zlwk wkh uhvxowv uhsruwhg lq Zlooldpv +5333, wkdw vlpsoh uvw0glhuhqfh uxohv gr pxfk ehwwhu wkdq vlpsoh ohyho uxohv1 Wkh uhdvrq lv wkdw lq iruzdug0orrnlqj prghov d frpplwphqw wr uvw0glhuhqfh uxohv kdv vwdelolvlqj hhfwv rq fxuuhqw lq d0 wlrq ehfdxvh lw surplvhv wr lqfuhdvh lqwhuhvw udwhv lq wkh ixwxuh dv orqj dv wkh jrdo yduldeohv ghyldwh iurp wkhlu wdujhw157 Zkdw pd| eh pruh vxusulvlqj lv

wkdw wklv ihdwxuh ri dq h!flhqw vlpsoh uxoh lv pdlqwdlqhg xqghu lqfrpsohwh lqirupdwlrq derxw srwhqwldo rxwsxw1 Vhfrqg/ hyhq zlwk wkh frqvlghudeoh gh0 juhh ri xqfhuwdlqw| uhjduglqj wkh rxwsxw jds/ wkh uvw0glhuhqfh Wd|oru uxoh

55Vhh Jhuodfk dqg Vfkqdeho +5333, iru dq dssolfdwlrq wr wkh hxur duhd1

56Vhh/ iru h{dpsoh/ PfFdooxp +4<;;/ 4<<:, dqg Ruskdqlghv +5333,1 Iru d uhfhqw glv0

fxvvlrq ri wkh surv dqg frqv ri qrplqdo lqfrph jurzwk uxohv/ vhh dovr Uxghexvfk +5333,1

(22)

gholyhuv rxwfrphv wkdw duh txlwh forvh wr wkh rswlpdo srolf| xqghu frpplw0 phqw1 Wkh uvw0glhuhqfh jurzwk uxoh grhv qrw shuirup dv zhoo/ dowkrxjk lqfrpsohwh lqirupdwlrq grhv lpsuryh lwv uhodwlyh shuirupdqfh1

Wklug/ lqfrpsohwh lqirupdwlrq grhv ohdg wr vrph dwwhqxdwlrq lq wkh Wd|oru uxoh dv wkh uhdfwlrq frh!flhqwv rq wkh rxwsxw jds idoov1 Wklv lv fohduhvw lq wkh fdvh ri wkh Wd|oru uxohv zlwkrxw d odjjhg lqwhuhvw udwh1 Wkh uhdfwlrq frh!flhqw rq wkh rxwsxw jds idoov e| derxw d kdoi iurp 31;4 wr 31741 Lw lv ohvv fohdu lq wkh fdvh ri wkh uvw0glhuhqfh uxohv zkhuh wkh zhljkw rq wkh rxwsxw jds idoov rqo| pdujlqdoo| iurp 4166 wr 415<1 Wkh uhdfwlrq frh!flhqw rq lq dwlrq uhpdlqv odujho| xqdhfwhg1 Wklv frqwudvwv vrphzkdw zlwk wkh uhvxowv uhsruwhg e| Vphwv +4<<<,/ Whworz +5333, dqg Ruskdqlghv hw do +5333,/ zkr qg wkdw dwwhqxdwlrq dovr dssolhv wr wkh uhdfwlrq frh!flhqw rq lq dwlrq1 VZ dqg Vzdqvrq +5333, kdyh kljkoljkwhg wkdw zkloh fhuwdlqw| htxlyd0 ohqfh krogv zlwk uhvshfw wr wkh uhdfwlrq frh!flhqwv lq wkh rswlpdo srolf| uxoh zulwwhq lq whupv ri wkh ehvw hvwlpdwhv ri wkh vwdwh yduldeohv/ wkh zhljkw sxw rq qrlv| lqglfdwruv lq hvwlpdwlqj wkrvh vwdwh yduldeohv zloo idoo dv wkh vljqdo0wr0qrlvh udwlr lqfuhdvhv1 Dv hpskdvlvhg e| Vzdqvrq +5333, lq d vlpsoh prgho/ lw pd| dovr eh wkh fdvh wkdw kljkhu qrlvh lq rqh lqglfdwru lqfuhdvhv wkh zhljkw rq rwkhu lqglfdwruv zlwk ohvv qrlvh +Wklv lv/ krzhyhu/ qrw d jhq0 hudo uhvxow,1 Wkh uhvxowv lq wklv Vhfwlrq vkrz wkdw vlpsoh Wd|oru uxohv dsshdu txlwh urexvw lq wkh idfh ri frqvlghudeoh xqfhuwdlqw| derxw wkh rxwsxw jds dv orqj dv wkh fhqwudo edqn xvhv lwv ehvw hvwlpdwh ri wkh rxwsxw jds1 Krzhyhu/ dw wkh vdph wlph lw lv wr eh h{shfwhg wkdw wklv urexvwqhvv euhdnv grzq zkhq wkh hvwlpdwhg rxwsxw jds lv plv0vshflhg1 E| zd| ri h{dpsoh/ wkh odvw wzr urzv ri Wdeoh 6d uhsruw wkh uhvxowv zkhq wkh fhqwudo edqn wklqnv srwhqwldo rxwsxw iroorzv d ghwhuplqlvwlf sdwk1 Lq wkdw fdvh lw zloo dvvrfldwh lwv ehvw hvwlpdwh ri wkh rxwsxw jds zlwk lwv ehvw hvwlpdwh ri fxuuhqw rxwsxw1 Dv rqh fdq vhh/ wklv plv0vshflfdwlrq ri wkh rxwsxw jds ohdgv wr dq hyhq odujhu idoo lq wkh uhdfwlrq frh!flhqw rq rxwsxw1

Lq vxp/ wkh dqdo|vlv lq wklv Vhfwlrq vkrzv wkdw dq h!flhqw Wd|oru uxoh lq uvw0glhuhqfh irup shuirupv yhu| zhoo hyhq zlwk lqfrpsohwh lqirupdwlrq derxw srwhqwldo rxwsxw/ dv orqj dv wkh fhqwudo edqn xvhv lwv ehvw hvwlpdwh ri wkh rxwsxw jds1 Krzhyhu/ dv wklv hvwlpdwh lv d txlwh frpsolfdwhg ixqfwlrq ri sdvw revhuydeoh yduldeohv dqg/ pruhryhu/ prgho ghshqghqw/ wkh Wd|oru uxoh orrvhv d elw ri lwv dwwudfwlrq dv d vlpsoh srolf| ehqfkpdun1 Wklv orvv ri vlpsolflw| frxog eh ryhufrph e| xvlqj d Wd|oru uxoh zulwwhq rqo| lq whupv ri revhuydeoh yduldeohv wkdw fdq eh hdvlo| yhulhg1 Krzhyhu/ lq wklv fdvh wkh shuirupdqfh ri wkh Wd|oru uxoh lq vwdelolvlqj wkh hfrqrp| zloo ghwhulrudwh vljqlfdqwo| lq wkh idfh ri kljk xqfhuwdlqw| derxw wkh wuxh rxwsxw jds1

(23)

715 Vlpsoh lq dwlrq0iruhfdvw0edvhg uxohv

D vhfrqg fodvv ri vlpsoh lqvwuxphqw uxohv wkdw zh zdqw wr dqdo|vh duh vr0 fdoohg lq dwlrq0iruhfdvw0edvhg +LIE, uxohv dv dgyrfdwhg e| Eodfn hw do +4<<:, dqg Edwlql dqg Kdogdqh +4<<<,1 Lq wkrvh uxohv/ wkh srolf| udwh uhvsrqgv wr lwv rzq odj dqg dq lq dwlrq iruhfdvw dw d sduwlfxodu krul}rq1

