• No results found

Income Shocks and Gender Gaps in Education: Evidence from Uganda

N/A
N/A
Protected

Academic year: 2021

Share "Income Shocks and Gender Gaps in Education: Evidence from Uganda"

Copied!
51
0
0

Loading.... (view fulltext now)

Full text

(1)Seminar Paper No. 744 INCOME SHOCKS AND GENDER GAPS IN EDUCATION: EVIDENCE FROM UGANDA by Martina Björkman. INSTITUTE FOR INTERNATIONAL ECONOMIC STUDIES Stockholm University.

(2) Seminar Paper No. 744 Income Shocks and Gender Gaps in Education: Evidence from Uganda by Martina Björkman. Papers in the seminar series are published on the internet in Adobe Acrobat (PDF) format. Download from http://www.iies.su.se/ ISSN: 1653-610X Seminar Papers are preliminary material circulated to stimulate discussion and critical comment. Mars 2006 Institute for International Economic Studies Stockholm University S-106 91 Stockholm Sweden.

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

(4) . +1/,"2!1',+. /=: FJ:HI>DC D; =DL 8=6C<:H >C =DJH:=DA9HR :8DCDB>8 8DC9>I>DCH 9>W:G:CI>6AAN 6W:8I I=: IG:6IB:CI D; 7DNH 6C9 <>GAH >C 9:K:ADE>C< 8DJCIG>:H =6H ADC< 7::C 6 8DC8:GC 6BDC< 9:K:A. DEB:CI :8DCDB>HIH 6C9 EDA>8NB6@:GH 0C9:GHI6C9>C< =DJH:=DA9HR 9:8>H>DCH G:<6G9>C< I=:>G 8=>A9G:CRH :9J86I>DC 6C9 ;DD9 8DCHJBEI>DC 8DC9>I>DC6A DC <:C9:G >C 6 G>H@N :CK>GDCB:CI >H >BEDGI6CI >C DG9:G ID 9:H><C HJHI6>C67A: EDA>8>:H ID EGDBDI: <:C9:G :FJ6A>IN /=: >BEDG. I6C8: D; I=>H >HHJ: =6H 7::C G::BE=6H>O:9 >C G:8:CI N:6GH H>C8: EGDBDI>C< <:C9:G :FJ6A>IN =6H 7::C >9:CI>P:9 6H DC: D; I=: BDHI >BEDGI6CI <D6AH D; I=: 9DCDG 8DBBJC>IN >C I=: C:MI 9:869: : < I=: (>AA:CC>JB :K:ADEB:CI "D6A .I6GI>C< L>I= :8@:G  :8DCDB>HIH =6K: ADC< 6G<J:9 I=6I =DJH:=DA9HR 9>W:G:CI>6A IG:6IB:CI D; 8=>A9G:C 8DC9>I>DC6A DC <:C9:G 86C 7: :MEA6>C:9 7N I=: JC9:GAN>C< :8DCDB>8 8DC9>I>DCH !DG :M6BEA: -DH:COL:>< 6C9 .8=JAIO  H=DL I=6I =DJH:=DA9H H:A:8I>K:AN 6AAD86I: G:HDJG8:H ID 8=>A9G:C >C G:HEDCH: ID K6G>6I>DCH >C H:M 9>W:G:C8:H >C I=:>G :ME:8I:9 :6GC>C<H DEEDGIJC>I>:H 6H 69JAIH !DHI:G  PC9H I=6I 6 8=>A9RH L:AA 7:>C< K6G>:H L>I= QJ8IJ6I>DCH >C >C8DB: 6C9 EG>8:H 6C9 I=6I I=: L:AA 7:>C< D; <>GAH >H BDG: H:CH>I>K: ID I=:H: QJ8IJ6I>DCH I=6C I=6I D; 7DNH .>B>A6GAN :=GB6C  =6H H=DLC I=6I <>GAHR CJIG>I>DC HJW:GH BDG: I=6C I=6I D; 7DNH >C I=: A:6C 6H DEEDH:9 ID I=: E:6@ 6<G>8JAIJG6A H:6HDC >W:G:CI>6A IG:6IB:CI D; 7DNH 6C9 <>GAH L>I= G:<6G9 ID >CIG6 =DJH:=DA9 ;DD9 6AAD86I>DCH 6C9 >IH ADC< I:GB 8DCH:FJ:C8: DC ;:B6A: >C;6CI>8>9: 6C9 <:C9:G >B76A6C8: =6H 7::C 9D8JB:CI:9 6H 6C :K>9:CI E=:CDB:CDC >C H>6 7N -DH:  ,>6C   6C9 DI=:GH *C: D; I=: BDG: HIG>@>C< 6C9 K>H>7A: :M6BEA:H D; 9>W:G:CI>6A IG:6IB:CI D; 7DNH 6C9 <>GAH L>I=>C =DJH:=DA9H >C 9:K:ADE>C< 8DJCIG>:H >H I=: EG:K6A:CI <:C9:G 7>6H >C :9J86I>DC ">GAH I:C9 ID G:8:>K: A:HH H8=DDA>C< I=6C 7DNH >C <:C:G6A E6GI>8JA6GAN HD >C GJG6A 6G:6H ADL >C8DB: 8DJCIG>:H 6C9 .DJI= H>6 :=GB6C 6C9 &CDLA:H  A9:GB6C :I 6A  /=: EDHH>7A: 86JH:H D; I=>H <:C9:G <6E >C H8=DDA>C< =6K: 7::C HJ7?:8I ID A:HH HIJ9N 6C9 H>B>A6GAN I=: C6IJG: D; I=: G:A6I>DCH=>E 7:IL::C 8=6C<:H >C =DJH:=DA9HR :8DCDB>8 8DC9>I>DCH 6C9 9>W:G:CI>6A IG:6IB:CI >C 8=>A9G:CRH :9J86I>DC >H 6CNI=>C< 7JI H:IIA:9 /=: B6>C :BE>G>86A 8=6AA:C<: >C :HI67A>H=>C< I=: A>C@ 7:IL::C =DJH:=DA9HR :8DCDB>8 8DC. 9>I>DCH 6C9 9>W:G:CI>6A >CK:HIB:CIH >C 7DNHR 6C9 <>GAHR H8=DDA>C< >H I=6I :8DCDB>8 8DC9>I>DCH 6C9 >CIG6 =DJH:=DA9 6AAD86I>DCH 6G: :C9D<:CDJH ID H8=DDA>C< 6C9 ;6B>AN HIGJ8IJG: /=: :HI>. B6I:9 :W:8I D; =DJH:=DA9 >C8DB: DC 8=>A9G:CRH 9:K:ADEB:CI6A DJI8DB:H B><=I 7: HEJG>DJH .

(5) 7:86JH: E6G:CI6A >C8DB: 6C9 DJI8DB:H ;DG 8=>A9G:C B6N 7DI= 7: 9G>K:C 7N 6C JCB:6HJG:9 ;68. IDG HJ8= 6H =:6AI= -6C9DB>O:9 :ME:G>B:CIH 8DCHI>IJI: DC: HDAJI>DC ID I=>H DB>II:9 K6G>67A:H EGD7A:B $C I=: 67H:C8: D; :K>9:C8: ;GDB HJ8= :ME:G>B:CIH =DL:K:G >I >H C:8:HH6GN ID G:AN DC :MD<:CDJH C6IJG6A K6G>6I>DCH >C 8DB7>C6I>DC L>I= HI6I>HI>86A BD9:A>C< HIG6I:<>:H /=: EG>C8>E6A 8DCIG>7JI>DC D; I=>H E6E:G >H ID 9:K:ADE 6C9 >BEA:B:CI 6 HIG6I:<N 86EIJG>C< I=: 86JH6A :W:8I D; 8=6C<:H >C =DJH:=DA9HR :8DCDB>8 8DC9>I>DCH DC I=: 9>W:G:CI>6A IG:6IB:CI >C 8=>A9G:CRH EG>B6GN :9J86I>DC $C E6GI>8JA6G $ :MEAD>I I=: :MD<:CDJH K6G>6I>DC >C 9>HIG>8I >C8DB: >C 0<6C96 DK:G I>B: 86JH:9 7N G6>C;6AA H=D8@H ID HIJ9N I=: 86JH6A :W:8IH D; =DJH:=DA9 >C8DB: H=D8@H DC 7DNHR 6C9 <>GAHR EG>B6GN :9J86I>DC 6II6>CB:CI 6C9 68=>:K:B:CIH 0<6C96 >H 6C 6<G>8JAIJG6A 8DJCIGN L=:G: BDG: I=6C   D; I=: LDG@ ;DG8: 6G: :BEADN:9 >C I=: B6>CAN G6>C;:9 6<G>8JAIJG6A H:8IDG /=:G:;DG: G6>C;6AA H=D8@H 6G: EA6JH>7A: EGDM>:H ;DG >C8DB: H=D8@H ID =DJH:=DA9H  $C 699>I>DC ID I=: B:I=D9DAD<>86A 8DCIG>7JI>DC I=: E6E:G >H 6 PGHI 6II:BEI 6I :MEA6>C>C< 9>W:G:CI>6A IG:6IB:CI >C :9J86I>DC >C 6C ;G>86C H:II>C<  2=:C 6 =DJH:=DA9 :ME:G>:C8:H 6 C:<6I>K: >C8DB: H=D8@ I=:G: 6G: ILD EDI:CI>6A :W:8IH I=6I 8DJA9 9>W:G:CI>6AAN 6W:8I >CK:HIB:CI >C 7DNHR 6C9 <>GAHR H8=DDA>C< !>GHI 6 IG6CH>IDGN H=D8@ L>AA ;DG8: I=: =DJH:=DA9 ID G:9J8: 8JGG:CI 8DCHJBEI>DC $; I=: G:9J8I>DC >C ;DD9 8DC. HJBEI>DC 6C9

