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lqglfdwlqj wkdw up 4*v surwv duh d ixqfwlrq ri lwv rzq sulfh dqg wkh sulfh fkdujhg e| wkh rwkhu
up1 Zh zloo eh lqwhuhvwhg lq hydoxdwlqj wklv ixqfwlrq dqg lwv ghulydwlyhv/ erwk iru jhqhudo ydoxhv
ri s dqg s2 dqg dovr sduwlfxodu ydoxhv ri hdfk sulfh1 Iru h{dpsoh/ zh fdq uhsuhvhqw up 4*v surwv
zkhq erwk upv pdwfk wkh fhlolqj dv

 +F> F,

+D5,

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+D6,

zkhuh F lv wkh ohyho ri wkh sulfh fhlolqj1
Ghqh

R

dv up 4*v vkruw0uxq ehvw uhvsrqvh wr up 5*v sulfh1 Wkxv/ zh fdq uhsuhvhqw up 4*v surwv zkhq
lw sod|v lwv ehvw uhvsrqvh wr up 5*v sulfh dw wkh fhlolqj e|
 +sW +F,> F,

+D7,

 +QF> QF,

+D8,

QF @ sW +QF,> QF @ sW2 +QF,

+D9,

dqg wkh qrqfrrshudwlyh surwv dv

zkhuh

65
Iru vlpsolflw| zh dvvxph wkdw
 +QF> QF, @ 3

+D:,

Qrwh wkdw doo ri wkh deryh fdq dovr eh uhsuhvhqwhg xvlqj htxlydohqw qrwdwlrq lq whupv ri sulfhv
dqg ghpdqg/ zkhuh
 +s > s2 , @ s G +s > s2 ,

2

+D;,

tt4T|L?t

Zh pdlqwdlq wkuhh dvvxpswlrqv uhjduglqj frpshwlwlrq=
+4, Wkh wzr jrrgv duh vxevwlwxwhv=
CG +s > s2 ,
A3
Cs2

+D<,

CsW
A3
Cs2

+D43,

+5, Sulfhv duh vwudwhjlf frpsohphqwv=

+6, Wkh rzq0sulfh hodvwlflw| ri ghpdqg lv juhdwhu lq devroxwh ydoxh wkdq wkh furvv0sulfh hodvwlflw|
ri ghpdqg=
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Cs2
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Zh duh lqwhuhvwhg lq h{dplqlqj fkdqjhv lq wkh vxvwdlqdelolw| ri wdflw frooxvlrq dv wkh fhlolqj fkdqjhv1
Wklv vxvwdlqdelolw| zloo ghshqg rq wkh surwv iurp frrshudwlrq dqg wkh surwv iurp fkhdwlqj1 Zh
fdq uhsuhvhqw fkdqjhv lq wkh fhlolqj dv ehlqj htxlydohqw wr fkdqjh lq s2 / xqghu wkh dvvxpswlrq wkdw
up 5 wdflwo| frooxghv e| pdwfklqj wkh fhlolqj1
Frqvlghu uvw wkh vlpsoh fdvh lq zklfk F @ QF 0 wkdw lv/ wkh fhlolqj lv vhw dw wkh qrqfrrshudwlyh
sulfh1 Reylrxvo|/ vxvwdlqlqj wdflw frooxvlrq lv wulyldoo| hdv| lq wklv vlwxdwlrq1 Zh fdq qrwh/ krzhyhu/
wkdw zkhq F @ QF=
g +QF> QF,
g +sW +QF,> QF,
A
gs2
gs2

+D46,

66
Wkdw lv/ iru vpdoo fkdqjhv lq wkh fhlolqj/ wkh fkdqjh lq surwv iurp fkhdwlqj lv pruh srvlwlyh
wkdq wkh fkdqjh lq surwv iurp frrshudwlrq1 Wklv phdqv wkdw fkhdwlqj ehfrphv lqfuhphqwdoo|
pruh dwwudfwlyh wkdq frrshudwlrq/ dv wkh fhlolqj ulvhv voljkwo| deryh wkh qrqfrrshudwlyh sulfh1 Wkh
lqwxlwlrq ehklqg wklv lv idluo| fohdu= wkh ohiw0kdqg vlgh ri wkh deryh h{suhvvlrq doorzv up 4 wr
uh0rswlpl}h edvhg rq wkh fkdqjh lq s2 / zkloh wkh uljkw0kdqg vlgh grhv qrw ehfdxvh lw frqvwudlqv up
4 wr pdlqwdlq s @ F1
Nqrzlqj wkdw fkhdwlqj ehfrphv pruh dwwudfwlyh dv wkh fhlolqj ulvhv durxqg F @ QF/ zh wkhq
dgguhvv wkh lvvxh ri zkwd kdsshqv eh|rqg wkdw srlqw1 Wr orrn dw wklv pruh forvho|/ zh h{dplqh wkh
vhfrqg ghulydwlyhv ri surwv xqghu frrshudwlrq dqg fkhdwlqj1
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Zh qrwh wkdw vrph whupv kdyh gursshg rxw ehfdxvh ri wkh hqyhorsh wkhruhp uhvxowv wkdw dw wkh
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Wklv h{suhvvlrq lv vwulfwo| srvlwlyh e| dvvxpswlrqv +4, dqg +5, 0 wkdw wkh jrrgv duh vxevwlwxwhv
dqg sulfhv duh vwudwhjlf frpsohphqwv1
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g2 +sW +F,> F,
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67
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68



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73

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dqg 3 iru lvvxhuv zlwk s| ? F| +ru qrw idflqj d fhlolqj,1 _G;8;<% lv d gxpp| yduldeoh htxdo wr
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75



6}hit
C<18

C=18

18<C<24

C>=24

1

Fraction of States (with >1 observation)

0.9
0.8
0.7
0.6
0.5
0.4
0.3
0.2
0.1
0
0

(0, 0.25]

(0.25,
0.50]

(0.50,
0.75]

(0.75,
1.00)

1

Share of Issuers at Ceiling

Iljxuh 4= Klvwrjudpv ri Zlwklq0Vwdwh Vkduh dw Fhlolqj/ e| Ohyho ri Fhlolqj

1.0
0.9
0.8
0.7
0.6
0.5
0.4
0.3
0.2
0.1
0.0
10

12

14
1979-1984

16
1985-1986

18

20
1987-1988

22

24

26

1989

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76

1
0.9
0.8
0.7
0.6
0.5
0.4
0.3
0.2
0.1
0
10

12

14

16

18

20

22

24

26

Average
High HHI, CCLoans, Auto Rate and Low Income
Low HHI, CC Loans, Auto Rate and High Income

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