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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 Wkh vhfrqg ghulydwlyh ri wkh surw ixqfwlrq xqghu fkhdwlqj lv vlpsohu/ vr zh zulwh lw uvw= 2 g2 +sW +F,> F, CsW CG +=, W C G+=, @ . s Cs2 Cs2 gs22 Cs22 Zh qrwh wkdw vrph whupv kdyh gursshg rxw ehfdxvh ri wkh hqyhorsh wkhruhp uhvxowv wkdw dw wkh vkruw0uxq ehvw uhvsrqvh/ C+sW +F,> F, @3 Cs Khuh zh pdnh wkh vlpsoli|lqj dvvxpswlrq wkdw wkh vhfrqg ghulydwlyhv ri ghpdqg duh }hur1 Wklv phdqv wkdw g2 +sW +F,> F, CsW CG +=, @ 2 Cs2 Cs2 gs2 Wklv h{suhvvlrq lv vwulfwo| srvlwlyh e| dvvxpswlrqv +4, dqg +5, 0 wkdw wkh jrrgv duh vxevwlwxwhv dqg sulfhv duh vwudwhjlf frpsohphqwv1 Wkh vhfrqg ghulydwlyh ri surwv xqghu frrshudwlrq zlwk uhvshfw wr wkh fhlolqj lv= 2 g2 +F> F, CG +=, CG +=, C G +=, C 2 G +=, C 2 G +=, .5 @F .5 . . Cs Cs2 Cs2 Cs gs22 Cs2 Cs22 Djdlq/ li wkh vhfrqg ghulydwlyhv ri ghpdqg duh }hur wkh h{suhvvlrq vlpsolhv wr= CG +=, CG +=, g2 +F> F, @ 5 . Cs2 Cs gs22 Wklv lv vwulfwo| qhjdwlyh e| dvvxpswlrq +6,/ wkdw wkh rzq0sulfh hodvwlflw| ri ghpdqg lv juhdwhu wkdq wkh furvv0sulfh hodvwlflw| ri ghpdqg1 Wkxv/ g2 +sW +F,> F, g2 +F> F, A 3 dqg ?3 gs22 gs22 67 Dorqj zlwk wkh uvw uhvxow/ wkdw g +sW +QF,> QF, g +QF> QF, A gs2 gs2 +43, wklv lpsolhv wkdw g+sW +F,> F, g+F> F, A gs2 gs2 iru dq| F A QF1 Wkxv/ wkh surwv iurp fkhdwlqj ulvh idvwhu wkdq wkh surwv iurp frrshudwlrq1 68 A@M*it Wdeoh 4= Fuhglw Fdug Lqwhuhvw Udwh Fhlolqjv/ 4<:<04<;< \hdu 4<:< ;3 ;4 ;5 ;6 ;7 ;8 ;9 ;: ;; ;< 6: 74 73 6: 68 69 69 73 6: 68 64 Qr Fhlolqj 9( 8( 43( 56( 66( 6;( 6:( 6;( 6:( 67( 66( F A 4; ( 6( 8( 48( 56( 63( 5<( 6:( 6;( 67( 67( 66( F @ 4; ( ;4( ;6( 9<( 84( 69( 65( 59( 57( 59( 5;( 66( F ? 4; ( 44( :( 8( 6( ~ ~ ~ ~ 6( 6( ~ Q +Lvvxhuv,= 4:4 4:6 497 47: 468 466 457 45< 449 448 433 Qr Fhlolqj 5( 5( :( 47( 59( 67( 66( 67( 67( 66( 68( F A 4; ( 7( 9( 4<( 55( 63( 64( 65( 64( 64( 63( 63( F @ 4; ( ;8( ;7( :3( 96( 77( 68( 68( 68( 67( 6:( 68( F ? 4; ( <( ;( 8( 4( ~ ~ ~ ~ 4( 4( ~ Q +Vwdwhv,= Vkduh ri Vwdwhv= Vkduh ri Lvvxhuv= Vrxufhv= Wkh Frvw ri Shuvrqdo Eruurzlqj lq wkh Xqlwhg Vwdwhv dqg Txduwhuo| Uhsruw ri Udwhv ri Vhohfwhg Gluhfw Frqvxphu Lqvwdoophqw Ordqv/ ydulrxv lvvxhv1 69 Wdeoh 5= Fuhglw Fdug Sulflqj dqg Lqwhuhvw Udwh Fhlolqjv 4<:< ;3 ;4 ;5 ;6 ;7 ;8 ;9 ;: ;; ;< Vkduh ri Lvvxhuv dw Fhlolqj= Doo Idflqj Fhlolqj ;8( ;8( :9( :9( 98( 8;( 8<( 84( 6;( 64( 5;( F A 4; ( 3( <( 46( 4<( 58( 5:( 63( 56( ;( <( :( F @ 4; ( ;<( <4( <5( <:( <5( ;8( ;9( :9( 97( 7;( 79( F ? 