(6) DG H8=DDA :ME:C9>IJG:H =6H 9>W:G:CI :W:8IH DC 7DNH 6C9 <>GAH I=:C <>GAHR 67>A>IN ID E:G;DGB >C H8=DDA B><=I 7: 6W:8I:9 .:8DC9 >C E:G>D9H D; IG6CH>IDGN H=D8@H =DJH:=DA9H 6C9 HE:8>P86AAN LDB:C 6G: ;DG8:9 ID PC9 6AI:GC6I>K: >C8DB: <:C:G6I>C< 68I>K>I>:H 6C9 ;DD9 6C9 I=:G:;DG: I=: 9:B6C9 ;DG 8=>A9G:CRH E6GI>8>E6I>DC >C =DB: EGD9J8I>DC >C8G:6H:H $; I=: 9DB:HI>8 LDG@ AD69 >H 9>W:G:CI>6AAN 6AAD86I:9 68GDHH 7DNH 6C9 <>GAH I=>H L>AA DC8: BDG: 6W:8I 7DI= I=: FJ6CI>IN 6C9 I=: FJ6A>IN D; I=: :9J86I>DC D; <>GAH G:A6I>K: ID I=6I D; 7DNH $C I=: E6E:G $ 9:K:ADE 6 H>BEA: =JB6C 86E>I6A BD9:A L=:G: E6G:CIH K>:L 8=>A9G:CRH :9J86I>DC 6H 6 ;DGB D; >CK:HIB:CI ID >AAJHIG6I: I=:H: :W:8IH $ 9:G>K: I=: :FJ>A>7G>JB A:K:A D; H8=DDA>C< :C. GDAAB:CI 6C9 I=: 8D<C>I>K: H@>AAH D; 7DNH 6C9 <>GAH 6C9 :K6AJ6I: =DL :CGDAAB:CI 6C9 8D<C>I>K: H@>AAH K6GN L>I= >C8DB: /=: :BE>G>86A PC9>C<H 6G: 7GD69AN 8DCH>HI:CI L>I= I=: BD9:A $ PC9 6 C:<6I>K: >C8DB: H=D8@ ID =DJH:=DA9H ID =6K: 6C >BB:9>6I: 6C9 C:<6I>K: :W:8I DC ;:B6A: :CGDAAB:CI >C EG>B6GN H8=DDAH 6C9 I=: :W:8I <GDLH HIGDC<:G ;DG DA9:G <>GAH  9:8G:6H: >C G6>C;6AA D; DC: HI6C96G9  *I=:G HIJ9>:H I=6I =6K: JH:9 G6>C;6AA 6H 6C >CHIGJB:CI ;DG >C8DB: >C 9:K:ADE>C< 8DJCIG>:H 6G: > : (><J:A :I 6A   +6MHDC  -DH:  6C9 (><J:A    +G:K>DJH HIJ9>:H DC 9>W:G:CI>6A IG:6IB:CI >C :9J86I>DC =6K: 7::C 8DC9J8I:9 L>I= 96I6 ;GDB H>6 : /G6N  A9:GB6C :I 6A  &>C<9DB   :=GB6C 6C9 &CDLA:H  ,>6C  . .

(7) 9:K>6I>DC ;GDB >IH =>HIDG>86A B:6C G:HJAIH >C 6  E:G8:CI6<: ED>CI 9:8G:6H: D; ;:B6A: HIJ9:CIH >C <G69:  L=>8= 8DGG:HEDC9H ID 6 9:8G:6H: D;  HI6C96G9 9:K>6I>DCH >C ;:B6A: :CGDAAB:CI DCK:GH:AN 6 C:<6I>K: >C8DB: H=D8@ D; DC: HI6C96G9 9:K>6I>DC 9:8G:6H:H B6A: :CGDAAB:CI >C +G>B6GN  7N  HI6C96G9 9:K>6I>DCH 7JI I=: :W:8I >H >CH><C>P86CI 6I HI6C96G9 A:K:AH D; H><C>P86C8: (DG:DK:G $ PC9 6 C:<6I>K: >C8DB: H=D8@ ID =6K: 6C 69K:GH: :W:8I DC I:HI H8DG:H >C <:C:G6A 6C9 I:HI H8DG:H D; ;:B6A: HIJ9:CIH >C E6GI>8JA6G /=: G:HJAIH >BEAN I=6I =DJH:=DA9H G:HEDC9 ID >C8DB: H=D8@H 7N K6GN>C< I=: FJ6CI>IN 6C9 FJ6A>IN D; <>GAHR :9J86I>DC L=>A: 7DNH 6G: ID 6 A6G<: :MI:CI H=:AI:G:9 (DG:DK:G I=: :K>9:C8: HJ<<:HIH I=6I I=: 9G>K>C< B:8=6C>HB >H I=: 9>W:G:CI>6A 7:C:PI ;GDB 8=>A9 A67DG >C =DB: EGD9J8I>DC .E:8>P86AAN L=>A: I=:G: >H HJ<<:HI>K: :K>9:C8: I=6I =DJH:=DA9H >C EDDG 8DJCIG>:H G:HEDC9 ID IG6CH>IDGN >C8DB: H=D8@H 7N >C8G:6H>C< 8=>A9 A67DG $ PC9 I=6I >I >H EG>B6G>AN <>GAHR A67DG I=6I >H JH:9 6H 6 7JW:G $C I=>H E6E:G $ 6AHD :MEAD>I 6 C6IJG6A EDA>8N :ME:G>B:CI U I=: G:BDK6A D; H8=DDA ;::H >C EG>B6GN :9J86I>DC U ID :HI>B6I: I=: :W:8IH D; 6 G:9J8I>DC >C I=: ;DGB6A 8DHI D; H8=DDA>C< DC I=: G:A6I>K: FJ6CI>IN 6C9 FJ6A>IN D; I=: :9J86I>DC D; 7DNH K:GHJH I=6I D; <>GAH 2=>A: HJ<<:HI>K: I=: :K>9:C8: HJ<<:HIH I=6I I=: G:BDK6A D; H8=DDA ;::H =6H 6 A6G<: 6C9 EDH>I>K: :W:8I DC I=: :CGDAAB:CI D; 7DI= 7DNH 6C9 <>GAH 6AI=DJ<= >I >H HIGDC<:G ;DG <>GAH (DG:DK:G 6;I:G I=: 67DA>H=B:CI D; JH:G ;::H >C EG>B6GN H8=DDAH 6 C:<6I>K: >C8DB: H=D8@ =6H 6C :K:C A6G<:G C:<6I>K: :W:8I DC ;:B6A: :CGDAAB:CI L=>A: 7DNH HI>AA G:B6>C JC6W:8I:9 /=: G:B6>C9:G D; I=: E6E:G >H DG<6C>O:9 6H ;DAADLH .:8I>DC  9:H8G>7:H I=: A>I:G6IJG: 6C9 I=: <:C9:G H>IJ6I>DC >C 0<6C96 .:8I>DC  EG:H:CIH I=: 8DC8:EIJ6A ;G6B:LDG@ 6C9 .:8I>DC  9:H8G>7:H I=: 96I6 /=: >9:CI>P86I>DC HIG6I:<N >H 9>H8JHH:9 >C .:8I>DC  .:8I>DC  EG:H:CIH I=: G:HJAIH ;DG :CGDAAB:CI 6C9 I:HI H8DG:H 6C9 .:8I>DC  9:H8G>7:H I=: GD7JHIC:HH 6C6ANH>H DC9>I>DC6A PC9>C<H 6G: EG:H:CI:9 >C .:8I>DC  6C9 .:8I>DC  8DC8AJ9:H.  . !(%/,2+" /#3',20 ,/(0. /=: A>I:G6IJG: HIJ9N>C< I=: G:A6I>DCH=>E 7:IL::C =DJH:=DA9 :8DCDB>8 8DC9>I>DCH 6C9 >CK:HI. B:CI >C 8=>A9G:C HI6GIH L>I= :8@:G  #: 6G<J:H I=6I H:M EG:;:G:C8:H G:Q:8I JC9:GAN>C< :8DCDB>8 8DC9>I>DCH 6C9 H=DL I=:DG:I>86AAN I=6I >C8G:6H:9 >C8DB: A:69H ID 6C >C8G:6H: >C I=: G:A6I>K: 9:B6C9 D; <>GAH /=>H >H 8DCH>HI:CI L>I= -DH:RH  HIJ9N >C $C9>6 L=>8= .

(8) :M6B>C:H I=: G:A6I>DCH=>E 7:IL::C 8DCHJBEI>DC HBDDI=>C< 6C9 :M8:HH ;:B6A: BDGI6A>IN .=: PC9H I=6I ;6KDG67A: G6>C;6AA H=D8@H >C 8=>A9=DD9 >C8G:6H: I=: G6I>D D; I=: EGD767>A>IN I=6I 6 <>GA HJGK>K:H ID I=: EGD767>A>IN I=6I 6 7DN HJGK>K:H CDI=:G HIG6C9 D; I=: A>I:G6IJG: =6H HIJ9>:9 =DL G:A6I>K: ;:B6A: >C8DB: 6W:8IH >CK:HIB:CI >C 8=>A9G:C !DG $C9>6 -DH:COL:>< 6C9 .8=JAIO  H=DL I=6I ;:B6A: 8=>A9G:C G:8:>K: 6 A6G<:G H=6G: D; ;6B>AN G:HDJG8:H 6C9 =6K: 6 <G:6I:G EGDE:CH>IN ID HJGK>K: G:A6I>K: ID B6A: 8=>A9G:C >C 8DBBJC>I>:H L=:G: ;:B6A:H 6G: 8DCH>9:G:9 ID 7: BDG: :8DCDB>86AAN EGD9J8I>K: 6H 69JAIH G:A6I>K: ID B6A:H !DG =>C6 ,>6C   :HI>B6I:H I=: :W:8IH D; IDI6A >C8DB: G:A6I>K: ;:B6A: 6C9 G:A6I>K: B6A: >C8DB: DC H:M G6I>DH D; HJGK>K>C< 8=>A9G:C 6C9 :9J86I>DC6A 6II6>CB:CI .=: PC9H I=6I >C8G:6H>C< IDI6A >C8DB: =6H CD :W:8I DC H:M G6I>DH >C8G:6H>C< ;:B6A: >C8DB: >C8G:6H:H I=: HJGK>K6A G6I:H ;DG <>GAH 6C9 I=: :9J86I>DC6A 6II6>CB:CI ;DG 6AA 8=>A9G:C L=:G:6H >C8G:6H>C< B6A: >C8DB: 9:8G:6H:H I=: HJGK>K6A G6I:H 6C9 I=: :9J86I>DC6A 6II6>CB:CI ;DG <>GAH 7JI >I =6H CD :W:8I DC 7DNH JQD   :MEAD>IH I=: *A9 <: +:CH>DC EGD<G6B >C .DJI= ;G>86 6C9 PC9H >BEGDK:B:CI >C I=: =:6AI= 6C9 CJIG>I>DC HI6IJH D; 8=>A9G:C :HE:8>6AAN ;DG <>GAH .=: PC9H I=: :W:8I ID 7: 9G>K:C 7N E:CH>DCH G:8:>K:9 7N LDB:C +G:K>DJH LDG@ =6H 6AHD :M6B>C:9 =DL 8=6C<:H >C =DJH:=DA9HR :8DCDB>8 8DC9>I>DCH 6W:8I 8=>A9G:CRH 9:K:ADEB:CI6A DJI8DB:H > : >C I:GBH D; H8=DDA>C< 6C9 =:6AI= !DHI:G  PC9H K6G>6I>DCH >C 8=>A9 L:><=I 6;I:G I=: H:K:G: QDD9H >C  >C GJG6A 6C<A69:H= 6C9 =: >C9>86I:H I=6I 6 8=>A9RH L:AA 7:>C< K6G>:H L>I= QJ8IJ6I>DCH >C >C8DB: 6C9 EG>8:H $C $C9>6 %68D7N 6C9 .@DJP6H  H=DL I=6I JC6CI>8>E6I:9 >C8DB: H=D8@H =6K: 6 H><C>P86CI :W:8I 8=>A9G:CRH H8=DDA 6II:C96C8: 6C9 I=6I H8=DDA 6II:C96C8: 6EE:6GH ID EA6N 6C >BEDGI6CI GDA: >C I=: H:A;. >CHJG6C8: HIG6I:<N D; EDDG =DJH:=DA9H !DG XI: 9R$KD>G: %:CH:C   JH:H 96I6 ;DG ILD N:6GH 6C9 >CK:HI><6I:H L=:I=:G KDA6I>A: >C8DB: >C 6C :CK>GDCB:CI D; >C8DBEA:I: >CHJG6C8: DG 86E>I6A B6G@:IH A:69H ID ADHI DEEDGIJC>I>:H ;DG >CK:HIB:CI >C 8=>A9G:C 6C9 I=: 9:K:ADEB:CI D; =JB6C 86E>I6A #: PC9H I=6I H8=DDA :CGDAAB:CI 9:8G:6H:9 A:HH 8=>A9G:C HDJ<=I B:9>86A =:6AI= 86G: 6C9 B6ACJIG>I>DC >C8G:6H:9 >C G:<>DCH I=6I :ME:G>:C8:9 6 G6>C;6AA H=D8@ !DG +6@>HI6C A9:GB6C :I 6A   9:I:GB>C: I=: 8=>A9 =:6AI= HID8@ 7N JH>C< EG>8: H=D8@H L=:C I=: 8=>A9G:C L:G: D; EG: H8=DDA6<: 6C9 PC9 HIGDC< :W:8IH D; 8=>A9 =:6AI= DC H8=DDA :CGDAAB:CI ::<A: :I 6A   JH: 96I6 ;GDB /6CO6C>6 6C9 PC9 I=6I =DJH:=DA9H G:HEDC9 ID IG6CH>IDGN >C8DB: H=D8@H 7N >C8G:6H>C< 8=>A9 A67DG 6C9 I=: :MI:CI ID L=>8= 8=>A9 A67DG >H JH:9 6H 6 7JW:G >H ADL:G L=:C =DJH:=DA9H =6K: 688:HH ID 8G:9>I AI=DJ<= EG:K>DJH HIJ9>:H =6K: ;DJC9 .