^Lqvhuw Wdeoh 6f= Vlpsoh LIE uxohv`

Wdeoh 6f frpsduhv wkh uhvxowv ri d vlpsoh rqh0|hdu0dkhdg LIE uxoh zlwk d uxoh zklfk ihhgv edfn rq fxuuhqw lq dwlrq1 Erwk dq xqfrqglwlrqdo lq dwlrq iruhfdvw dqg d iruhfdvw frqglwlrqdo rq d frqvwdqw lqwhuhvw udwh duh xvhg1 Xqghu erwk U dqg UU/ wkh LIE uxohv grplqdwhv wkh vlpsoh fxuuhqw lq dwlrq uxoh/ dowkrxjk wkh glhuhqfh lq orvv lv vpdoohu xqghu UU1 Wkh LIE uxoh lv/ krzhyhu/ grplqdwhg e| wkh vlpsoh Wd|oru uxoh lq uvw0glhuhqfh irup glvfxvvhg lq wkh suhylrxv Vhfwlrq1 E| dqg odujh/ wkh uhdfwlrq frh!flhqwv rq wkh lq dwlrq iruhfdvw uhpdlq xqdhfwhg e| wkh rxwsxw jds xqfhuwdlqw|1 Lq dgglwlrq/ lw lv zruwk qrwlqj wkdw wkh frqglwlrqdo LIE uxoh shuirupv vrphzkdw ehwwhu wkdq wkh xqfrqglwlrqdo LIE uxoh1 Wklv lv frqvlvwhqw zlwk wkh uhvxowv uhsruwhg lq Uxghexvfk dqg Vyhqvvrq +4<<<,1

8 Rxwsxw jds xqfhuwdlqw| dqg rswlpdo ghoh0

jdwlrq

814 Wkh rswlpdo ghjuhh ri frqvhuydwlyhqhvv

Uhfhqwo|/ Vyhqvvrq +4<<:, dqg Fodulgd hw do +4<<<, kdyh uhylyhg Urjr*v +4<;8, dujxphqw wkdw ghohjdwlqj prqhwdu| srolf| wr d pruh zhljkw0frqvhuydwlyh fhqwudo edqnhu pd| lpsuryh rq wkh glvfuhwlrqdu| htxloleulxp lq d prgho zlwk0 rxw dq dyhudjh lq dwlrq eldv vlplodu wr wkh rqh xvhg lq wklv sdshu1 Lq wkhvh prghov/ frvw0sxvk vkrfnv ihhg wkurxjk lqwr ixwxuh lq dwlrq dqg wkhuhe| ohdg wr d ghwhulrudwlrq ri wkh ixwxuh lq dwlrq2rxwsxw yduldelolw| wudgh0r1 H{ dqwh wkh fhqwudo edqn kdv dq lqfhqwlyh wr surplvh wr frqwlqxh ehlqj wrxjk lq wkh ixwxuh lq uhvsrqvh wr vxfk d frvw0sxvk vkrfn1 Krzhyhu/ h{0srvw d glvfuh0 wlrqdu| fhqwudo edqnhu zloo uh0rswlplvh dqg uhvsrqg rqo| judgxdoo| idfhg zlwk wklv ghwhulrudwhg wudgh0r1 Wkh sulydwh vhfwru zloo uhdolvh wklv h{0srvw lqfhq0 wlyh dqg dffruglqjo| lqfuhdvh lwv lq dwlrq h{shfwdwlrqv/ zklfk lq wxuq ohdgv wr kljkhu uhvsrqvh ri fxuuhqw lq dwlrq wr vxfk d vkrfn1 Wklv zloo ohdg wr d vr0fdoohg vwdelolvdwlrq eldv/ zkhuhe| iru jlyhq vkrfnv wr wkh hfrqrp| lq dwlrq yduldelolw| lv kljkhu lq wkh glvfuhwlrqdu| yhuvxv wkh frpplwphqw htxloleulxp1 Dv glvfxvvhg ehiruh/ wkh uhvxowv uhsruwhg lq Wdeoh 5 frqup wklv frvw ri wkh

(24)

odfn ri d frpplwphqw phfkdqlvp1 Dssrlqwlqj d pruh zhljkw0frqvhuydwlyh fhqwudo edqnhu +l1h1 d fhqwudo edqnhu zklfk sxwv ohvv zhljkw rq rxwsxw jds vwd0 elolvdwlrq, pd| doohyldwh wklv vwdelolvdwlrq eldv/ ehfdxvh vxfk d fhqwudo edqnhu zloo fduh ohvv derxw rxwsxw jds yduldelolw| idfhg zlwk kljkhu lq dwlrq lq wkh ixwxuh1 Wkh frvw ri grlqj vr lv wkdw wkh vwdelolvdwlrq ri wkh uhdo hfrqrp| lq uhvsrqvh wr frvw0sxvk vkrfnv pd| eh vxe0rswlpdo1 Wkh rswlpdo zhljkw zloo eh dfklhyhg e| edodqflqj wkh pdujlqdo frvw dqg ehqhw1

Lq wklv Vhfwlrq zh h{dplqh zkhwkhu rxwsxw jds xqfhuwdlqw| surylghv d udwlrqdoh iru dssrlqwlqj dq hyhq pruh frqvhuydwlyh fhqwudo edqnhu1 Vxfk d uhvxow zrxog vxjjhvw wkdw wkh ydoxh ri frpplwphqw lv hyhq odujhu xqghu LL wkdq xqghu FL1 Dv glvfxvvhg lq Vhfwlrq 6/ xqghu lqfrpsohwh lqirupdwlrq wkh lq dwlrq uhvsrqvh wr d srwhqwldo rxwsxw ru frvw0sxvk vkrfn ehfrphv lqghhg pxfk pruh shuvlvwhqw xqghu glvfuhwlrq wkdq xqghu frpplwphqw1

^Lqvhuw Iljxuh 7= Lqfrpsohwh lqirupdwlrq dqg wkh rswlpdo zhljkw rq rxwsxw jds vwdelolvdwlrq`

Iljxuh 7 vxppdulvhv wkh vroxwlrq wr wkh rswlpdo ghohjdwlrq sureohp lq rxu fdoleudwhg prgho1 Lw sorwv wkh orvv dv d ixqfwlrq ri wkh uhodwlyh zhljkw rq rxwsxw jds vwdelolvdwlrq dvvljqhg wr wkh fhqwudo edqn1 Zh dvvxph wkdw wkh fhqwudo edqn*v dvvljqhg orvv ixqfwlrq lv jlyhq e|

.| " [ 'f q E  bb52|n n E  bZ2|n  n bEo|n  o|n 32 +44, Zkhq wkh dvvljqhg zhljkw rq rxwsxw jds vwdelolvdwlrq lv b ' fDc wkh fhqwudo edqn kdv wkh vdph zhljkwv dv vrflhw| dqg wkh uhvxowlqj rxwfrph lv wkh rqh lq d glvfuhwlrqdu| htxloleulxp158 Wkh orvv xqghu glvfuhwlrq dqg U ru UU lv

jlyhq e| wkh wzr krul}rqwdo olqhv1 Dssrlqwlqj d pruh frqvhuydwlyh fhqwudo edqnhu +l1h1 rqh zlwk d orzhu zhljkw rq rxwsxw jds vwdelolvdwlrq, ohdgv wr dq lpsuryhphqw lq wkh orvv1 Wklv lv dq h{dpsoh ri wkh uhvxow hpskdvlvhg e| Fodulgd hw do +4<<<,1 Pruhryhu/ zh qg wkdw wkh rswlpdo zhljkw rq rxwsxw jds vwdelolvdwlrq lv orzhu xqghu UU +b ' f,/ dqg khqfh wkh fhqwudo edqn lv pruh frqvhuydwlyh/ wkdq lw lv xqghu FL +b ' f2,1 Wklv dsshduv wr frqup wkh lqwxlwlrq wkdw lq wkh devhqfh ri d frpplwphqw phfkdqlvp/ lqfrpsohwh lqirupdwlrq derxw srwhqwldo rxwsxw grhv surylgh d udwlrqdoh iru dssrlqwlqj d fhqwudo edqn wkdw sxwv ohvv zhljkw rq rxwsxw jds vwdelolvdwlrq1

(25)