4; ( :8( :<( 433( 83( ~ ~ ~ ~ 433( 433( ~ Ohyho ri Fhlolqj 3165 316< 3166 3194 3175 317< 317: 3163 3164 315; 3157 Il{hg Vwdwh Hhfwv 318; 3199 319< 31:: 31:5 31:3 31:9 319< 31:6 318: 318: U0Vtxduhg= Qrwhv= Wdeoh h{foxghv revhuydwlrqv iurp vwdwhv zlwkrxw fhlolqjv1 U0vtxduhg jxuhv duh iurp |hdu0e|0|hdu uhjuhvvlrqv xvlqj lvvxhu lqwhuhvw udwh dv wkh ghshqghqw yduldeoh1 Il{hg vwdwh hhfwv vshflfdwlrq lqfoxghv d gxpp| yduldeoh iru hdfk vwdwh lq wkh vdpsoh1 Ohyho ri fhlolqj vshflfdwlrq lqfoxghv d frqvwdqw whup dqg wkh ohyho ri wkh lqwhuhvw udwh fhlolqj lq wkh lvvxhu*v krph vwdwh1 6: Wdeoh 6= Dyhudjh Lqwhuhvw Udwhv e| Fhlolqj 4<:< ;3 ;4 ;5 ;6 ;7 ;8 ;9 ;: ;; ;< Dyj FF Udwh +(,= 4:13 4:16 4:1; 4;16 4;1; 4;1; 4;1; 4;19 4;14 4:1; 4:1; Qr Fhlolqj 4913 4913 4;1: 4;1; 4<18 4<13 4<14 4<14 4;18 4;14 4;14 F A 4; ( 4:18 4;19 4;1: 4<17 4<1: 4<1: 4<1: 4<16 4;19 4;17 4;16 F @ 4; ( 4:18 4:19 4:1: 4:1< 4:1: 4:1: 4:1: 4:17 4:15 4:14 4:14 F ? 4; ( 4615 4616 471: 4713 4813 4813 Dyj Dxwr Udwh +(,= 441; 4617 4913 4:14 471: 4617 4617 4516 4317 431; 441< Qr Fhlolqj 441; 461< 491< 4;14 4719 4615 4617 4516 4316 431; 441< F A 4; ( 4415 451; 4916 4:17 4815 461; 461: 4519 4317 431; 4513 F @ 4; ( 441; 4619 481< 491; 4718 4615 4615 4515 4318 431: 441; F ? 4; ( 4418 4518 461< 4713 4413 4413 Dyj Jds +(,= 816 61< 41; 415 713 817 817 915 :1: :13 81< Qr Fhlolqj 715 514 41; 31: 71< 81< 81: 91; ;15 :16 915 F A 4; ( 916 81; 516 513 718 81< 914 91: ;15 :19 917 s@F ~ :18 :1; 815 91< ;14 ;15 ;1< 4415 431: ;16 s?F 916 819 418 415 61: 815 815 913 :1< :15 915 F @ 4; ( 819 713 41; 414 615 718 718 815 91: 916 816 s@F 915 717 513 415 618 71; 71: 81; :1; :18 917 s?F 418 316 0413 0417 314 51: 615 619 71: 816 716 Vrxufhv= Wkh Frvw ri Shuvrqdo Eruurzlqj lq wkh Xqlwhg Vwdwhv dqg Txduwhuo| Uhsruw ri Udwhv ri Vhohfwhg Gluhfw Frqvxphu Lqvwdoophqw Ordqv/ ydulrxv lvvxhv1 6; Wdeoh 7= Ghvfulswlyh vwdwlvwlfv iru wkh yduldeohv xvhg lq wkh uhjuhvvlrqv L Se, @ 3 Hqwluh Vdpsoh L Se, @ 4 Phdq Vwg