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

(10) <>GAH > : 8=>A9 G:6G>C< ;DD9 EG:E6G6I>DC ;:I8=>C< L6I:G 8DAA:8I>C< PG:LDD9 L6H=>C< 8ADI=:H 6C9 I6@>C< 86G: D; I=: H>8@ 6C9 DA9  AI=DJ<= 7>DAD<>86A 8DC9>I>DCH B><=I HJ<<:HI B6A:H ID 7: HIGDC<:G 6C9 BDG: 67A: ID E:G;DGB 8:GI6>C =DJH:=DA9 I6H@H I=:G: >H 6 HIGDC< E:G8:EI>DC I=6I 9DB:HI>8 8=DG:H 6G: 6 ;:B6A: G:HEDCH>7>A>IN 6C9 I=6I LDB:C

(11) <>GAH 6G: BDG: EGD9J8I>K: >C E:G;DGB>C< I=:H: I6H@H 6H 8DBE6G:9 ID B6A:H (DG:DK:G <>GAHR EGD9J8I>K>IN >C =DB: EGD9J8I>DC >H >C8G:6H>C< >C 6<: H>C8: DA9:G <>GAH 6G: 67A: ID I6@: DC <G:6I:G G:HEDCH>7>A>IN 6C9 E:G;DGB BDG: I6H@H I=6C <>GAH 6I 6 NDJC< 6<: 88DG9>C<AN I=: =DJH:=DA9RH JH: D; <>GAH >C =DB: EGD9J8I>DC 7:8DB:H BDG: EGDCDJC8:9 I=: DA9:G 6G: I=: <>GAH . 0<6C96 U (JAI> H:8IDG 8DJCIGN <:C9:G EGDPA:   <G>8JAIJG: 6C9 GJG6A 9:K:ADEB:CI CDGI= :6HI 6C9 HDJI= G:<>DC *)- ;G>86C :K:ADEB:CI !JC9   2DGA9 6C@ DJCIGN .IJ9N . .

(12) '68@>C< E:CH>DC EGD<G6BH 6C9 H6K>C< DEI>DCH ;6B>A>:H >C 0<6C96 G:AN DC I=:>G 8=>A9G:C 6H 6 HDJG8: D; >C8DB: 6I DA9 6<: 2=:C B6GGN>C< 6 LDB6C <D:H ID A>K: L>I= =:G =JH76C9 >C =>H =DB: 6C9 =:C8: =:G 8DCIG>7JI>DC 6H 6C 69JAI 7:C:PIH I=: =JH76C9RH ;6B>AN .DCH DC I=: DI=:G =6C9 B6GGN 6C9 G:B6>C >C I=: ;6B>AN 6C9 I=: 7DNRH 8DCIG>7JI>DC 6H 6C 69JAI 7:C:PIH =>H ;6B>AN DCH:FJ:CIAN E6G:CIH G:AN DC I=:>G HDCH ID ADD@ 6;I:G I=:B >C DA9 6<: AI=DJ<= LDB:C >C 0<6C96 6G: G:HEDCH>7A: ;DG BDHI D; I=: 6<G>8JAIJG6A EGD9J8I>DC 6C9 9DB:HI>8 8=DG:H LDB:C =6K: A>IIA: ID CD 9:8>H>DC B6@>C< EDL:G L>I=>C I=: =DJH:=DA9 6C9 >I >H I=: B6A: =:69 D; =DJH:=DA9 > : =JH76C9 ;6I=:G DG 7GDI=:G L=D 9:I:GB>C:H I=: 9:8>H>DCH  $C 0<6C96 8DBBJC>I>:H =6K: HIGDC< 8JAIJG6A <:C9:G 76H:9 7>6H:H IDL6G9H 7DNH (DG:DK:G I=: E:G8:EI>DC I=6I LDB:C 6G: A:HH :8DCDB>86AAN K6AJ67A: >H >CI:CH>P:9 7N 6 A:<6A HNHI:B 6C9 >CHI>IJI>DC6A 8DCHIG6>CIH A>B>I>C< LDB:CRH G><=IH ID DLC EGDE:GIN 6C9 I=:>G 688:HH ID EGD9J8I>K: G:HDJG8:H /=: 8JAIJG6A HD8>6A 6C9 A:<6A >CHI>IJI>DCH B6@: I=: B6A: =:69 D; =DJH:=DA9 7>6H:9 IDL6G9H 7DNH L=>8= >H HIGDC<AN G:Q:8I:9 >C I=: =DJH:=DA9RH >CK:HIB:CI >C >IH 8=>A9G:C 2=:C BD9:A>C< >CIG6 =DJH:=DA9 9:8>H>DCH I=: 76G<6>C>C< BD9:A >H EG:;:GG:9 H>C8: >I 68. 8DBBD96I:H I=: 8DCQ>8I D; EG:;:G:C8:H 6C9 6HNBB:IG>8 EDL:G G:A6I>DCH L>I=>C I=: =DJH:=DA9 6C9 ;JGI=:G >C I=: 76G<6>C>C< BD9:A LDB:CRH G:A6I>K: L:AA 7:>C< 9:E:C9H DC I=: G:A6I>K: 76G<6>C>C< EDL:G D; I=: HEDJH:H #DL:K:G >C 6C 0<6C96C H:II>C< L=>8= >H CDI JCA>@: B6CN 8DJCIG>:H >C .J7 .6=6G6C ;G>86 L=:G: 8JAIJG6A HD8>6A 6C9 A:<6A >CHI>IJI>DCH 76H>86AAN <>K: 6AA 76G<6>C>C< EDL:G ID I=: B6C DC: 8DJA9 H>BEAN ADD@ 6I I=: DJI8DB:H ;GDB 6 B6A: =:69 D; =DJH:=DA9 B6M>B>O>C< EGD7A:B L=:C BD9:A>C< I=: =DJH:=DA9RH 9:8>H>DCH. ,+!#-12) /*#4,/(. /=>H H:8I>DC EG:H:CIH 6 H>BEA: =JB6C 86E>I6A BD9:A L>I= >CIG6 =DJH:=DA9 8=D>8:H DC I=: FJ6A. >IN 6C9 FJ6CI>IN D; 8=>A9G:CRH :9J86I>DC $ JH: I=>H ;G6B:LDG@ ID H=DL =DL 8=>A9G:CRH 67>A>I>:H >C 9DB:HI>8 LDG@ A:6GC>C< :V8>:C8N :ME:8I:9 G:IJGCH ID :9J86I>DC 6H L:AA 6H E6G:CI6A >C8DB: 6W:8I I=: =DJH:=DA9RH >CK:HIB:CI >C 8=>A9G:CRH EG>B6GN :9J86I>DC . 0<6C96 (JAI> H:8IDG 8DJCIGN <:C9:G EGDPA:   <G>8JAIJG: 6C9 GJG6A 9:K:ADEB:CI CDGI= :6HI 6C9 HDJI= G:<>DC *)- ;G>86C :K:ADEB:CI !JC9. .