815 Wkh rswlpdo zhljkw rq sulfh ohyho vwdelolw|

D qxpehu ri dxwkruv +h1j1 Yhvwlq +5333,/ Vyhqvvrq +4<<<,, kdyh dujxhg wkdw jlylqj d sulfh ohyho vwdelolvdwlrq remhfwlyh wr d glvfuhwlrqdu| fhqwudo edqn pd| dovr doohyldwh wkh wlph0lqfrqvlvwhqf| sureohp dqg ohdg wr d zhoiduh lpsuryhphqw frpsduhg wr wkh glvfuhwlrqdu| htxloleulxp1 Lqghhg/ Jdvsdu dqg Vphwv +5333, vkrz wkdw/ lq d prgho zlwk frpsohwh lqirupdwlrq yhu| vlplodu wr wkh rqh h{dplqhg lq wklv sdshu/ sxwwlqj d vpdoo zhljkw rq sulfh ohyho vwdelolvdwlrq lq wkh fhqwudo edqn*v orvv ixqfwlrq ohdgv wr dq lqzdug vkliw ri wkh rxwsxw2lq dwlrq yduldelolw| h!flhqf| iurqwlhu1 Wkh orvv ixqfwlrq lq vxfk d fdvh fdq eh ghvfulehg e| .| " [ 'f q E  b E  b2b52|n n E  bZ2|n  n bEo|n  o|n 32 n b2R2|n  +45, Iljxuh 8 h{dplqhv krz lqfrpsohwh lqirupdwlrq derxw srwhqwldo rxwsxw dhfwv wkh rswlpdo zhljkw rq sulfh ohyho vwdelolw|1 Djdlq zh qg wkdw rxwsxw jds xqfhuwdlqw| ohdgv wr d pruh frqvhuydwlyh pdqgdwh1 Lq rxu vshflf prgho/ wkh zhljkw rq sulfh ohyho vwdelolw| lqfuhdvhv iurp b2 ' ffH xqghu U wr b2 ' ffb

xqghu UU1 Frpsdulqj Iljxuhv 7 dqg 8/ lw lv zruwk qrwlqj wkdw jlylqj wkh fhqwudo edqn d sulfh vwdelolw| remhfwlyh lv pruh hhfwlyh wkdq uhgxflqj wkh zhljkw rq rxwsxw jds vwdelolvdwlrq1

^Lqvhuw Iljxuh 8= Lqfrpsohwh lqirupdwlrq dqg wkh rswlpdo zhljkw rq sulfh ohyho vwdelolw|`

9 Vrph vhqvlwlylw| dqdo|vlv

Rqh ri wkh vwulnlqj ihdwxuhv ri wkh dqdo|vlv lq wklv sdshu lv wkdw wkh plvshufhs0 wlrq ri wkh rxwsxw jds lq uhvsrqvh wr frvw0sxvk ru srwhqwldo rxwsxw vkrfnv lv yhu| shuvlvwhqw1 Lq wklv Vhfwlrq zh dqdo|vh wkh urexvwqhvv ri wklv uhvxow zlwk uhvshfw wr fkdqjhv lq wkh sdudphwhuv ri wkh prgho dqg wkh dvvxpswlrq ri v|pphwulf lqirupdwlrq1

914 Fk dqjlqj wk h uhodwlyh yduldqfh ri wk h srwhqwldo rxw0

sxw dqg frvw0sxvkvkrfnv

Wkh uhvxowv vr idu kdyh ehhq fdofxodwhg xvlqj d vhw ri fdoleudwhg sdudphwhu ydoxhv1 Jlyhq wkh xqfhuwdlqw| ri vxfk sdudphwhu ydoxhv/ wklv vhfwlrq fkhfnv

(26)

wkh uhvxowv rewdlqhg lq wkh suhfhglqj vhfwlrqv iru wkhlu vhqvlwlylw| zlwk uhvshfw wr sdudphwhu fkdqjhv1 Lq jhqhudo/ zh qg wkdw prvw uhvxowv fduu| wkurxjk txdolwdwlyho| li wkh vwuxfwxudo sdudphwhuv duh ydulhg1 Iru h{dpsoh/ grxeolqj wkh vorsh ri wkh Skloolsv fxuyh dqg2ru wkh lqwhuhvw udwh vhqvlwlylw| ri rxwsxw ohdyhv wkh uhvxowv edvlfdoo| xqfkdqjhg1

Pruh lqwhuhvwlqj lv zkhwkhu d fkdqjh lq wkh uhodwlyh yduldqfhv ri wkh vkrfnv dhfwv wkh uhvxowv1 Lq wkh ehqfkpdun fdvh/ frvw0sxvk vkrfnv duh pxfk pruh yrodwloh wkdq vkrfnv wr srwhqwldo rxwsxw/ zklfk lv uh hfwhg lq wkh fhqwudo edqn*v uhvsrqvh wr vkrfnv= idflqj xqfhuwdlqw| derxw wkh qdwxuh ri d vkrfn klwwlqj wkh hfrqrp|/ lw zloo eh ohg wr eholhyh iru d orqj wlph wkdw wkh vkrfn zdv lqghhg d frvw0sxvk vkrfn/ wkxv fuhdwlqj wkh shuvlvwhqw shufhswlrq huuruv phqwlrqhg lq vhfwlrq 61 Lw lv lqwhuhvwlqj wr vhh zkhwkhu wklv shuvlvwhqfh zloo frqwlqxh wr krog zlwk glhuhqw uhodwlyh yduldqfhv ri wkh vkrfnv1

^Lqvhuw Iljxuh 9= Shufhswlrq huuruv lq wkh rxwsxw jds dqg wkh uhodwlyh yduldqfh ri frvw0sxvk dqg srwhqwldo rxwsxw vkrfnv`

Iljxuh 9 uhsruwv/ iru wkh glvfuhwlrqdu| fdvh/ wkh shufhswlrq huuru rq wkh rxwsxw jds iroorzlqj d vkrfn wr srwhqwldo rxwsxw dqg d frvw0sxvk vkrfn iru ydulrxv uhodwlyh yduldqfhv1 Wkh yduldqfhv kdyh ehhq fdofxodwhg vxfk wkdw wkh lqlwldo shufhswlrq huuru iru d vkrfn wr srwhqwldo rxwsxw lv irxqg wr eh wkh vdph1 Wkh vrolg olqh uhsuhvhqwv wkh ehqfkpdun fdvh1 Wkh olqhv deryh uhvxow iurp fdvhv zkhuh wkh uhodwlyh yduldqfhv ri frvw0sxvk vkrfnv duh orzhu wkdq lq wkh ehqfkpdun fdvh/ wkh olqh ehorz vkrzv d fdvh zkhuh frvw0sxvk vkrfnv duh hyhq pruh yrodwloh wkdq ehiruh1 Lw ehfrphv fohdu wkdw wkh shuvlvwhqfh ri shufhswlrq huuruv lv lqghhg d ihdwxuh ri wkh uhodwlyh yduldqfhv1 Wkh grwwhg olqh uhsuhvhqwv d fdvh zkhuh erwk yduldqfhv duh htxdo/ dqg wkh vkruw gdvkhg olqh d fdvh zkhuh wkh yduldqfh ri frvw0sxvk vkrfnv lv kdoi ri wkh rqh ri srwhqwldo rxwsxw vkrfnv1 Lw fdq eh vhhq wkdw wkh shuvlvwhqfh ri wkh shufhswlrq huuru frqwlqxrxvo| ghfuhdvhv/ udwkhu wkdq qglqj d plqlpxp zkhq erwk yduldqfhv duh htxdo1 Rq wkh rwkhu kdqg/ wkh huuruv uhpdlq idluo| shuvlvwhqw iru doo fdvhv> vhyhudo |hduv duh qhhghg wr uhgxfh wkh shufhswlrq eldv uhjdugohvv ri wkh uhodwlyh yduldqfhv1

915 Wkh fdvh ri dv|pphwulf lqirupdwlrq

Iroorzlqj VZ/ zh kdyh xs wr qrz dqdo|vhg wkh fdvh ri v|pphwulf lqirupdwlrq1 Lq wklv Vhfwlrq zh eulh | glvfxvv wkh fdvh zkhq wkh sulydwh vhfwru grhv revhuyh srwhqwldo rxwsxw dqg wkxv fdq glvwlqjxlvk ehwzhhq wkh ydulrxv vkrfnv1 Zh frqwlqxh wr dvvxph wkdw wkh fhqwudo edqn rqo| revhuyhv rxwsxw dqg lq dwlrq1 Krzhyhu/ wkh fhqwudo edqn grhv nqrz wkdw wkh sulydwh vhfwru kdv nqrzohgjh