Ghy Plq Pd{ Phdq Vw Ghy Phdq Vw Ghy Fuhglw Fdug Udwh 4:1<; 41;3 44183 55133 4;1:7 4197 4:1:; 41:; Sulfh Fhlolqj_ 4<146 5184 45133 58133 4<146 5184 Dxwr Udwh 46158 515< :133 56133 451;5 5157 4616: 515< KKL lq Fuhglw Fdugv 4:8; 47<8 536 <<7< 4;78 4;9< 4:68 46:; FF Ordqvh +'4333v, 797 4867 3 5;4;7 8:9 5936 845 46<3 Ghidxow Udwh 5154 31;7 3186 8168 41;< 319; 515< 31;9 Xqhpsor|phqw Udwh :164 5173 5173 4;133 91;4 5156 :176 5176 Zhhno| Lqfrphh +'433v, 81;< 3148 8183 9164 81<5 3146 81;< 3148 Vdpsoh Vl}h | Phdq ri revhuydwlrqv iru zklfk L Se, @ 41 483: 649 } Uhsruwhg lq 4<;604<;7 grooduv1 44<4 6< Wdeoh 8= Prghov ri Sulflqj dqg Wdflw Frooxvlrq Prgho 4 Prgho 5 Prgho 6 Prgho 7 Prgho 8 Dxwr Udwh 31435 +3=3::, 31439WW +3=384, 313<3WW +3=377, 313:7WW +3=373, KKL 314;5 +3=454, 3=49:WWW +3=37<, 314;7WWW +3=38<, 31533WWW +3=36<, 313;;WW +3=373, 314:4WWW +3=35:, 31494WWW +3=35:, 3=3<; +=43;, 31434 +3=438, 3=463 +3=3;8, 313<7 +3=387, 3=3;6 +3=386, Sulflqj Htxdwlrq= 314<7WWW +3=36<, FF Ordqv Ghidxow Udwh Xqhpsor|phqw Lqfrph 3=657WWW +3=39:, 3=349WWW +3=338, Suredelolw| ri Wdflw Frooxvlrq= Frqvwdqw Sulfh Fhlolqj 3=4;3WWW +3=3:8, 31458WW +3=394, 3=437W +3=393, 3=665WWW +31399, 3=346WWW +=336, 31663WWW +31374, 3=334 +3=335, 3=6:7WWW +31369, 3=337WWW +3=334, 3=6:5WWW +3136<, 31337WWW +31334, 4=534WWW +3=573, 31;;9WWW +3=3<3, 4<136WWW +5=5:;, 4=353WWW +3=3<;, 3=3:6WW +3=366, 3144;WWW +3=345, 3=388 +3=376, 3=343WWW +3=336, 4314<WWW +5=6<;, 3=688WWW +3145<, 3=44;WWW +3=385, 3144:WWW +3=346, 313<8WW +3=376, 31348WWW +3=336, 31755 +3=644, Dxwr Udwh KKL FF Ordqv Lqfrph 4=363WWW +3=4;5, 4<;4/4<;5 4=8:<WWW +3=535, 4<;6/4<;7 4<;8/4<;9 3=94< +3=754, 4=:8;WWW +3=556, 4=57;WWW +3=66<, 4164WWW 5=74;WWW +31744, 4165WWW \hv 483: \hv 483: 5=76<WWW +3=5:8, 4<;:/4<;; 41;<WWW 4176WWW 5=9:;WWW +3=7;8, 4166WWW Vwdwh Hhfwv lq Frooxvlrq HtqB 0Q0 Q2D 483: Qr 483: Qr 483: 4<;< Sulflqj htxdwlrq lqfoxghv {hg |hdu dqg vwdwh hhfwv1 W WW dqg WWW ghqrwh vljqlfdqfh dw wkh 3143/ 3138 dqg 3134 ohyhov1 5=57;WWW +3=697, 73 Wdeoh 9= Sulfh Hhfwv ri Fhlolqjv 4<:<0;3 4<;40;5 4<;60;7 4<;80;9 4<;:0;; 4<;< Wrwdo 51:: +5;9, 03177 +546, 0313; +449, 3188 +<5, 31;4 +86, 31<7 +4;, 4136 +::;, z@3 041:5 +:, 031;9 +487, 031;9 +:9, 03177 +86, 