(13) . 0'!0. HHJB: I=6I E6G:CIH B6@: 9:8>H>DCH ;DG I=:>G 8=>A9G:C /=:G: >H 6 8DCI>CJJB D; ;6B>A>:H I=6I 8DJA9 EDI:CI>6AAN H:C9 I=:>G 8=>A9G:C ID H8=DDA /D H>BEA>;N 6HHJB: I=6I :68= ;6B>AN " =6H ILD 8=>A9G:C U 6 7DN 9:CDI:9 L>I= HJ7H8G>EI  6C9 6C9 6 <>GA 9:CDI:9 L>I= HJ7H8G>EI ! /=:G: 6G: ILD E:G>D9H $C E:G>D9  I=: 8=>A9 LDG@H 6I =DB: <D:H ID H8=DDA DG 7DI= $C I=: H:8DC9 E:G>D9 I=: 8=>A9 >H 6C 69JAI 6C9 LDG@H ;DG 6 L6<: $C E:G>D9  I=: E6G:CIH 9:G>K: 9>G:8I 7:C:PI ;GDB I=: 8=>A9RH 9DB:HI>8 LDG@ L=>A: >C E:G>D9  I=: E6G:CIH 7:C:PI ;GDB IG6CH;:GH ;GDB I=:>G 8=>A9 CDL 6C 69JAI /=: E6G:CIHR JI>A>IN >H  &    . . L=:G:  >H "I= E6G:CIHR 8DCHJBEI>DC >C E:G>D9 %  >H 6 9>H8DJCI ;68IDG 6C9 & >H 6 ;JC8I>DC L>I= &   &   6C9 &   D<C>I>K: H@>AAH  6G: 68FJ>G:9 688DG9>C< ID   $ . . L=:G:  >H I=: A:6GC>C< :V8>:C8N D; 6 8=>A9 D; H:M $ >C ;6B>AN " L=>8= 9:E:C9H DC B6CN ;68IDGH HJ8= 6H >CC6I: 67>A>IN 8=>A9 BDI>K6I>DC :I8  !DG H>BEA>8>IN $ 6HHJB: :FJ6A A:6GC>C< :V8>:C8N 7:IL::C 7DNH 6C9 <>GAH >C ;6B>AN "    6C9 I=6I  >H 9>HIG>7JI:9 688DG9>C< ID   DK:G I=: JC>I >CI:GK6A $ >H I=: ;G68I>DC D; I>B: >C E:G>D9  HE:CI >C H8=DDA 7N 6 8=>A9 ;GDB ;6B>AN " D; H:M $ L=:G: $    AI:GC6I>K:AN $ 8DJA9 7: >CI:GEG:I:9 6H I=: 9>K>H>DC D; G:HDJG8:H ;DD9 L>I=>C I=: ;6B>AN > : 7:IL::C 8=>A9G:C D; 9>W:G:CI H:M:H +6G:CIHR 8DCHJBEI>DC >C E:G>D9  >H <>K:C 7N  '  #  #      $      $ . . L=:G: ' >H E6G:CI6A >C8DB: :MD<:CDJH >C E:G>D9  # >H I=: EG>8: D; H8=DDA>C< ;DG DC: 8=>A9  >H 6 9JBBN K6G>67A: I6@>C< I=: K6AJ: D;  >; ;6B>AN " H:C9H I=: 8=>A9 L>I= H:M $ ID H8=DDA     $  >H I=: >C8DB: <:C:G6I:9 ;GDB =DB: EGD9J8I>DC 7N I=6I 8=>A9 >C E:G>D9  /=: ;6B>ANRH 8DCHJBEI>DC >C E:G>D9  >H <>K:C 7N  '    '   '  . . .

(14) L=:G: ' >H E6G:CI6A >C8DB: :MD<:CDJH >C E:G>D9  ' >H I=: 8=>A9RH >C8DB: L=:C LDG@>C< 6H 6C 69JAI >C E:G>D9  6C9   ' >H I=: H=6G: D; I=: 8=>A9RH >C8DB: 6H 6C 69JAI IG6CH;:GG:9 ID =>H

(15) =:G E6G:CIH FJ6I>DC  8DBEA:I:H I=: BD9:A G:A6I>C< 8=>A9 8D<C>I>K: H@>AAH ID I=: 8=>A9RH >C8DB: 6H 6C 69JAI '   . . L=:G:  >H I=: G:IJGC ID :9J86I>DC D; 6 8=>A9 D; H:M $ $C I=>H H>BEA: BD9:A E6G:CIH 6G: A>FJ>9>IN 8DCHIG6>C:9 6C9 86CCDI 7DGGDL DG H6K: /=: DCAN L6N D; H=>;I>C< >C8DB: 7:IL::C E:G>D9H >H ID 6AI:G I=: >CK:HIB:CI >C 8=>A9G:CRH :9J86I>DC  6H:9 DC I=: 9>H8JHH>DC >C H:8I>DC   >C 6C ;G>86C H:II>C< DG 6I A:6HI >C 0<6C96C H:II>C< >I >H G:6HDC67A: ID 6HHJB: I=6I <>GAHR A67DG 6I =DB: >H K>:L:9 6H BDG: K6AJ67A: I=6C I=6I D; 7DNH .E:8>P86AAN 8JAIJG6A CDGBH 6C9 E:G8:EI>DCH 67DJI 9DB:HI>8 8=DG:H HJ<<:HI I=6I <>GAH 6G: G:<6G9:9 6H 7:>C< BDG: EGD9J8I>K: >C I6@>C< 86G: D; H>7A>C<H 6C9 DI=:G =DB: EGD9J8I>DC 8A:6C>C< 8DD@>C< :I8  )DGB6A>O>C<   $ I=JH 6HHJB:       $I >H 6AHD G:6HDC67A: ID 6HHJB: I=6I =DJH:=DA9H E:G8:>K: I=6I 6 7DNRH 8DCIG>7JI>DC ID I=: =DJH:=DA9 6H 6C 69JAI L>AA 7: A6G<:G I=6C 6 <>GARH IG6CH;:G H>C8: I=: <>GA L>AA B6GGN 6C9 A:6K: I=: C6I6A =DJH:=DA9 >BEAN>C< I=6I     !>C6AAN L=>A: I=: A>B>I:9 :K>9:C8: DC I=: HD8>6A G:IJGCH ID :9J86I>DC HJ<<:HIH I=6I   >I >H EA6JH>7A: ID 6HHJB: I=6I I=: :ME:8I:9 EG>K6I: G:IJGC K>:L:9 7N I=: E6G:CIH DG I=: B6A: =:69 D; =DJH:=DA9 >H    /D H>BEA>;N I=: CDI6I>DC L>I=DJI ADHH D; <:C:G6A>IN $ 6HHJB: I=6I #  6C9 CDGB6A>O:  ID  L=:G:      ">K:C I=: 67DK: 6HHJBEI>DCH I=>H >BEA>:H I=6I      . /'31# ,-1'*2* +" #.2')' /'2* ,21!,*#0. /=: DEI>B6A 8=D>8: D; 8=>A9G:CRH :9J86I>DC 86C 7: ;DJC9 7N B6M>B>O>C< I=: E6G:CIHR :ME:8I:9 JI>A>IN  HJ7?:8I ID I=: 7J9<:I 8DCHIG6>CIH   /=: PGHI DG9:G 8DC9>I>DC ;DG 6C >CI:G>DG HDAJI>DC D; =DJH:=DA9 " ;DG 6 8=>A9 D; H:M $ >H &         ;DG $    . . $CIGD9J8>C< H6K>C<H 6C9 7DGGDL>C< LDJA9 G:9J8: E6G:CIHR >C8:CI>K:H ID >CK:HI >C :9J86I>DC 7JI LDJA9 CDI :A>B>C6I: I=:B .E:8>P86AAN >; >I >H 6HHJB:9 I=6I 6AA >CK:HIB:CIH 6G: G>H@N E6G:CIH LDJA9 9>K:GH>;N I=:>G >CK:HIB:CIH 6ADC< H:K:G6A 9>W:G:CI 6AI:GC6I>K:H >C8AJ9>C< 8=>A9G:CRH :9J86I>DC "A:LL:    .:: .JBB:GH  6C9 I=: 9>H8JHH>DC >C H:8I>DC . .

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

(17) /,-,0'1',+    ( (-##)'  $ *$ #%" $ ) "() " ) &%&*") %$ %  '"( ( $'%"" $ (%%" )$ $ $%# (%! , "" +  "'' 0) %$ ) $'%""#$) %  '"( )$ %$ )) % %-( /,,$ >W:G:CI>6I>C< $. 6C9 "$. L>I= G:HE:8I ID ' <>K:H " "   ' '    ' '

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iS, BiS. Income !><JG: . CGDAAB:CI D; <>GAH 6C9 7DNH 8DC9>I>DC6A DC >C8DB: 6C9 8DGG:HEDC9>C< 9:G>K6. I>K:H  +GDEDH>I>DC  HI6I:H I=: HJV8>:CI 8DC9>I>DCH ;DG      HHJB>C< 6 HE:8>P8 9>HIG>7JI>DC >I 86C 7: H=DLC I=6I I=: G:HJAIH INE>86AAN =DA9 BDG: <:C:G6AAN !DG :M6BEA: >;   >H JC>;DGB I=:C   .   >C9:E:C9:CI D; I=: EDEJA6I>DC D; <>GAH :CGDAA:9 >C H8=DDA EGDK>9:9 I=6I HDB: <>GAH 6G: >C9::9 >C H8=DDAH $;   >H 6 7:I6 9>HIG>7JI>DC I=: G:HJAIH L>AA =DA9 ;DG 

(19)  > : L=:C A:HH I=6C =6A; I=: EDEJA6I>DC D; <>GAH >H >C H8=DDA EGDK>9:9 I=6I   >H A6G<:  /=: H=6G: D; <>GAH :CGDAA:9 >C EG>B6GN H8=DDA >C 0<6C96 9JG>C< I=: E:G>D9    =6H 7::C =><=:G I=6C   2DGA9 6C@    $C P<JG:  $ 6HHJB:         6C9   . .

(20) /=: ILD 8DC86K: 8JGK:H H=DL I=: :CGDAAB:CI D; <>GAH <G6N A>C: 6C9 7DNH 6C9 I=: 8DCK:M A>C:H >C I=: ADL:G E6GI D; I=: P<JG: 9:E>8I I=: 9:G>K6I>K:H D; I=: :CGDAAB:CI D; <>GAH <G6N A>C: 6C9 7DNH L>I= G:HE:8I ID ' $ 86C 6AHD 9D 8DBE6G6I>K: HI6I>8H DC 8=6C<:H >C I=: ;DGB6A 8DHI D; H8=DDA>C< # 6H L:AA 6H HIJ9N L=:I=:G I=: :W:8I D; >C8DB: H=D8@H DC 7DNHR 6C9 <>GAHR :CGDAAB:CI >H 9>W:G:CI >C EDDG 6C9 L:6AI=N 9>HIG>8IH /=: G:HJAIH 6G: G6I=:G 8DBEA>86I:9 6C9 9>H8JHH:9 >C .:8I>DC  /=: 6K:G6<: 67>A>IN D; 7DNH :CGDAA:9 >C H8=DDA >H . .  " '. . . . .         " '. . .    '         . 6C9 ;DG <>GAH .  " '. . . . .         " '. . . .   '          . L=:G: "  ' "  ' >H I=: H=6G: D; :CGDAA:9 B6A: 4;:B6A:5 HIJ9:CIH I=6I 6G: >C H8=DDA ;JAA I>B: $  6C9 "  ' "  ' >H I=: H=6G: D; :CGDAA:9 B6A: ;:B6A: HIJ9:CIH I=6I 6G: >C H8=DDA A:HH I=6C ;JAA I>B:   $   /=: PGHI E6GI D; :FJ6I>DC  4 5 >H I=: 6K:G6<: 67>A>IN D; 7DNH 4<>GAH5 L=D 6G: H:CI ;JAA I>B: ID H8=DDA L:><=I:9 7N I=: H>O: D; I=>H <GDJE 6C9 I=: H:8DC9 E6GI D; I=: :FJ6I>DC >H I=: 6K:G6<: 67>A>IN D; 7DNH 4<>GAH5 L=D 6G: H:CI E6GI I>B: ID H8=DDA L:><=I:9 7N I=: H>O: D; I=: <GDJE /=: I=G:H=DA9 K6AJ:H ;DG  ;DG 6 <>K:C . ' 6C9 L=:C $  6G:  ' & '     6C9  ' & '    $   ' >H I=: ;G68I>DC D; I>B: HE:CI >C H8=DDA ;DG 8=>A9G:C CDI :CGDAA:9 ;JAA I>B: 6C9 $ >H 6 ;JC8I>DC D;  6C9 ' 6C9 9:PC:9 ;GDB I=: PGHIDG9:G 8DC9>I>DC  /,-,0'1',+   +' $$)  " )- %  '"( $ (%%"   , ""   ' )$ )) % %-(   ")%* )  '"(/ +' %$ ) + (! ""(  #- $%)   '   $) + $%# (%! ( ),% 0)( %$ +' %$ ) + (! ""(

(21)   #%' #' $" ()*$)( '%& %*) ,  , "" ' ( ) +'  " )- % ) '# $ $ ()*$)( $   "(( '(%*'( , ""  &'%+  )% )  " %' "(( ) # , ""  (&$) $ (%%" ,  , "" '* ) +'  " )-   % ) ),% 0)( %# $)( ( # *%*( #DL 9D:H 6C >C8DB: H=D8@ 6W:8I 6K:G6<: 67>A>IN H >H :K>9:CI ;GDB  6C9   :K:C >C I=>H H>BEA: BD9:A I=: IDI6A >BE68I 9:E:C9H DC 6 CJB7:G D; ;68IDGH 6C9 >I >H 9>V8JAI ID .