(27)

derxw wkh xqghuo|lqj vkrfnv159 Grwvh| dqg Kruqvwhlq +5333, kdyh vkrzq

wkdw lq wklv fdvh fhuwdlqw| htxlydohqfh frqwlqxhv wr krog zkhq wkh fhqwudo edqn rswlplvhv xqghu glvfuhwlrq1 Lq rwkhu zrugv/ wkh rswlpdo glvfuhwlrqdu| srolf| lv lqghshqghqw ri wkh hvwlpdwlrq huuruv dqg wkh hvwlpdwlrq sureohp pruh jhqhudoo|1 Krzhyhu/ wkh hvwlpdwlrq sureohp dqg pruh vshflfdoo| wkh Ndopdq jdlq pdwul{ zloo ghshqg rq wkh rswlpdo srolf|1 Lq rwkhu zrugv/ wkh vhsdudwlrq sulqflsoh grhv qrw krog1 Lq rughu wr vroyh wkh hvwlpdwlrq sureohp zh iroorz Grwvh| dqg Kruqvwhlq +5333,15:

^Lqvhuw Iljxuh := V|pphwulf yhuvxv dv|pphwulf lqfrpsohwh lqirupdwlrq +xqghu glvfuhwlrq,`

Iljxuh : frpsduhv wkh lpsxovh uhvsrqvh ixqfwlrqv xqghu rswlpdo glvfuh0 wlrqdu| srolf| lq wkh wkuhh fdvhv= frpsohwh lqirupdwlrq +FL,/ v|pphwulf lq0 frpsohwh lqirupdwlrq +VFL, dqg dv|pphwulf lqfrpsohwh lqirupdwlrq +DFL,1 Iluvw/ lw lv fohdu iurp Iljxuh : dqg d frpsdulvrq ri wkh orvv ixqfwlrq dqg wkh xqfrqglwlrqdo yduldqfhv wkdw wkh fhqwudo edqn fdq xvh wkh sulydwh vhfwru*v nqrzohgjh wr lpsuryh rq wkh vwdelolvdwlrq ri wkh rxwsxw jds dqg wkh hfrq0 rp| pruh jhqhudoo|1 Wkh orvv ixqfwlrq olhv lq ehwzhhq wkdw ri FL dqg VFL1 Wklv lv prvwo| gxh wr d idoo lq wkh yduldqfh ri wkh rxwsxw jds15; Wkh uvw

froxpq ri Iljxuh : fohduo| vkrzv wkdw wkh hhfw ri wkh srwhqwldo rxwsxw dqg frvw0sxvk vkrfn rq wkh rxwsxw jds lv vpdoohu lq vl}h dqg pxfk ohvv shuvlvwhqw1

^Lqvhuw Iljxuh ;= Shufhswlrq huuruv lq wkh rxwsxw jds dqg dv|pphwulf lqirupdwlrq`

Iljxuh ; vkrzv wkdw dovr wkh shufhswlrq huuru lv pxfk ohvv shuvlvwhqw zkhq wkh sulydwh vhfwru revhuyhv srwhqwldo rxwsxw1 Wkh kdoi0olih ri wkh shufhswlrq huuru idoov iurp derxw ; |hduv wr 7 |hduv1 Lqwhuhvwlqjo|/ wklv udqnlqj ri wkh wkuhh fdvhv grhv qrw krog iru wkh lqlwldo uhvsrqvh ri lq dwlrq1 Zkhq wkh sulydwh vhfwru nqrzv wkh xqghuo|lqj vkrfn/ lq dwlrq lqlwldoo| uhvsrqgv pruh

59Wkh dvvxpswlrq wkdw wkh sulydwh vhfwru kdv frpsohwh lqirupdwlrq/ zkloh wkh fhqwudo

edqn kdv qrw lv ri frxuvh h{wuhph/ exw lv/ dv vxfk/ xvhixo dv d ehqfkpdun1 Wkh dvvxpswlrq wkdw wkh sulydwh vhfwru kdv pruh lqirupdwlrq wkdq wkh fhqwudo edqn pd| qrw eh vr xquh0 dolvwlf/ rqfh rqh revhuyhv wkdw wkh sulydwh vhfwru lv dwrplvwlf1 Hdfk lqglylgxdo frqvxphu dqg2ru up fdq revhuyh zklfk vkrfn lv uhohydqw dqg wklv lqirupdwlrq lv djjuhjdwhg lq hfrqrp| zlgh rxwsxw dqg lq dwlrq1 Krzhyhu/ lw lv gl!fxow iru wkh fhqwudo edqn wr vxuyh| hdfk ri wkhvh sulydwh djhqwv wr qg rxw zklfk vkrfnv kdyh klw hdfk ri wkhp1

5:Vhh Dsshqgl{ D6 ri Grwvh| dqg Kruqvwhlq +5333,1

5;Wkh orvv xqghu DLL lv ;3144 zklfk frpsduhv zlwk :4137 xqghu FL dqg <3178 xqghu VLL1

Wklv glhuhqfh lv prvwo| gxh wr wkh glhuhqw vwdelolvdwlrq ri wkh rxwsxw jds1 Wkh vwdqgdug ghyldwlrq ri wkh rxwsxw jds xqghu DLL lv 4149 frpsduhg wr 4133 xqghu FL dqg 4164 xqghu VLL1

(28)

vwurqjo| wr d srvlwlyh vxsso| vkrfn1 Wkh lqwxlwlrq lv wkh iroorzlqj1 Zkhq wkh sulydwh vhfwru nqrzv d srvlwlyh srwhqwldo rxwsxw vkrfn kdv klw wkh hfrqrp|/ lw dovr nqrzv wkdw wkh fhqwudo edqn zloo xqghuhvwlpdwh wklv vkrfn dqg/ dv d uhvxow/ zloo uhgxfh lwv srolf| udwh ohvv wkdq lw zrxog kdyh grqh xqghu frpsohwh lqirupdwlrq1 Dv d uhvxow/ wkh sulydwh vhfwru zloo h{shfw d juhdwhu glvlq dwlrq wkdq zkhq lw glg qrw nqrz zklfk vkrfn kdg klw wkh hfrqrp|1 Wklv zloo ihhg wkurxjk lq d odujhu idoo ri fxuuhqw lq dwlrq1 Dv wkh fhqwudo edqn revhuyhv wklv odujhu wkdq h{shfwhg glvlq dwlrq/ wkh fhqwudo edqn zloo xsjudgh lwv suredelo0 lw| wkdw d srwhqwldo rxwsxw vkrfn kdv klw wkh hfrqrp| dqg sxuvxh d pruh djuhvvlyh prqhwdu| srolf|1 Wklv zloo eh uh hfwhg lq d vpdoohu dqg ohvv shuvlv0 whqw uhvsrqvh ri wkh rxwsxw jds1 Wkh rssrvlwh rffxuv zkhq d qhjdwlyh frvw sxvk vkrfn dhfwv wkh hfrqrp|1

: Frqfoxvlrqv

Lq wklv sdshu zh kdyh lqyhvwljdwhg wkh lpsolfdwlrqv ri lqfrpsohwh lqirupdwlrq derxw srwhqwldo rxwsxw iru wkh frqgxfw dqg ghvljq ri prqhwdu| srolf| xvlqj d vpdoo edfnzdug2iruzdug orrnlqj prgho fdoleudwhg wr w dqqxdo hxur duhd gdwd1 Wkh prgho ihdwxuhv wkuhh vkrfnv= d vkrfn wr srwhqwldo rxwsxw/ d frvw0 sxvk vkrfn dqg d ghpdqg vkrfn1 Xvlqj d vwdqgdug txdgudwlf orvv ixqfwlrq lq lq dwlrq dqg rxwsxw jds vwdelolvdwlrq/ zh v|vwhpdwlfdoo| frpsduh rswlpdo prqhwdu| srolf| xqghu wzr dvvxpswlrqv uhjduglqj wkh lqirupdwlrq dydlodeoh wr wkh fhqwudo edqn dqg wkh sulydwh vhfwru1 Lq wkh uvw fdvh wkh lqirupdwlrq vhw frqwdlqv erwk fxuuhqw dqg srwhqwldo rxwsxw dqg lq dwlrq1 Dv d uhvxow/ wkh fhqwudo edqn fdq shuihfwo| ghgxfh zklfk ri wkh wkuhh vkrfnv lv klwwlqj wkh hfrqrp| dqg dgmxvw lwv srolf| udwh dffruglqjo|1 Lq wkh vhfrqg fdvh/ lqirupdwlrq lv lqfrpsohwh1 Wkh fhqwudo edqn grhv revhuyh fxuuhqw lq dwlrq/ exw grhv qrw revhuyh srwhqwldo rxwsxw dqg kdv rqo| d qrlv| phdvxuh ri fxuuhqw rxwsxw1 Wkh phdvxuhphqw huuru lv fdoleudwhg wr w uhylvlrqv lq hxur duhd rxwsxw gdwd1 Dv d uhvxow/ wkh fhqwudo edqn idfhv d vljqdo h{wudfwlrq sureohp zkhq vhwwlqj wkh rswlpdo lqwhuhvw udwh1