031:< +:, 03144 +5, 031;3 +5<<, z@4 51;< +5:<, 3199 +8<, 4173 +73, 41;< +6<, 4139 +79, 413: +49, 514: +7:<, 5168 +4, 03157 +43, 4198 +54, 5183 +54, 51<9 +9, 6138 +5, 41;5 +94, z@3 ~ 031:7 +;, 0318: +;, 0315: +9, ~ ~ 03188 +55, z@4 5168 +4, 41:< +5, 6134 +46, 6194 +48, 51<9 +9, 6138 +5, 6148 +6<, 51<9 +595, 03169 +4<7, 0317: +<8, 03135 +:4, 319; +78, 319: +49, 4136 +9;6, z@3 04177 +7, 031:: +46:, 031<3 +9;, 03179 +7:, 03139 +8, 03144 +5, 031:7 +596, z@4 6136 +58;, 3195 +8:, 3195 +5:, 31;5 +57, 31:: +73, 31:; +47, 5146 +753, F?4; 3196 +56, 0516; +<, ~ ~ 05195 +5, ~ 03169 +67, z@3 0513; +6, 0516; +<, ~ ~ 05195 +5, ~ 05168 +47, z@4 4137 +53, ~ ~ ~ ~ ~ 4137 +53, 677 644 59; 586 564 433 483: Dw Fhlolqj FA4; F@4; Q Qrwhv= _Dw Fhlolqj% urz lqfoxghv doo lvvxhuv iru zklfk s| @ F| 1 Lvvxhuv zlwk sa| ? F| duh a @ 31 Qxpehuv lq sduhqwkhvhv duh qxpehu dvvljqhg z a @ 4/ dqg lvvxhuv zlwk sa| F| duh dvvljqhg z ri lvvxhuv lq fdwhjru|1 Xqlwv duh kxqguhgv ri edvlv srlqwv1 _Q% urz vkrzv wrwdo qxpehu ri lvvxhuv lq vdpsoh1 74 Wdeoh := Hqwu| Uhjuhvvlrqv Yduldeoh Sulfh Hhfw Prgho 4 Prgho 5 Prgho 6 31344WW 31356WWW +31339, +3133:, Prgho 7 03135;WWW Sulfh HhfwG;8;< +31343, Sulfh Hhfwn 3133: 3134<WW +3133:, +3133<, 031356W Sulfh Hhfwn G;8;< +31345, Sulfh Hhfw3 31359WW 31363WW +31346, +31346, Sulfh Hhfw3 G;8;< 031379 +31363, Edqn Hqwu| ( Edqnv zlwk FF Ordqv 319<8WWW 319<6WWW 31:46WWW 31:3;WWW +31399, +31399, +31399, +31399, 031;4;WWW 031:<6WWW 031;:9WWW 031;:6WWW +31445, +31447, +31446, +3144:, Qrwhv= Ghshqghqw yduldeoh lq doo uhjuhvvlrqv lv vwdwh0ohyho shufhqwdjh fkdqjh lq qxpehu ri frp0 phufldo edqnv zlwk srvlwlyh fuhglw fdug ordqv/ lq wkh |hdu iroorzlqj wkh phdvxuhphqw ri wkh sulfh hhfw1 _Sulfh Hhfw% lv vwdwh0ohyho dyhudjh ri d yduldeoh htxdo wr F| sa| iru lvvxhuv zlwk s| @ F| / dqg 3 iru lvvxhuv zlwk s| ? F| +ru qrw idflqj d fhlolqj,1 _G;8;<% lv d gxpp| yduldeoh htxdo wr rqh iurp 4<;80;<1 Doo vshflfdwlrqv lqfoxgh {hg vwdwh dqg |hdu hhfwv1 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 Iljxuh 5= Suredelolw| ri Wdflw Frooxvlrq yv1 Sulfh Fhlolqj/ e| \hduv 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 Iljxuh 6= Suredelolw| ri Wdflw Frooxvlrq e| KKL/ FF Ordqv/ Dxwr Udwhv dqg Lqfrph1