(22) 9:G>K: 8ADH:9 ;DGB HDAJI>DCH #DL:K:G CJB:G>86A H>BJA6I>DCH HJ<<:HI I=6I I=: G:HDJG8: :W:8I 9DB>C6I:H ;DG ADL ' L=>A: I=: H:A:8I>DC :W:8I 9DB>C6I:H ;DG =><= ' (DG:DK:G 6H ADC< 6H 6 HJV8>:CI CJB7:G D; <>GAH 6G: >C H8=DDA I=: :W:8I >H A6G<:G ;DG <>GAH I=6C ;DG 7DNH !><JG:  9:E>8IH DC: D; I=:H: CJB:G>86A H>BJA6I>DCH. . Ability. Income !><JG:  K:G6<: 67>A>IN D; <>GAH 6C9 7DNH 8DC9>I>DC6A DC >C8DB: $C I=>H E6GI>8JA6G :M6BEA: ;DG HJV8>:CIAN ADL >C8DB: A:K:AH I=:G: 6G: CD <>GAH <G6N A>C: :CGDAA:9 >C H8=DDA /=: 6K:G6<: 67>A>IN D; 7DNH 7A68@ A>C: >H 6AL6NH =><=:G I=6C I=: 6K:G6<: 67>A>IN D; <>GAH JE ID HDB: =><= A:K:A D; >C8DB: !DG G:A:K6CI E6G6B:I:G K6AJ:H > : L=:C BDG: I=6C   6C9 A:HH I=6C   D; I=: <>GAH 6G: :CGDAA:9 >C H8=DDAH. . . . .  . 6C >C8DB:. H=D8@ L>AA ADL:G I=: 6K:G6<: 67>A>IN D; <>GAH BDG: I=6C I=: 6K:G6<: 67>A>IN D; 7DNH. 1. /=>H E6E:G JH:H 6C9 B:G<:H 96I6 ;GDB I=G:: 9>W:G:CI HDJG8:H +G>B6GN H8=DDA 96I6 =6K: 7::C 8DAA:8I:9 ;GDB I=: (>C>HIGN D; 9J86I>DC 6C9 .EDGIH (* . >C 0<6C96 /=: 6HH:B7A:9 96I6 >C8AJ9: :CGDAAB:CI 7N <:C9:G <G69: 6C9 N:6G ;DG I=: E:G>D9    6I I=: 9>HIG>8I A:K:A ;DG :68= D; 0<6C96RH 6EEGDM>B6I:AN  9>HIG>8IH /=: JC9:GAN>C< >C;DGB6I>DC >H 8DAA:8I:9 6I I=: 7:<>CC>C< D; :68= N:6G 7N I=: (* . ;GDB 6AA EG>B6GN H8=DDAH 6C9 ;DG 6AA <G69:H 6C9 >H I=:C 6<<G:<6I:9 ID I=: 9>HIG>8I A:K:A /:HI H8DG: 96I6 =6K: 7::C 8DAA:8I:9 ;GDB I=: 0<6C96 )6I>DC6A. M6B>C6I>DC DJC8>A. *7K>DJHAN 6 JH:;JA B:6HJG: D; HIJ9:CIHR 8D<C>I>K: H@>AAH BJHI 7: 8DBE6G67A: 7:IL::C 6AA . $ H>BJA6I: 67>A>IN JH>C< I=: H6B: E6G6B:I:G K6AJ:H 6C9 9>HIG>7JI>DC ;JC8I>DC 6H JH:9 >C !><JG: . .

(23) H8=DDAH 6C9 9>HIG>8IH +G>B6GN ':6K>C<. M6BH +'  ;JAPAA I=>H G:FJ>G:B:CI 6H I=:H: HI6C. 96G9>O:9 I:HIH 6G: I6@:C :68= N:6G 7N 6AA "G69:  HIJ9:CIH >C 0<6C96 /=: +' I:HI H8DG:H H:E6G6I:AN ;DG (6I=. EGDK>9:H. C<A>H= .8>:C8: 6C9 .D8>6A .IJ9>:H 6H L:AA 6H 6C 6<<G:<6I:. H8DG: /=>H E6E:G L>AA EG>B6G>AN ;D8JH DC I=: 6<<G:<6I: I:HI H8DG: ;DG I=: N:6GH  ID   *C: 69K6CI6<: L>I= JH>C< +'. 6H 6 B:6HJG: D; 8D<C>I>K: H@>AAH >H I=6I E6HH>C< I=: I:HI >H. 6 G:FJ>G:B:CI ;DG 688:EI6C8: >CID H:8DC96GN H8=DDA HD HIJ9:CIH =6K: HIGDC< >C8:CI>K:H ID 9D I=:>G K:GN 7:HI  EDHH>7A: 9>H69K6CI6<: >H I=6I 6K:G6<: +'. H8DG:H 68GDHH 9>HIG>8IH B6N. CDI 9>HEA6N 6 <G:6I 9:6A D; K6G>6I>DC )DI: I=6I I=: I:HI H8DG: JCA>@: :CGDAAB:CI 96I6 >H 6K6>A67A: 6I I=: >C9>K>9J6A A:K:A -6>C;6AA 96I6 JH:9 6H 6 EGDMN ;DG =DJH:=DA9 >C8DB: 6I I=: G:<>DC6A A:K:A =6K: 7::C 8DA. A:8I:9 ;GDB I=: (:I:DGDAD<>86A :E6GIB:CI >C I=: (>C>HIGN D; 26I:G '6C9 6C9 CK>GDCB:CI /D 8DCHIGJ8I 6 G6>C;6AA H=D8@ K6G>67A: $ JH: >C;DGB6I>DC DC G:<>DC6A G6>C;6AA ;GDB  L:6I=:G HI6I>DCH >C 0<6C96 (DCI=AN G6>C;6AA 96I6 =6K: 7::C 8DAA:8I:9 ;GDB  I=GDJ<=   7JI BDHI HI6I>DCH 9>9 CDI HI6GI 8DAA:8I>C< JCI>A  HDB: HI6I>DCH 6AHD A68@ 96I6 ;DG HDB: BDCI=H E:G N:6G $ HI6GI 7N 8DCHIGJ8I>C< 6 76H>8 B:6HJG: D; IDI6A G6>C;6AA >C B>AA>B:I:G 7N 9>HIG>8I  6C9 N:6G %  

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

(25) . #0!/'-1'3# 011'01'!0. .JBB6GN HI6I>HI>8H DC EG>B6GN H8=DDA :CGDAAB:CI 7N 9>HIG>8I ;DG I=: E:G>D9    >H EG:H:CI:9 >C /67A:  *C 6K:G6<: BDG: 7DNH I=6C <>GAH 6G: :CGDAA:9 >C 6AA EG>B6GN H8=DDA <G69:H 6C9 I=: H:M >B76A6C8: >C :CGDAAB:CI >C8G:6H:H ;DG =><=:G <G69:H /=>H 86C 6AHD 7: G:8D<C>O:9 ;GDB I=: <:C9:G ;G68I>DC K6G>67A: L=>8= >C9>86I:H I=: ;G68I>DC D; B6A: ID ;:B6A: HIJ9:CIH DK:G I=: IDI6A CJB7:G D; HIJ9:CIH >C :68= <G69: $; 6C :FJ6A CJB7:G D; ;:B6A: 6C9 B6A: HIJ9:CIH 6G: :CGDAA:9 I=: <:C9:G ;G68I>DC K6G>67A: >H $C /67A:  I=: <:C9:G ;G68I>DC K6G>67A: >H EDH>I>K: ;DG 6AA <G69:H 6C9 >C8G:6H:H ;DG =><=:G <G69:H !JGI=:G >C <G69:  I=:G: 6G: DC 6K:G6<:  E:G8:CI BDG: 7DNH I=6C <>GAH :CGDAA:9 L=>A: >C <G69:  I=: 9>W:G:C8: 7:IL::C ;:B6A: 6C9 B6A: :CGDAAB:CI =6H >C8G:6H:9 ID  E:G8:CI /67A:  EG:H:CIH HJBB6GN HI6I>HI>8H DC I=: G6>C;6AA H=D8@ K6G>67A: JH:9 6H 6 EGDMN ;DG :MD<:CDJH >C8DB: H=D8@H ID =DJH:=DA9H 6I I=: 9>HIG>8I A:K:A /=: 9:H8G>EI>K: HI6I>HI>8H >H ;DG I=: E:G>D9    /=: G6>C;6AA H=D8@ K6G>67A:      G6>C;6AA 9:K>6I>DC ;GDB >IH =>HIDG>86A B:6C >H 7N 8DCHIGJ8I>DC :FJ6A ID DC 6K:G6<: 6C9 I=: HI6C96G9 9:K>6I>DC >H  B>AA>B:I:G BB E:G N:6G *C 6K:G6<: >I G6>CH  BB E:G 9>HIG>8I 6C9 N:6G /67A:  EG:H:CIH 9:H8G>EI>K: HI6I>HI>8H D; +G>B6GN ':6K>C< I=: N:6GH    /=: +'. M6B +'  I:HI H8DG:H ;DG. I:HI H8DG: G6C<:H ;GDB ID  6C9 I=: 6K:G6<: I:HI H8DG: >H.   *C 6K:G6<: ;:B6A: HIJ9:CIH H8DG:  ED>CIH LDGH: I=6C B6A: HIJ9:CIH DC I=: I:HI /=: 6K:G6<: CJB7:G D; HIJ9:CIH I6@>C< I=: I:HI E:G 9>HIG>8I 6C9 N:6G >H  . "#+1'7!1',+ 1/1#%6. /=: B6>C EGD7A:B >C >9:CI>;N>C< I=: A>C@ 7:IL::C =DJH:=DA9RH :8DCDB>8 8DC9>I>DCH 6C9 9>;. ;:G:CI>6A >CK:HIB:CIH >C 8=>A9G:CRH :9J86I>DC >H I=6I 7DI= B6N E6GIAN 7: G:A6I:9 ID DB>II:9 =DJH:=DA9 8=6G68I:G>HI>8H !DG :M6BEA: HJEEDH: E6G:CIHR =:6AI= HI6IJH >H 6C >BEDGI6CI 9:. I:GB>C6CI D; <>GAHR H8=DDA>C< > : 6 ;6B>AN L>I= A:HH =:6AI=N E6G:CIH L>AA C::9 I=: <>GA ID HI6N 6I =DB: 6C9 6HH>HI >C 9DB:HI>8 LDG@ 6C9 688DG9>C<AN <>GAH >C A:HH =:6AI=N ;6B>A>:H L>AA 7: 8=6G68I:G>O:9 7N 6 =><=:G 9GDE DJI G6I>D 6H 8DBE6G:9 ID <>GAH >C ;6B>A>:H L>I= =:6AI=N E6G:CIH $C 699>I>DC >; I=: E6G:CIHR =:6AI= HI6IJH >H EDDG I=>H >H A>@:AN ID B6@: I=:B A:HH HJ88:HH;JA DC I=: A67DG B6G@:I !6>AJG: ID 8DCIGDA ;DG 9>W:G:C8:H >C E6G:CI6A =:6AI= HI6IJH L>AA 7>6H I=: :HI>B6I:H H>C8: =DJH:=DA9 >C8DB: 6C9 <>GAHR :9J86I>DC 6G: ?D>CIAN 9:I:GB>C:9 7N .