Rxu pdlq uhvxowv fdq eh vxppdulvhg xqghu wkuhh khdglqjv1 Iluvw/ zh fkdudfwhulvh dqg frpsduh wkh rswlpdo prqhwdu| srolf| xqghu erwk frpplw0 phqw dqg glvfuhwlrq lq wkh wzr lqirupdwlrqdo fdvhv xvlqj uhfhqw uhvxowv ri Vyhqvvrq dqg Zrrgirug +5333,1 Zh qg wkdw wkh orvv gxh wr lqfrpsohwh lq0 irupdwlrq lv vxevwdqwldo dqg pdlqo| uhvxowv iurp d vljqlfdqw lqfuhdvh lq wkh yduldelolw| ri wkh rxwsxw jds1 Lq rxu ehqfkpdun fdvh/ wkh vwdqgdug ghyldwlrq ri wkh rxwsxw lv derxw rqh wklug kljkhu xqghu lqfrpsohwh lqirupdwlrq1 Hyhq li d fhqwudo edqn frqwlqxrxvo| xsgdwhv lwv hvwlpdwh ri srwhqwldo rxwsxw dqg wkxv h{ dqwh grhv qrw pdnh dq| v|vwhpdwlf hvwlpdwlrq huuruv/ h{ srvw wkh

(29)

plvshufhswlrq ri wkh rxwsxw jds lv vxevwdqwldo dqg yhu| shuvlvwhqw lq sduwlf0 xodu lq uhvsrqvh wr d vkrfn wr srwhqwldo rxwsxw1 Wklv uhvxow zrxog vxjjhvw wkdw wkh hpslulfdo qglqjv ri Ruskdqlghv +5333, wkdw wkh Ihghudo Uhvhuyh Erdug pdgh vhuldoo| fruuhodwhg hvwlpdwlrq huuruv lq wkh rxwsxw jds lq wkh 4<:3v pd| qrw eh hylghqfh ri v|vwhpdwlf h{ dqwh plvwdnhv1 Zh dovr qg wkdw lq uhvsrqvh wr d vkrfn wr srwhqwldo rxwsxw/ vxfk plvshufhswlrq huuruv ohdg wr d yhu| shuvlvwhqw hhfw rq lq dwlrq/ zklfk lv h{dfhuedwhg zkhq wkh fhqwudo edqn rswlplvhv xqghu glvfuhwlrq1 Qhyhuwkhohvv/ wkh ryhudoo yduldqfh ri lq d0 wlrq lv qrw yhu| pxfk dhfwhg/ ehfdxvh xqghu lqfrpsohwh lqirupdwlrq/ wkh uhvsrqvh ri lq dwlrq wr frvw0sxvk vkrfnv lv plwljdwhg1

Vhfrqg/ zh lqyhvwljdwh wkh lpsolfdwlrqv ri lqfrpsohwh lqirupdwlrq iru vlp0 soh srolf| uxohv vxfk dv d Wd|oru uxoh ru dq lq dwlrq0iruhfdvw edvhg uxoh1 Lp0 shuihfw lqirupdwlrq derxw srwhqwldo rxwsxw ohdgv wr vrph olplwhg dwwhqxdwlrq lq wkh Wd|oru uxoh/ exw grhv qrw dhfw wkh lq dwlrq0iruhfdvw edvhg uxoh1 Erwk uxohv +dqg lq sduwlfxodu wkh Wd|oru uxoh, frqwlqxh wr shuirup uhodwlyho| zhoo frpsduhg zlwk wkh frpplwphqw htxloleulxp dv orqj dv wkh rxwsxw jds dqg wkh lq dwlrq iruhfdvw duh rswlpdoo| hvwlpdwhg1 Krzhyhu/ zkhq wkh fhqwudo edqn plvvshflhv wkh rxwsxw jds +iru h{dpsoh/ ehfdxvh lw grhv qrw xvh wkh fruuhfw prgho iru srwhqwldo rxwsxw, wkh shuirupdqfh ri wkh Wd|oru uxoh ghwh0 ulrudwhv frqvlghudeo|1

Ilqdoo|/ zh h{dplqh wkh lpsolfdwlrqv ri wkh xqrevhuydelolw| ri srwhqwldo rxwsxw iru wkh rswlpdo ghohjdwlrq ri prqhwdu| srolf| wr d glvfuhwlrqdu| fhq0 wudo edqn1 Xvlqj wzr h{dpsohv/ zh qg wkdw lqfrpsohwh lqirupdwlrq derxw wkh rxwsxw jds lpsolhv wkdw lw lv rswlpdo wr dssrlqw d uhodwlyho| pruh frq0 vhuydwlyh fhqwudo edqn wkdq lq wkh frpsohwh lqirupdwlrq fdvh1 Lq wkh uvw h{dpsoh iroorzlqj Urjr +4<;8, dqg Fodulgd/ Jdol dqg Jhuwohu +4<<<,/ wklv lv uh hfwhg lq wkh idfw wkdw vrflhw| zrxog olnh wr dssrlqw d pruh zhljkw0 frqvhuydwlyh fhqwudo edqnhu +l1h1 d fhqwudo edqnhu zlwk d vpdoohu zhljkw rq rxwsxw jds vwdelolvdwlrq lq klv2khu orvv ixqfwlrq,1 Lq wkh vhfrqg h{dpsoh iroorzlqj Yhvwlq +5333,/ wklv lv uh hfwhg lq vrflhw|*v ghvluh wr sxw d odujhu zhljkw rq d sulfh vwdelolw| remhfwlyh xqghu lqfrpsohwh lqirupdwlrq1

Ryhudoo/ rxu uhvxowv vxjjhvw wkdw lqfrpsohwh lqirupdwlrq derxw srwhqwldo rxwsxw grhv qrw vljqlfdqwo| ryhuwxuq uhvxowv uhjduglqj rswlpdo prqhwdu| srolf| wkdw duh ghulyhg lq prghov zlwk shuihfw lqirupdwlrq/ dv orqj dv wkh fhqwudo edqn xvhv lwv ehvw hvwlpdwhv ri wkh vwdwh ri wkh hfrqrp| dqg kdv wkh wuxh prgho ri wkh hfrqrp| dw lwv glvsrvdo1 Ri frxuvh/ wkhvh uhvxowv yhu| pxfk ghshqg rq wkh olqhdu0txdgudwlf iudphzrun xvhg lq wklv sdshu dqg duh olnho| wr euhdn grzq zkhq prgho xqfhuwdlqw| dqg2ru qrq0olqhdulwlhv duh frqvlghuhg1 Wkh uhvxowv gr vwurqjo| lqglfdwh wkdw wkhuh duh srwhqwldoo| odujh jdlqv wr eh pdgh iurp wu|lqj wr lghqwli| wkh sduwlfxodu vkrfnv wkdw klw wkh hfrqrp| dw dq| srlqw lq wlph1 Dq hduo| lghqwlfdwlrq ri wkh qdwxuh ri wkh vkrfnv

(30)

wkdw dhfw wkh hfrqrp| doorzv iru d pruh dssursuldwh srolf| uhvsrqvh dqg lpsuryhv wkh vwdelolvdwlrq ri wkh hfrqrp| vljqlfdqwo|1

(31)