(26) E6G:CI6A =:6AI= HI6IJH  *B>II:9 9>HIG>8I HE:8>P8 K6G>67A:H B6N 6AHD 8G:6I: HDB: 8DC8:GC >; ;DG :M6BEA: =DJH:=DA9H >C HDB: 9>HIG>8IH 6G: BDG: EGD<G:HH>K: I=6C =DJH:=DA9H >C DI=:G 9>HIG>8IH > : 7:86JH: D; 9>W:G:CI 8JAIJG6A CDGBH 68GDHH :I=C>8 <GDJEH L=>8= 8DJA9 6W:8I 7DI= <>GAHR :CGDAAB:CI >C EG>B6GN H8=DDA 6C9 =DJH:=DA9 >C8DB: $ 6KD>9 I=:H: EGD7A:BH 7N ADD@>C< 6I EA6JH>7AN :MD<:CDJH >C8DB: H=D8@H >C 0<6C96 68GDHH 9>HIG>8IH 6C9 DK:G I>B: 0<6C96 >H 6C 6<G>8JAIJG6A 8DJCIGN 6C9 I=: B6>CAN G6>C;:9 6<G>8JAIJG6A H:8IDG :BEADNH BDG: I=6C   D; I=: LDG@;DG8: 6C9 I=:G:;DG: G6>C;6AA H=D8@H 8DCHI>IJI: 6 <DD9 EGDMN ID =DJH:=DA9 >C8DB: H=D8@H  $C 6C >9:6A H:II>C< $ LDJA9 JH: G6>C;6AA 6H 6C >CHIGJB:CI ;DG =DJH:=DA9 >C8DB: >C 6 PGHI HI6<: G:<G:HH>DC 6C9 >C8DB: 6H 6 9:I:GB>C6CI D; >CK:HIB:CI >C :9J86I>DC >C 6 H:8DC9 HI6<: G:<G:HH>DC 0C;DGIJC6I:AN 9>HIG>8I HE:8>P8 >C8DB: 96I6 DK:G I>B: 6G: CDI 6K6>A67A: 6C9 $ L>AA I=:G:;DG: ADD@ 6I I=: G:9J8:9 ;DGB G:A6I>DCH=>E 7:IL::C G6>C;6AA H=D8@H 6C9 >CK:HIB:CI >C 7DNHR 6C9 <>GAHR :9J86I>DC #DL:K:G C6I>DC6A I>B: H:G>:H 96I6 DC 8GDE EGD9J8I>DC 6G: 6K6>A67A: /67A:  6C9 !><JG:H  6C9  9:E>8I I=: G:A6I>DCH=>E 7:IL::C I=: G6>C;6AA H=D8@ B:6HJG: 6I I=: C6I>DC6A A:K:A > :    6C9 I=: EGD9J8I>DC D; I=: B6>C HI6EA: ;DD9 76C6C6 6C9 I=: B6>C :MEDGI 8GDE 8DW:: !DG 7DI= 8GDEH    :CI:GH =><=AN H><C>P86CI 6C9 L>I= I=: EG:9>8I:9 EDH>I>K: H><C CDI=:G 8DC8:GC L>I= ADD@>C< 6I I=: G:9J8:9 ;DGB G:A6I>DCH=>E 7:IL::C G6>C;6AA H=D8@H 6C9 :9J86I>DC6A DJI8DB:H >H I=: >BEA>8>I :M8AJH>DC G:HIG>8I>DC #DL:K:G >I >H JCA>@:AN I=6I G6>C;6AA H=D8@H LDJA9 =6K: 6 9>G:8I >BE68I DC :9J86I>DC6A 8=D>8:H I=6I LDJA9 =6K: 9>W:G:CI :W:8IH DC 7DNHR 6C9 <>GAHR H8=DDA>C< *C: EDHH>7A: 8=6CC:A I=GDJ<= L=>8= G6>C;6AA H=D8@H 8DJA9 6W:8I 8=>A9G:CRH :CGDAAB:CI >H I=GDJ<= 96B6<:9 >C;G6HIGJ8IJG: #DL:K:G I=: 9>V8JAIN >C 6II:C9>C< H8=DDA 9J: ID 96B6<:9 GD69H LDJA9 6W:8I 7DNHR 6C9 <>GAHR :CGDAAB:CI :FJ6AAN AI:GC6I>K:AN >; I=: G6>C;6AA H=D8@ =69 96B6<:9 I=: ;6B>ANRH =DJH: 6C9 I=: 7DN C::9H ID HI6N 6I =DB: 6C9 =:AE G:7J>A9 I=: =DJH: $ LDJA9 =6K: 6 9DLCL6G9 7>6H >C BN :HI>B6I:H  H:8DC9 EDI:CI>6A 8=6CC:A I=GDJ<= L=>8= G6>C;6AA H=D8@H 8DJA9 6W:8I 7DNH 6C9 <>GAHR :CGDAAB:CI 9>W:G:CIAN >H >; I=:G: :M>HIH 6 HE:8>P8 9>H:6H: D88JGG>C< >C E:G>D9H D; G6>C;6AA H=D8@H 6C9 6W:8I>C< <>GAH 6C9 7DNH 9>W:G:CIAN 88DG9>C< ID I=: (>C>HIGN D; #:6AI= >C 0<6C96 I=:G: 9D:H CDI :M>HI 6CN HJ8= 9>H:6H: >C 0<6C96 6C9 =:C8: I=>H EDI:CI>6A 8=6CC:A >H 6AHD GJA:9 DJI $C I=: 7:ADL 6C6ANH>H $ PGHI 8DCH>9:G I=: G:A6I>DCH=>E 7:IL::C >C8DB: H=D8@H 6C9 EG>B6GN . $C I=>H :M6BEA: I=: :W:8I D; >C8DB: DC <>GAHR :9J86I>DC LDJA9 7: DK:GHI6I:9 )DI: I=6I (><J:A :I 6A   PC9 6 8ADH: G:A6I>DCH=>E 7:IL::C G6>C;6AA 6C9 "+ 6I I=: 8GDHH 8DJCIGN A:K:A . .

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

(28)  . . /=: >9:CI>;N>C< 6HHJBEI>DC >C :FJ6I>DC  >H I=6I I=: 9:K>6I>DC >C G6>C;6AA ;GDB >IH =>HIDG>86A B:6C >C E:G>D9 %     >H JC8DGG:A6I:9 L>I= I=: :GGDG I:GB  > : I=:G: 6G: CD DB>II:9 K6G>67A:H 8DGG:A6I:9 L>I=      A:6GAN I=: :9J86I>DC A:K:AH D; <>GAH 6C9 7DNH 6G: 6W:8I:9 7N B6CN DI=:G ;68IDGH I=6C >C8DB: .DB: D; I=:H: ;68IDGH B6N 6AHD 7: G:A6I:9 ID I=: E6II:GC D; G6>C;6AA DK:G I>B: !DG :M6BEA: 9>HIG>8IH L>I= =><= 6K:G6<: G6>C;6AA B6N 7: EDEJA6I:9 7N BDG: =DJH:=DA9H 6C9 I=:H: =DJH:=DA9H B6N DC 6K:G6<: =6K: 9>W:G:CI 8=6G68I:G>HI>8H I=6C =DJH:=DA9H >C 9>HIG>8IH L>I= A:HH 6K:G6<: G6>C;6AA : < =><=:G >C8DB: BDG: EGD<G:HH>K: K>:LH IDL6G9 LDB:C :I8  /=:H: 8=6G68I:G>HI>8H B6N >C IJGC >CQJ:C8: I=: :9J86I>DC 8=D>8: D; 7DNH 6C9 <>GAH #DL:K:G 7N 8DCHIGJ8I>DC BN @:N :MEA6C6IDGN K6G>67A: G6>C;6AA 9:K>6I>DCH ;GDB >IH =>HIDG>86A B:6C >H DGI=D<DC6A ID B:6C G6>C;6AA /=JH I=: ;68I I=6I $ :M8AJ9: K6G>67A:H I=6I 6G: ;JC8I>DCH D; 6K:G6<: G6>C;6AA L>AA CDI 7>6H I=: :HI>B6I: D;      .>B>A6GAN 9>HIG>8IH L>I= 6 =><= K6G>6I>DC >C G6>C;6AA A6G<: HI6C96G9 9:K>6I>DC B6N 7: EDEJA6I:9 7N BDG: G>H@ 6K:GH: E:DEA: 6C9 I=:N B6N 6AHD =6K: 9>W:G:CI EG:;:G:C8:H ;DG DEI>B6A A:K:AH D; :9J86I>DC ;DG <>GAH 6C9 7DNH #DL:K:G I=: HI6C96G9 9:K>6I>DC D; G6>C;6AA >C 6 9>HIG>8I >H 6AHD DGI=D<DC6A ID      .:K:G6A DI=:G EDI:CI>6A I>B: >CK6G>6CI K6G>67A:H B6N >CQJ:C8:   $C EG>C8>EA: I=:H: 8DJA9 7: 8DCIGDAA:9 ;DG 7N JH>C< 9>HIG>8I PM:9 :W:8IH #DL:K:G >C I=>H E6GI>8JA6G 86H: I=>H 8DB:H 6I 6 A6G<: 8DHI .E:8>P86AAN L>I= 9>HIG>8I PM:9 :W:8IH  >H >9:CI>P:9 ;GDB I=: 9:K>6I>DC >C G6>C;6AA ;GDB B:6C G6>C;6AA >C I=: E:G>D9 ;DG L=>8= I=: :CGDAAB:CI 96I6 6G: 6K6>A67A: .    $C DI=:G LDG9H $ :MEAD>I A:HH I=6C  E:G8:CI D; I=: 6K6>A67A: 96I6 DC G6>C;6AA .   H 6K:G6<: G6>C;6AA L>AA 7: A:HH EG:8>H:AN :HI>B6I:9 I=>H L>AA 6W:8I I=: EG:8>H>DC D; I=: . 2>I= 9>HIG>8I PM:9 :W:8IH :FJ6I>DC  7:8DB:H .               . . .