D Dsshqgl{

Pxfk ri wkh dqdo|vlv lq wklv sdshu lv dq dssolfdwlrq ri wkh zrun e| Vyhqvvrq dqg Zrrgirug +5333, +VZ,1 Lq d jhqhudo olqhdu0txdgudwlf vhw0xs/ VZ glv0 fxvv wkh rswlpdo srolf| dqg wkh dvvrfldwhg vljqdo h{wudfwlrq sureohp zkhq d fhqwudo edqn rswlplvhv xqghu glvfuhwlrq +l1h1 lw uhrswlplvhv hyhu| shulrg, dqg xqghu frpplwphqw1 Khuh zh dovr frqvlghu h!flhqw vlpsoh srolf| uxohv vxfk dv dq rswlplvhg Wd|oru uxoh ru d qrplqdo lqfrph jurzwk uxoh1 Wkh uvw Vhfwlrq ri wklv Dsshqgl{ vkrzv krz wkh prgho fdq eh zulwwhq lq vwdwh vsdfh irup1 Vhfwlrq D15 ghvfulehv wkh rswlpdo srolf| iru frpplwphqw dqg glvfuhwlrq1 Vhfwlrq D161 vkrzv krz wr fdofxodwh wkh orvv ixqfwlrq iru d jlyhq srolf|1 Lq zkdw iroorzv/ zh wu| wr xvh wkh vdph qrwdwlrq dv lq VZ1 Zh dovr uhihu wr VZ iru wkh ghulydwlrq ri wkh rswlpdo srolf| xqghu frpplwphqw dqg glvfuhwlrq15<

D14 Wkh prgho lq vwdwh vsdfh irup

Ghqlqj  ' E  BE  k/ wkh prgho ghvfulehg lq htxdwlrqv +4, wr +6, fdq eh zulwwhq lq vwdwh vsdfh irup dv iroorzv=

 f|n %|n*|  '   f| %|  n 2  f|*| %|*|  n o|n w|nc +46, zkhuh f|n ' +| Z| +|n 0|n |n o| c %|n*| ' .|+|n .|Z|n c w|n ' |n 0|n |n c 2 ' fc  ' 5 9 9 9 9 9 9 9 9 9 9 7 f f f f f f  f f f f f f f f  f f fbD f f f f f f f f f f f f f f f f f f f f f f f f f f f f f  B 3B kj jV 3B j f 3k3jV j f  k 3k 3kV f 3k f 3kV 3k 6 : : : : : : : : : : 8 c  ' 5 9 9 9 9 9 9 9 9 9 9 7 f f f f f   j 3B f 6 : : : : : : : : : : 8

5<Lq rughu wr fdofxodwh wkh rswlpdo srolflhv/ zh prglhg wkh Jdxvv0urxwlqhv ri Vrhghuolqg

(32)

Wkh revhuydwlrq htxdwlrq +fruuhvsrqglqj wr htxdwlrq +8, lq wkh wh{w, iru wklv prgho lv jlyhq e|=

 +| Z|  '  f f f f f f  f f f f f f f f   5 9 9 9 9 9 9 9 9 9 9 7 +|3 Z|3 +| 0| | o|3 +| Z| 6 : : : : : : : : : : 8 n  +| f  +47, Khqfh wkh pdwul{ ( '  f f f f f f  f f f f f f f f   / dqg (2 ' f1Wkh

jrdo yduldeohv duh jlyhq e|=

5 7 Z5|| {o| 6 8 ' 5 7 f f  f f f  ff f f f f f f  f f f f f  f f 6 8 5 9 9 9 9 9 9 9 9 9 9 7 +|3 Z|3 +| 0| | o|3 +| Z| 6 : : : : : : : : : : 8 n 5 7 ff  6 8 o| +48,

D15 Rswlpdo prqhwdu| srolf|

D1514 Glvfuhwlrqdu| fdvh

Zkhq wkh fhqwudo edqn rswlplvhv xqghu glvfuhwlrq/ wkh rswlpdo srolf| uhvxowv lq d vhw ri g|qdplf htxdwlrqv iru wkh suhghwhuplqhg yduldeohv=

f|n' Mf|n af|*|n |n +49,

f|*|' f|*|3n guEf| f|*|3 n | +4:,

f|n*|' EM n af|*| +4;,

Lq dgglwlrq/ wkh odz ri prwlrq ri wkh dfwxdo dqg shufhlyhg iruzdug0orrnlqj yduldeohv dqg wkh srolf| lqvwuxphqw duh jlyhq e|=

t-1 t-1 t-1 t-1 t-1 t/t-1 t/t-1 t-1

(33)

%|' Cf|n C2f|*| +4<,

%|*|' Cf|*| +53,

o|' 8f|*| +54,

zkhuh wkh pdwulfhv M/ a/ g/ u/ C/ C2/ C dqg 8 duh ghqhg lq VZ +4<<<,1

D1515 Vlpsoh uxohv

D vlplodu vhw ri g|qdplf htxdwlrqv fdq eh ghulyhg zkhq wkh fhqwudo edqn frpplwv wr d vlpsoh lqvwuxphqw uxoh ri wkh iroorzlqj irup/

o|' 8f|*|n 82%|*| +55, Xvlqj +D147, dqg +, wkh g|qdplfv ri wkh shufhlyhg vwdwh yduldeohv fdq eh ghvfulehg e|=  f|n*| %|n*|  ' E n 2n d8n 82o f|*| %|*|  +56, Xvlqj/ iru h{dpsoh/ Nohlq*v dojrulwkp iru vroylqj olqhdu udwlrqdo h{shfwdwlrqv prghov/ wklv |lhogv wkh iroorzlqj h{suhvvlrq iru wkh iruzdug0orrnlqj yduldeohv= %|*|' Cf|*| +57,

o| ' E8n 82Cf|*|' 8 f|*| +58,

Wdnlqj lqwr dffrxqw wkh qhz h{suhvvlrq iru C dqg 8 / htxdwlrqv lghqwlfdo wr wkrvh deryh fdq eh ghulyhg1

D1516 Frpplwphqw

Ilqdoo|/ zkhq wkh fhqwudo edqn rswlplvhv xqghu frpplwphqw/ wkh fruuhvsrqg0 lqj vhw ri g|qdplf htxdwlrqv fdq eh ghulyhg=

(34)

f|*|' f|*|3n guEf| f|*|3 n | +5:,

f|n*|' EM n af|*|n [s|3 +5;,

s|' 7f|*|n Ps|3 +5<,

zkhuh s| lv wkh yhfwru ri Odjudqjh pxowlsolhuv dvvrfldwhg zlwk wkh htxdwlrqv

iru wkh iruzdug0orrnlqj yduldeohv1 Wkh iruzdug0orrnlqj yduldeohv dqg wkh srolf| lqvwuxphqw duh ghqhg e|=

%|' Cf|n C2f|*|n Ks|3 +63,

%|*| ' Cf|*|n Ks|3 +64,

o|' 8 f|*|n xs|3 +65,

Djdlq wkh pdwulfhv duh ghqhg lq VZ +4<<<,1 Rqh ri wkh pdlq glhuhqfhv ehwzhhq wkh rxwfrph xqghu glvfuhwlrq yhuvxv wkh rxwfrph xqghu frpplw0 phqw lv wkdw doo wkh yduldeohv qrz dovr ghshqg rq wkh Odjudqjh pxowlsolhuv dvvrfldwhg zlwk wkh htxdwlrqv iru wkh iruzdug0orrnlqj yduldeohv1 Dv glvfxvvhg lq VZ+4<<<, wklv ohdgv wr klvwru|0ghshqghqfh dv wkh Odjudqjh pxowlsolhuv duh wkhpvhoyhv ixqfwlrqv ri sdvw suhghwhuplqhg yduldeohv1

D16 Wkh ydoxh ri wkh orvv ixqfwlrq=

Lq wklv Vhfwlrq zh ghulyh dq h{suhvvlrq iru wkh ydoxh ri wkh orvv ixqfwlrq lq wkh fdvh ri d glvfuhwlrqdu| fhqwudo edqn ru zlwk vlpsoh uxohv1 D vlplodu h{suhvvlrq fdq eh ghulyhg iru wkh fdvh ri frpplwphqw1

Wkh ydoxh ri wkh orvv ixqfwlrq lv jlyhq e|= a| ' .| " [ 'f q u |n +66, Wklv fdq eh uhzulwwhq dv= a| ' u|*|n qa|n*| +67, t/t-1 t-1 t-1 t-1 t-1 t-1