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

(30)

(31) . #02)10 +/,))*#+1. !><JG:  9:E>8IH I=: 8DGG:A6I>DC 7:IL::C 9>HIG>8I >C8DB: 6C9 <>GAHR 6C9 7DNHR :CGDAAB:CI >C <G69:  AI=DJ<= I=: AD86AAN L:><=I:9 G:<G:HH>DC 9D:H CDI EGDK>9: 6CN 86JH6A :K>9:C8: >I G:K:6AH 6 G:A6I>DCH=>E 7:IL::C >C8DB: 6C9 :CGDAAB:CI H>B>A6G ID I=6I EG:9>8I:9 >C I=: BD9:A !DG ADL A:K:AH D; >C8DB: K:GN ;:L <>GAH 6II:C9 H8=DDA 6C9 I=:G: >H 6 A6G<: <6E 7:IL::C <>GAHR 6C9 7DNHR :CGDAAB:CI 2=:C 6I A:6HI  E:G8:CI D; I=: <>GAH 6G: :CGDAA:9 >C EG>B6GN H8=DDA . L=:G:   >H 6 9>HIG>8I PM:9 :W:8I 6C9  >H I=: =>HIDG>86A B:6C D; G6>C;6AA >C 9>HIG>8I  >W:G:C8>C< 6L6N I=: PM:9 :W:8IH :FJ6I>DC  86C 7: G:LG>II:C 6H                      L=:G: HJE:GH8G>EI  9:CDI:H I=: H=DGIGJC    B:6C  $ 6B CDI 67A: ID :HI>B6I: I=: :W:8I DC H8=DDA A:K:A H>C8: I=: 8DAA:8I:9 G6L 96I6 6G: DCAN 8D9:9 7N 9>HIG>8I A:K:A. .

(32) 6C >C8DB: H=D8@ L>AA =6K: 6 A6G<:G :W:8I DC <>GAH I=6C DC 7DNH L=>8= >H >C9>86I:9 7N I=: HADE: D; I=: 8JGK:H JE ID HDB: =><= A:K:A D; >C8DB: H 9>H8JHH:9 >C .:8I>DC  I=: 8DGG:A6I>DC 9:E>8I:9 >C !><JG:  >H 8=6G68I:G>O:9 7N DB>I. I:9 K6G>67A:H /D HIJ9N I=: 86JH6A :W:8I D; =DJH:=DA9 >C8DB: H=D8@H DC I=: >CK:HIB:CI >C :9J86I>DC 8DC9>I>DC6A DC <:C9:G $ JH: :MD<:CDJH G6>C;6AA H=D8@H 6H 6 EGDMN ;DG =DJH:=DA9 >C8DB: $ HI6GI 7N HIJ9N>C< =DL ;:B6A: 6C9 B6A: :CGDAAB:CI >C EG>B6GN H8=DDAH K6G>:H L>I= :MD<:CDJH >C8DB: H=D8@H /67A:  G:EDGIH I=: G:HJAIH D; :HI>B6I>C< :FJ6I>DC  JH>C< I=: <:C9:G ;G68I>DC B:6HJG: 6H I=: 9:E:C9:CI K6G>67A: !DG 6AA <G69:H I=: :HI>B6I: >H C:<6I>K: L=>8= >C9>86I:H I=6I <>GAH 6G: BDG: 6W:8I:9 7N G6>C;6AA H=D8@H I=6C 7DNH 6C9 6AA 8D:V8>:CIH 6G: H><C>P86CIAN 9>W:G:CI ;GDB ;GDB <G69:  JE ID <G69:  !GDB <G69:  6C9 67DK: G6>C;6AA H=D8@H =6K: 6C :MEDC:CI>6A :W:8I DC >CK:HIB:CI >C 8=>A9G:CRH :9J86I>DC 8DC9>I>DC6A DC <:C9:G 6C9 =:C8: HIJ9:CIH :CGDAA:9 >C =><=:G <G69:H 6G: BDG: 6W:8I:9 7N G6>C;6AA H=D8@H I=6C HIJ9:CIH :CGDAA:9 >C ADL:G <G69:H /=: :HI>B6I:H HJ<<:HI I=6I 6 C:<6I>K: >C8DB: H=D8@ D; DC: HI6C96G9 9:K>6I>DC >C8G:6H:H I=: ;G68I>DC D; B6A: ID ;:B6A: DK:G I=: IDI6A CJB7:G D; HIJ9:CIH >C <G69:  7N  HI6C96G9 9:K>6I>DCH 6C :W:8I I=6I >H H><C>P86CI 6I I=:  E:G8:CI A:K:A /=: G:HJAIH >C /67A:  8DJA9 7: 9G>K:C 7DI= 7N 8=6C<:H >C ;:B6A: 6C9 B6A: :CGDAAB:CI /D 7:II:G JC9:GHI6C9 =DL G6>C;6AA H=D8@H 6W:8I I=: <:C9:G ;G68I>DC $ :HI>B6I: G:<G:HH>DC  H:E6G6I:AN L>I= ;:B6A: 6C9 B6A: :CGDAAB:CI 6H 9:E:C9:CI K6G>67A:H /=: G:HJAIH ;GDB I=:H: G:<G:HH>DCH 6G: G:EDGI:9 >C /67A:H 6 6C9 7 /=: :HI>B6I:H >C /67A: 6 HJ<<:HI I=6I C:<6I>K: G6>C;6AA H=D8@H =6K: A6G<: C:<6I>K: 6C9 =><=AN H><C>P86CI :W:8IH DC ;:B6A: :CGDAAB:CI >C EG>B6GN H8=DDAH 6C9 I=: :W:8IH <GDL HIGDC<:G ;DG DA9:G <>GAH !DG :M6BEA: 6 C:<6I>K: G6>C;6AA H=D8@ D; DC: HI6C96G9 9:K>6I>DC 8JIH :CGDAAB:CI 7N  <>GAH >C <G69:  >C 6 INE>86A 9>HIG>8I 6C9 I=: :W:8I >H H><C>P86CI 6I I=:  E:G8:CI A:K:A /=>H >H 6 A6G<: :W:8I 8DGG:HEDC9>C< ID C:6GAN  E:G8:CI D; I=: 68IJ6A  <>GAH :CGDAA:9 >C <G69:  >C I=: 6K:G6<: 9>HIG>8I /=: G:HJAIH >C /67A: 7 >C9>86I: I=6I I=: :W:8I DC 7DNHR :CGDAAB:CI >H BJ8= HB6AA:G 6C9 DCAN B6G<>C6AAN H><C>P86CI 88DG9>C< ID I=: ED>CI :HI>B6I:H 6 C:<6I>K: >C8DB: H=D8@ D; DC: HI6C96G9 9:K>6I>DC A:69H ID 6 G:9J8I>DC D;  7DNH >C <G69:  >C I=: 6K:G6<: 9>HIG>8I L=>8= DCAN 8DGG:HEDC9H ID  E:G8:CI D; I=: 6K:G6<: CJB7:G D; B6A: HIJ9:CIH  #DL:K:G I=: :W:8I >H HI6I>HI>86AAN >CH><C>P86CI .

(33) /=: BD9:A 9>H8JHH:9 >C .:8I>DC  =><=A><=IH H:K:G6A B:8=6C>HBH I=6I 8DJA9 :MEA6>C I=: 9>W:G:CI>6A IG:6IB:CI >C 8=>A9G:CRH :9J86I>DC 6C I=:H: B:8=6C>HBH H6N HDB:I=>C< 67DJI L=6I >H 9G>K>C< I=: G:HJAIH /=: G:IJGCH ID :9J86I>DC   >C I=: BD9:A 6C9 I=: H=6G: D; I=: 8=>A9RH >C8DB: 6H 6C 69JAI IG6CH;:GG:9 ID =>H

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

(35) 6I HI6C96G9 A:K:AH D; H><C>P86C8: "G69J6I>C< HIJ9:CIH >C E:G>D9 I I=6I L:G: :MEDH:9 ID 6C >C8DB: H=D8@ >C E:G>D9 I  >C <G69:  6C9 9GDEE:9 DJI =69 CDI G:IJGC:9 ID H8=DDA >C <G69:  /=: PC9>C< HJ<<:HIH I=6I C:<6I>K: >C8DB: H=D8@H G:HJAI >C 6 E:GB6C:CI B6G<>C6A>O6I>DC D; <>GAH G:A6I>K: ID 7DNH L>I= G:<6G9 ID H8=DDA>C< 6C9 I=>H G:HJAI 6EEA>:H ID HIJ9:CIH >C =><=:G <G69:H /D HJBB6G>O: I=: G:HJAIH 8A:6GAN >C9>86I: I=6I =DJH:=DA9H G:HEDC9 ID >C8DB: H=D8@H 7N K6GN>C< I=: FJ6CI>IN D; <>GAHR :9J86I>DC L=>A: 7DNH 6G: ID 6 A6G<: :MI:CI H=:AI:G:9 /=>H PC9>C< >H 8DCH>HI:CI L>I= I=: H>BEA: BD9:A EG:H:CI:9 67DK: /=: :K>9:C8: ;JGI=:G HJ<<:HIH I=6I <>GAH E:G8:>K:9 =><=:G EGD9J8I>K>IN >C E:G;DGB>C< 9DB:HI>8 8=DG:H >H I=: @:N B:8=6C>HB 7:=>C9 I=:H: PC9>C<H (DG:DK:G I6@>C< E6HI G6>C;6AA H=D8@H >CID 688DJCI B6@:H I=: :W:8I D; G6>C;6AA H=D8@H DC 9>W:G:CI>6A IG:6IB:CI >C :9J86I>DC :K:C BDG: >BEDGI6CI 6C9 HJ<<:HIH I=6I G6>C;6AA H=D8@H =6K: 6 E:GB6C:CI :W:8I DC <>GAHR :CGDAAB:CI G:A6I>K: ID I=6I D; 7DNH.