(35)

Ehfdxvh wkh sureohp lv olqhdu0txdgudwlf/ wkh orvv0ixqfwlrq fdq eh zulwwhq dv d txdgudwlf irup lq wkh shufhlyhg suhghwhuplqhg vwdwh yduldeohv=

a|' f|*|A T f|*|n  +68, Vxevwlwxwlqj +D146, lqwr +D147, |lhogv= fA |*|T f|*|n  ' u|*|n q.|if|n*|nA T f|n*|nn j +69, Xvlqj htxdwlrqv +D1709, lq htxdwlrq +, |lhogv= t|' f|*|n 2Ef| f|*| +6:, zkhuh  '  n 2C n 8 dqg 2 ' n 2C1

Wkhuhiruh/ wkh uvw whup rq wkh uljkw0kdqg0vlgh ri htxdwlrq +D147, fdq eh zulwwhq dv=

u|*|' f|*|A A` f|*|n .|iEf| f|*|A2A`2Ef| f|*|j

+6;, Xvlqj htxdwlrqv +D1406, |lhogv wkh iroorzlqj h{suhvvlrq=

f|n*|n ' EM n af|*|n guMEf| f|*| n gu|nn g|n +6<,

Ehfdxvh hdfk ri wkh whupv lq +D14:, duh lqghshqghqw ri hdfk rwkhu/ wkh vhfrqg whup lq htxdwlrq +D147, fdq eh zulwwhq dv=

fA

|*|EM n aAT EM n af|*|n .|iEf| f|*|AEguMAT EguMEf| f|*|j

n.|iA|nEugAT gu|nj n .|i|nA gAT g|nj +73,

Vxevwlwxwlqj htxdwlrqv +D149, dqg +D4;, lq +D147, dqg froohfwlqj whupv/ wkh iroorzlqj h{suhvvlrqv iru T dqg  fdq eh ghulyhg=

T ' A` n qEM n aAT EM n a +74,

 '   q i|o@SeE

|*| n q|o@SeE2|*| n q|o@SeE P n q|o@SeEePj

+75, zkhuh  ' 2A` 2/ 2 ' EguMAT EguM/  ' gAuAT gu dqg

e ' gAT g dqg 

|*|lv wkh fryduldqfh pdwul{ ri wkh zlwklq0shulrg suhglfwlrq

(36)

Sdudphwhu ydoxhv xvhg lq wkh fdoleudwlrq B V k j j2

0 j2 j2 j2 c+ q

3177 314; 317; 03139 3196 3175 3146 3139 31<9

Table 1

(37)

Vwdqgdug Vwdqgdug Vwdqgdug Frpplwphqw fdvh Orvv ghyldwlrq ri ghyldwlrq ri ghyldwlrq ri

rxwsxw jds lq dwlrq lqwhuhvw udwh fkdqjhv b ' fc b' ff U 5:137 3198 31;9 4<15: UU 79174 4144 31;6 4;1:3 b ' fc b' f U 8:188 413: 31<: 5136 UU :9158 416: 31<: 5136 b ' fc b' f2D U 9:133 4149 4136 4176 UU ;81:7 4176 4137 4176 b ' ffc b' f U 57164 4173 31<3 4196 UU 58166 4194 31<5 419: b ' fDc b' f U 5;194 4167 31<3 4196 UU 85197 4178 31<6 41;4 b ' fc b' f U 8:188 413: 31<: 5136 UU :9158 416: 31<: 5136 b ' 2fc b' f U ;3165 31<6 4138 5183 UU 44;165 415; 4137 5179

Vwdqgdug Vwdqgdug Vwdqgdug

Glvfuhwlrqdu| fdvh Orvv ghyldwlrq ri ghyldwlrq ri ghyldwlrq ri rxwsxw jds lq dwlrq lqwhuhvw udwh fkdqjhv b ' fc b' ff U 6816< 3186 4144 53166 UU 87154 4138 413: 5316; b ' fc b' f U :4137 4134 414< 5174 UU <3174 4164 4154 5178 b ' fc b' f2D U ;:16: 4144 4164 41:: UU 43:15: 416< 4166 41;3 b ' ffc b' f U 68169 4154 413: 41;< UU 6:139 4178 4143 41<7 b ' fDc b' f U 871<: 413< 4146 5148 UU 9815: 416: 4148 5153 b ' fc b' f U :4137 4134 414< 5174 UU <3174 4164 4154 5178 b ' 2fc b' f U <:16: 31<3 4163 51;< UU 468187 4158 4164 51<3 Table 2

(38)

W|sh ri uxoh Orvv o|3 Z| }@R|*| Fdvh 4= U Zlwkrxw vprrwklqj <71<7 06133 31;4 Zlwk vprrwklqj 9316< 31<; 417; 4166 Fdvh 5= UU Zlwkrxw vprrwklqj 44615 06138 3174 Zlwk vprrwklqj :;19: 31<< 4179 415< Plvvshflhg uxoh zlwkrxw vprrwklqj 44619 06146 314; Plvvshflhg uxoh zlwk vprrwklqj ;418: 4136 41;8 31;; Table 3a

Taylor rule, with varying information

Table 3b

Income growth rule, with varying information

Table 3c

Simple inflation-forecast based rules, with varying information W|sh ri uxoh Orvv o|3 Z| {+|*| Fdvh 4= U Zlwkrxw vprrwklqj <:18; 06143 03136 Zlwk vprrwklqj :41<: 31<8 41<: 413: Fdvh 5= UU Zlwkrxw vprrwklqj 4461; 06146 3137 Zlwk vprrwklqj ;9137 31<; 5136 4154 W|sh ri uxoh Orvv o|3 Z| ru Z|n*| Fdvh 4= U Z| :8148 31:9 41<< Z|n*| 9819; 4147 7178 ZS |n*| 96159 4164 7158 Fdvh 5= UU Z| ;<1<4 31:: 41<; Z|n*| ;519< 4149 7178 ZS ;31;< 4165 714:

(39)

vrolg olqhv= dfwxdo> gdvkhg olqhv= shufhlyhg> odvw froxpq= vrolg olqhv= lqwhuhvw udwh> gdvkhg= dfwxdo lq dwlrq

Figure 1a

(40)

vrolg olqhv= dfwxdo> gdvkhg olqhv= shufhlyhg> odvw froxpq= vrolg olqhv= lqwhuhvw udwh> gdvkhg= dfwxdo lq dwlrq

Figure 1b

(41)

vrolg olqhv= lqfrpsohwh lqirupdwlrq> gdvkhg= frpsohwh lqirupdwlrq Figure 2a

(42)

vrolg olqhv= lqfrpsohwh lqirupdwlrq> gdvkhg= frpsohwh lqirupdwlrq Figure 2b

(43)

vrolg olqhv= frpplwphqw> gdvkhg= glvfuhwlrq Figure 3

(44)

gdvkhg +grwwhg, krul}rqwdo olqh= glvfuhwlrqdu| htxloleulxp zlwkb ' fD/ frpsohwh +lqfrpsohwh, lqirupdwlrq> vrolg +gdvkhg, olqh= orvv iru ydu|lqjb/

frpsohwh +lqfrpsohwh, lqirupdwlrq Figure 4

(45)

gdvkhg +grwwhg, krul}rqwdo olqh= glvfuhwlrqdu| htxloleulxp zlwkb ' fD/ b2 ' ff/ frpsohwh +lqfrpsohwh, lqirupdwlrq> vrolg +gdvkhg, olqh= orvv iru ydu|lqj

b2/ frpsohwh +lqfrpsohwh, lqirupdwlrq Figure 5

(46)

Figure 6

Perception errors in the output gap and the relative variance of cost-push and potential output shocks

(47)

Vrolg olqhv= VLL> gdvkhg olqhv= FL> grwwhg olqhv= DLL

Figure 7

(48)

Vrolg olqhv= DLL> gdvkhg olqhv= VLL1

Figure 8

(49)

Uhihuhqfhv

^4` Edwlql/ Q1 dqg D1 Kdogdqh +4<<<,/ Iruzdug0orrnlqj uxohv iru prqhwdu| srolf|/ lq M1 Wd|oru +hg1, Prqhwdu| Srolf| Uxohv/ Fklfdjr= Xqlyhuvlw| ri Fklfdjr Suhvv/ 48:05341