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

(37) <G69:  L=>A: 7DNH 7:ADC<>C< ID 7DI= I=: JEE:G 6C9 I=: ADL:G FJ>CI6A G:68= <G69:  H>C8: I=:>G H8=DDA>C< >H EG>DG>I>O:9 L>I=>C I=: =DJH:=DA9 /=>H H:A:8I>DC :W:8I LDJA9 86JH: <>GAH ID E:G;DGB 7:II:G DC I=: I:HI 6H 8DBE6G:9 ID 7DNH *C I=: DI=:G =6C9 <>GAH 6G: EGDK>9:9 L>I= A:HH G:HDJG8:H L>I=>C I=: =DJH:=DA9 DG 6AI:GC6I>K:AN =6K: ID HE:C9 BDG: I>B: DC 9DB:HI>8 LDG@ 6H 8DBE6G:9 ID 7DNH 6C9 I=>H G:HDJG8: :W:8I 86JH:H <>GAH ID E:G;DGB LDGH: DC I=: I:HI 6H 8DBE6G:9 ID 7DNH /=: G:HJAIH >C /67A:  HJ<<:HI I=: 8DCHJBEI>DC :W:8I ID 7: B6G<>C6AAN BDG: >BEDGI6CI .>B>A6G ID I=: :CGDAAB:CI 96I6 >I >H >BEDGI6CI ID JC9:GHI6C9 L=:I=:G >C8DB: H=D8@H =6K: 6 E:GB6C:CI DG I:BEDG6GN :W:8I DC HIJ9:CIHR E:G;DGB6C8: $C HE:8>P86I>DCH  U  $ 6B >C8AJ9>C< A6<<:9 G6>C;6AA ID HIJ9N L=:I=:G G6>C;6AA H=D8@H =6K: 6 EGDADC<:9 :W:8I DC 6869:B>8 E:G;DGB6C8: /=: G:HJAI >C /67A:  6C9 HE:8>P86I>DC  H=DL I=6I <>GAH 6W:8I:9 7N G6>C;6AA H=D8@H >C EG:K>DJH E:G>D9H E:G;DGB LDGH: DC I=: +'. 6H 8DBE6G:9 ID 7DNH 6C9. I=>H :W:8I >H 8DCHI6CI DK:G I>B: /=JH <>GAH 6W:8I:9 7N G6>C;6AA H=D8@H ILD N:6GH :6GA>:G >C I=: A6HI N:6G DG >C I=: 8JGG:CI N:6G 6AA H8DG: 6EEGDM>B6I:AN  A:HH I=6C 7DNH 6C9 I=: :W:8I >H H><C>P86CI 6I I=:  E:G8:CI A:K:A /=:H: G:HJAIH HJ<<:HI C:<6I>K: G6>C;6AA H=D8@H ID =6K: 6C :C9JG>C< :W:8I DC <>GAHR E:G;DGB6C8: >C I=: +G>B6GN ':6K>C<. M6B. , 201+#00 +)60'0. H 6 GD7JHIC:HH I:HI $ 6B GJCC>C< G:<G:HH>DC  L>I= 8DCIGDAH ;DG I=: ADC< I:GB B:6C 6C9 K6G>6C8: 6C9 BN G:HJAIH 6G: GD7JHI L=>8= H=DJA9 8A:6GAN 7: I=: 86H: H>C8: I=: B:6C 6C9 K6G>6C8: D; G6>C;6AA >H 7N 8DCHIGJ8I>DC DGI=D<DC6A ID I=: @:N :MEA6C6IDGN K6G>67A: $C 699>I>DC G:<G:HH>C< :FJ6I>DC  L>I= 9>HIG>8I PM:9 :W:8IH >C9>86I:H I=6I BN G:HJAIH 6G: GD7JHI ID I=: >C8AJH>DC D; 9>HIG>8I PM:9 :W:8IH /=: HI6C96G9 :GGDGH >C8G:6H: 7JI I=: :HI>B6I:9 :W:8IH 6G: H><C>P86CI 6C9 H>B>A6G I=DH: G:EDGI:9 67DK: L=:C 8DCHIG6>C>C< I=: H6BEA: ID I=DH: 9>HIG>8IH L>I= 6EEGDM>B6I:AN H>B>A6G ADC< I:GB 6C9 H=DGI I:GB G6>C;6AA  /D HIJ9N I=: GD7JHIC:HH D; I=: @:N :MEA6C6IDGN K6G>67A: $ :ME:G>B:CI L>I= DI=:G G6>C;6AA H=D8@ B:6HJG:H 6ADC<H>9: I=: 8DG: K6G>67A:      *I=:G G6>C;6AA H=D8@ B:6HJG:H JH:9 6G: G6>C;6AA 9:K>6I>DCH D; 6I A:6HI  6C9   HI6C96G9 9:K>6I>DCH ;GDB >IH =>HIDG>86A B:6C  /=G:: 9>HIG>8IH L:G: 9GDEE:9 H>C8: I=:>G ADC< I:GB 6C9 H=DGI I:GB B:6C D; G6>C;6AA 9>W:G:9 H><C>P86CIAN $; $ 9>9 CDI 9GDE I=DH: 9>HIG>8IH 6K:G6<: G6>C;6AA ;DG I=: I:C N:6G E:G>D9 LDJA9 7: A:HH EG:8>H:AN :HI>B6I:9 6C9 I=>H >C IJGC LDJA9 6W:8I I=: EG:8>H>DC D; I=: :HI>B6I:. .

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

(40)  H >AAJHIG6I:9 >C !><JG:  G:BDK>C< H8=DDA ;::H LDJA9 A:69 ID 6C >CL6G9 H=>;I D; I=: " 6C9 " 8JGK:H  $C I=: P<JG: I=: HDA>9 A>C:H G:EG:H:CI I=: :CGDAAB:CI D; 7DNH 7A68@ A>C: 6C9 <>GAH <G6N A>C: 7:;DG: JH:G ;::H L:G: 67DA>H=:9 6C9 I=: 96H=:9 A>C:H G:EG:H:CI I=: :CGDAAB:CI 6;I:G I=: 8DHI G:9J8I>DC. BiS, GiS. Income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

(41) BiS, GiS. Poor. !><JG: . Income. Less poor. CGDAAB:CI D; <>GAH 6C9 7DNH 6;I:G I=: 67DA>H=B:CI D; JH:G ;::H L>I= ILD. EDEJA6I>DC <GDJEH >C I=: 9>HIG>8I H 6 G:HEDCH: ID I=: 8DHI G:9J8I>DC I=: EDDG <GDJE HI6GIH H:C9>C< >IH <>GAH ID H8=DDA L=>8= >C8G:6H:H I=: :CGDAAB:CI D; B6G<>C6A <>GAH #:C8: I=: :W:8I D; 6C >C8DB: H=D8@ 6;I:G I=: 0+. G:;DGB L>AA 7: A6G<:G ;DG <>GAH I=6C ;DG 7DNH I=6C 7:;DG: I=: G:;DGB H>C8: B6G<>C6A. <>GAH L=D 9>9 CDI 6II:C9 H8=DDA 7:;DG: I=: 0+. G:;DGB 6G: CDL 6AHD 6W:8I:9 !DG 7DNH I=:. :W:8I L>AA CDI 7: H><C>P86CIAN 9>W:G:CI 7:;DG: 6C9 6;I:G I=: G:;DGB H>C8: B6G<>C6A 7DNH L:G: H:CI ID H8=DDA 7DI= 7:;DG: 6C9 6;I:G I=: 0+. G:;DGB. (DG: >CH><=I >CID =DL >C8DB: H=D8@H 6W:8I =DJH:=DA9HR 9>W:G:CI>6A IG:6IB:CI D; 8=>A9G:CRH :9J86I>DC >H D7I6>C:9 7N :M6B>C>C< I=: >BE68I >C 9>HIG>8IH L>I= 9>W:G:CI >C8DB: A:K:AH $ 6B JH>C< 6 HE:8>P86I>DC H>B>A6G ID  G:EA68>C< I=: 0+. 9JBBN L>I= 6 9JBBN ;DG G>8=. 6C9 EDDG 9>HIG>8IH L=:C HIJ9N>C< L=:I=:G >CK:HIB:CI >C 8=>A9G:CRH :9J86I>DC 8DC9>I>DC6A DC <:C9:G 9>W:GH 7:IL::C 9>HIG>8IH L>I= 9>W:G:CI >C8DB: A:K:AH  /67A:  6 H=DLH I=: G:HJAIH ;DG ;:B6A: HIJ9:CIH 6C9 >I >C9>86I:H I=6I A:HH <>GAH 6G: :CGDAA:9 >C I=: EDDG:G 9>HIG>8IH 6H 8DBE6G:9 ID I=: BDG: L:6AI=N 9>HIG>8IH 6C9 I=: :W:8I >H H><C>P86CI ;DG <>GAH >C <G69:  /=: G:HJAI ;JGI=:G >C9>86I:H I=6I I=: :W:8I D; 6 C:<6I>K: >C8DB: H=D8@ >H ADL:G ;DG <>GAH >C EDDG:G 9>HIG>8IH 6H 8DBE6G:9 ID <>GAH >C 9>HIG>8IH L>I= 6C 6K:G6<: >C8DB: 67DK: I=: B:9>6C /67A:  7 >C9>86I:H I=6I 7DNH >C I=: EDDG:G 9>HIG>8IH 6G: 6W:8I:9 7N G6>C;6AA H=D8@H 6C9 =:C8: 6 C:<6I>K: >C8DB: H=D8@ =6H 6 A6G<:G :W:8I DC 7DNH >C I=: EDDG:G 9>HIG>8IH 8DBE6G:9 ID 7DNH >C 9>HIG>8IH L>I= 6C 6K:G6<: >C8DB: 67DK: I=: B:9>6C A:K:A >C I=: 8DJCIGN /D :M:BEA>;N . $ 9D CDI =6K: 688:HH ID >C8DB: 96I6 ;DG 6AA 9>HIG>8IH 6C9 I=:G:;DG: I=: H6BEA: >H HA><=IAN HB6AA:G >C I=: G:<G:HH>DCH L=:C >C8DB: 96I6 6G: JH:9. .

References

Related documents

To summaries, previous research conducted on the effect of an increased share of females on student achievements generally indicates a positive impact for both male and

In a cross-municipality regression, we relate the change in the share of competent followers via the quota bite to the average survival rate of mediocre male leaders from the 1991

When using the logarithm of crime rates as dependent variable, as shown in Panel C, a one unit increase in the predicted ratio between the share of people in the top three and

In Europe there is a small, statistically significant, negative effect from income inequality on life expectancy in both columns 1 and 3, the base model and the regression

The correlation coefficients between relative income and five insurances are: -0.01, 0.00, 0.29, 0.30, and 0.26 for medical, pension, work injury, unemployment, and

Fig. 1 Conceptual framework of the role of fear of crime from a public health perspective, modified from Garofalo 1981. Areas of specific interest for the present study are indicated

Rather, we find that high income households are more adversely affected to certain events such as floods of high and low magnitude as well as extreme cold temperature, while

9 In the two models with the log of contribution as the dependent variable, both the OLS and the robust regression show that the influence of the $10