^5` Eodfn/ U1/ W1 Pdfnohp dqg G1 Urvh +4<<:,/ Rq srolf| uxohv iru sulfh vwdelolw|/ lq Sulfh vwdelolw|/ lq dwlrq wdujhwv dqg prqhwdu| srolf|/ Sur0 fhhglqjv ri d frqihuhqfh khog e| wkh Edqn ri Fdqdgd/ Pd| 4<<:1 ^6` Fodulgd/ U1/ M1 Jdol dqg P1 Jhuwohu +4<<;,/ Prqhwdu| srolf| uxohv lq

sudfwlfh= Vrph lqwhuqdwlrqdo hylghqfh/ Hxurshdq Hfrqrplf Uhylhz 75+9,/ 43660439:1

^7` Fodulgd/ U1/ M1 Jdol dqg P1 Jhuwohu +4<<<,/ Wkh vflhqfh ri prqhwdu| srolf|= D qhz0Nh|qhvldq shuvshfwlyh/ Mrxuqdo ri Hfrqrplf Olwhudwxuh 6:+7,/ 499404:3:1

^8` Frhqhq/ J1/ D1 Ohylq dqg Y1 Zlhodqg +5334,/ Prqh| dqg prqhwdu| srolf| xqghu gdwd xqfhuwdlqw|/ plphr/ Hxurshdq Fhqwudo Edqn1

^9` Grwvh|/ P1 dqg D1 Kruqvwhlq +5333,/ Lv wkh ehkdylrxu ri prqh| xvh0 ixo wr d glvfuhwlrqdu| srolf| pdnhuB/ plphr/ Ihghudo Uhvhuyh Edqn ri Ulfkprqg1

^:` Guhz/ D1 dqg E1 Kxqw +5333,/ H!flhqw srolf| uxohv dqg wkh lpsolfdwlrqv ri srwhqwldo rxwsxw xqfhuwdlqw|/ Mrxuqdo ri Hfrqrplfv dqg Exvlqhvv/ 85=425/ Mdqxdu|2Dsulo 5333/ 47604941

^;` Hvwuhood/ D1 dqg M1 Ixkuhu +4<<;,/ G|qdplf lqfrqvlvwhqflhv= frxqwhu0 idfwxdo lpsolfdwlrqv ri d fodvv ri udwlrqdo h{shfwdwlrqv prghov/ Ihghudo Uhvhuyh Edqn ri Ervwrq Zrunlqj Sdshu Qr1<;081

^<` Hvwuhood/ D1 dqg I1 Plvknlq +4<<<,/ Uhwklqnlqj wkh uroh ri QDLUX lq prqhwdu| srolf|= lpsolfdwlrqv ri prgho irupxodwlrq dqg xqfhuwdlqw|/ lq M1 Wd|oru +hg1, Prqhwdu| Srolf| Uxohv/ Fklfdjr= Xqlyhuvlw| ri Fklfdjr Suhvv/ 73807681

^43` Jdlgxfk/ Y1 dqg E1 Kxqw +5333,/ Lq dwlrq wdujhwlqj xqghu srwhqwldo rxwsxw xqfhuwdlqw|/ LPI Zrunlqj Sdshu1

^44` Jdvsdu/ Y1 dqg I1 Vphwv +5333,/ Sulfh ohyho vwdelolw|= vrph lvvxhv/ Qdwlrqdo Lqvwlwxwh Hfrqrplf Uhylhz Qr14:7/ Rfwrehu 5333/ 9;0:<1

(50)

^45` Jhuodfk/ V1 dqg J1 Vfkqdeho +5333,/ Wkh Wd|oru uxoh dqg lqwhuhvw udwhv lq wkh HPX duhd/ Hfrqrplfv0Ohwwhuv 9:+5,/ 49804:41

^46` Jhuodfk/ V1 dqg I1 Vphwv +4<<<,/ Rxwsxw jdsv dqg prqhwdu| srolf| lq wkh HPX duhd/ Hxurshdq Hfrqrplf Uhylhz 76/ ;340;451

^47` Jrrgiulhqg/ P1 dqg U1 Nlqj +4<<:,/ Wkh qhz qhrfodvvlfdo v|qwkhvlv dqg wkh uroh ri prqhwdu| srolf|/ QEHU Pdfurhfrqrplfv Dqqxdo 45= 56405;61

^48` Odqvlqj/ N1 +5333,/ Ohduqlqj derxw d vkliw lq wuhqg rxwsxw= Lpsolfd0 wlrqv iru prqhwdu| srolf| dqg lq dwlrq/ Ihghudo Uhvhuyh Edqn ri Vdq Iudqflvfr Zrunlqj Sdshu1

^49` Od{wrq/ G1/ S1 Lvdug/ D1 Hooldvrq +5333,/ Lq dwlrq wdujhwlqj zlwk QDLUX xqfhuwdlqw| dqg hqgrjhqrxv srolf| fuhglelolw|/ Mrxuqdo ri Hfr0 qrplf G|qdplfv dqg Frqwuro/ 58/ 448047;1

^4:` Ohylq/ D1/ Y1 Zlhodqg/ dqg M1 Zlooldpv +4<<<,/ Wkh shuirupdqfh ri iruhfdvw edvhg prqhwdu| srolf| uxohv xqghu prgho xqfhuwdlqw|/ lq M1 Wd|oru +hg1, Prqhwdu| Srolf| Uxohv/ QEHU/ Fklfdjr Xqlyhuvlw| Suhvv1 ^4;` PfFdooxp/ E1 +4<;;,/ Urexvwqhvv surshuwlhv ri d uxoh iru prqhwdu|

srolf|/ Fduqhjlh Urfkhvwhu Frqihuhqfh Vhulhv rq Sxeolf Srolf| 5</ 4:60 5371

^4<` PfFdooxp/ E1 +4<<:,/ Lvvxhv lq wkh ghvljq ri prqhwdu| srolf| uxohv/ QEHU Zrunlqj Sdshu Qr1 9349

^53` PfFdooxp/ E1 +5333,/ Frpphqwv rq Hulf Vzdqvrq*v sdshu cRq vljqdo h{wudfwlrq dqg qrq0fhuwdlqw| htxlydohqfh lq rswlpdo prqhwdu| srolf| uxohv*/ Pdufk 53331

^54` PfFdooxp/ E1 dqg H1 Qhovrq +5333,/ Wlphohvv shuvshfwlyh yhuvxv glv0 fuhwlrqdu| prqhwdu| srolf| lq iruzdug0orrnlqj prghov/ plphr/ Edqn ri Hqjodqg1

^55` Ruskdqlghv/ D1 +4<<;,/ Prqhwdu| srolf| hydoxdwlrq zlwk qrlv| lqiru0 pdwlrq/ Ilqdqfh dqg Hfrqrplfv Glvfxvvlrq Vhulhv Zrunlqj Sdshu Qr1 4<<;0831 Erdug ri Jryhuqruv ri kh Ihghudo Uhvhuyh V|vwhp1

^56` Ruskdqlghv/ D1 +5333,/ Wkh txhvw iru survshulw| zlwkrxw lq dwlrq/ HFE Zrunlqj Sdshu Qr1481

References

Related documents

The Defense Contract Management Agency was established by the Deputy Secretary of Defense in 2000 and is under the authority, direction, and control of the Under Secretary of

[r]

The research participants comprise of programme coordinators of Bachelor’s Degree of Social work, final year students within the programme and teachers teaching courses relevant

Nurses can provide improved and more sensitive care when guided by psychosocial theories such as Rubin's tasks of pregnancy, prenatal attachment, pregnancy as a liminal phase, and

What is different about The Round House is that readers discover the novel’s artistic representation of familial roles and expectations within Native American families by what

as they try to complete their program and develop a sense of what the education system can provide them. This section has used elements of pastoral power to make sense of the

In order to provide a theoretical framework and foundational research to guide the development of the current study, this chapter reviews relevant literature on (a)

It is time for Ethiopian Prime Minister Meles Zenawi to be held accountable for his many crimes he has committed against the people of Ethiopia and Somalia.. He and others in