❊♥s❛✐♦s ❊❝♦♥ô♠✐❝♦s
❊s❝♦❧❛ ❞❡
Pós✲●r❛❞✉❛çã♦
❡♠ ❊❝♦♥♦♠✐❛
❞❛ ❋✉♥❞❛çã♦
●❡t✉❧✐♦ ❱❛r❣❛s
◆◦ ✺✹✽ ■❙❙◆ ✵✶✵✹✲✽✾✶✵
❚❤❡ ❡✈♦❧✉t✐♦♥ ♦❢ ✐♥t❡r♥❛t✐♦♥❛❧ ♦✉t♣✉t ❞✐✛❡r✲
❡♥❝❡s ✭✶✾✻✵✲✷✵✵✵✮✿ ❋r♦♠ ❢❛❝t♦rs t♦ ♣r♦❞✉❝✲
t✐✈✐t②
❋❡r♥❛♥❞♦ ❆✳ ❱❡❧♦s♦✱ P❡❞r♦ ❈❛✈❛❧❝❛♥t✐ ●♦♠❡s ❋❡rr❡✐r❛✱ ❙❛♠✉❡❧ ❞❡ ❆❜r❡✉ P❡s✲ s♦❛
❏✉♥❤♦ ❞❡ ✷✵✵✹
❖s ❛rt✐❣♦s ♣✉❜❧✐❝❛❞♦s sã♦ ❞❡ ✐♥t❡✐r❛ r❡s♣♦♥s❛❜✐❧✐❞❛❞❡ ❞❡ s❡✉s ❛✉t♦r❡s✳ ❆s
♦♣✐♥✐õ❡s ♥❡❧❡s ❡♠✐t✐❞❛s ♥ã♦ ❡①♣r✐♠❡♠✱ ♥❡❝❡ss❛r✐❛♠❡♥t❡✱ ♦ ♣♦♥t♦ ❞❡ ✈✐st❛ ❞❛
❋✉♥❞❛çã♦ ●❡t✉❧✐♦ ❱❛r❣❛s✳
❊❙❈❖▲❆ ❉❊ PÓ❙✲●❘❆❉❯❆➬➹❖ ❊▼ ❊❈❖◆❖▼■❆ ❉✐r❡t♦r ●❡r❛❧✿ ❘❡♥❛t♦ ❋r❛❣❡❧❧✐ ❈❛r❞♦s♦
❉✐r❡t♦r ❞❡ ❊♥s✐♥♦✿ ▲✉✐s ❍❡♥r✐q✉❡ ❇❡rt♦❧✐♥♦ ❇r❛✐❞♦ ❉✐r❡t♦r ❞❡ P❡sq✉✐s❛✿ ❏♦ã♦ ❱✐❝t♦r ■ss❧❡r
❉✐r❡t♦r ❞❡ P✉❜❧✐❝❛çõ❡s ❈✐❡♥tí✜❝❛s✿ ❘✐❝❛r❞♦ ❞❡ ❖❧✐✈❡✐r❛ ❈❛✈❛❧❝❛♥t✐
❆✳ ❱❡❧♦s♦✱ ❋❡r♥❛♥❞♦
❚❤❡ ❡✈♦❧✉t✐♦♥ ♦❢ ✐♥t❡r♥❛t✐♦♥❛❧ ♦✉t♣✉t ❞✐❢❢❡r❡♥❝❡s
✭✶✾✻✵✲✷✵✵✵✮✿ ❋r♦♠ ❢❛❝t♦rs t♦ ♣r♦❞✉❝t✐✈✐t②✴ ❋❡r♥❛♥❞♦ ❆✳ ❱❡❧♦s♦✱ P❡❞r♦ ❈❛✈❛❧❝❛♥t✐ ●♦♠❡s ❋❡rr❡✐r❛✱ ❙❛♠✉❡❧ ❞❡ ❆❜r❡✉ P❡ss♦❛ ✕ ❘✐♦ ❞❡ ❏❛♥❡✐r♦ ✿ ❋●❱✱❊P●❊✱ ✷✵✶✵
✭❊♥s❛✐♦s ❊❝♦♥ô♠✐❝♦s❀ ✺✹✽✮
■♥❝❧✉✐ ❜✐❜❧✐♦❣r❛❢✐❛✳
! "
#
∗
! "
$
!% & %'
†(
" )*
!
+
!% & %'
" ), '
" "
*
&-.
.
/
0 1 " 0 2 "
2 3 0 # " , 2
45 " " " 2
" " " # 2 " * #
# , # " " # " 2
" 6 7 # ", 0 2 "
1 2 " " #
1 " *# # 0 " * " " # 2
0 2 0 , ) 0 0 2 "6 0 6 # "
6 1 " *# " #,
2 3 2 " 2 3 # 0 ,
1 6 0 2 3 8,(, " " 99 2 3
80 " 6 " 6 " 2 ! 0 ,
8 " " 0 2 3 " " *
*7 0 2 6
∗ 3 2 "0 : $;!< = > " !- ; ?,
†$ " 0 , % " ( 6 " @A % ' 0 6 ! " = 0 6
46 - " . 6 -.6 59 6 = > , "" 6 #6 B 0 ,* 6
2 3 0 # * 0 0 2
1 , ( " " 2 3 *
" " #6 0 " " , # 6 2 " 6 ,0,6
C 3 26 - " D " C 3 2 5 " "
" * 3 " , - *#
E 2 " - " 0 > $ 4 6 ! F 6 G . " # "
H 6 0 6 2 6 * " 2 2 *
" # " 1 0
" ,
3 " " #, D " 1
# * 2 " " # 0 # 6 2
F5 # , D "
2 C ,0,6 C 4/ 0 3
" ,
# # " 0 "
, 45
2 3 " , =# " 0 6 " " # 0 #
" " # 1 * 3 "
2 3 , =# " # 2 2 3
0 , 6 2 2 ,4 , #
# 6 2 3 2 " # 7 " ,4/6 2
2 " " 0 0 : #,
< 6 6 2 0 2 " 2 6 456
" 0 # " " # " 6
2 " # # " 0 , 2
2 0 0 " 6 "
, ( : #6 " 2 #
* 2 " ,
) 2 # 3 < 0 2 " 1
, 2 " "
2 " 6 " # 6 "
" 2 3 * * " I
" I ,0,6 E 0 " H / I 0 2 I ,0,6 E 2 " - " 0 >
$ 4 ,
6 2 3 2 " 2 3
2 < ,54 " ,4 6 #, =# 6 2 3 2
" 2 < , ,F 6 #6 2 2
* 1 0 2 2 3 6
2 * " # 1 0 2 ",
6 1 F J 0 2 2 3 6 2 " #
1 J 0 2 2 3 ,9 6
" 0 " 0 1 " *#
, G 2 6 0 " * " 0 2 6 0 6 1 " *# 0
2 " # 0 2 , 7 2 0 " 6
* " 0 " ,
( 1 " " 0 , 6
" # H ) 2 # " 0 6
0 " , 2 6 0 6 F J 0 0 " #
K) 0 I/, # # 6 0 J6 " # H )
2 2 # * 2 " " 99J 0
) 0 , ) 6 0 6 H ) " "
2 " # 0 2 " 2 ", 6 " # )
0 2 2 9 0 * 2 "
0 , ; 0 #6 0 0 2 0 ",
2 " 6 0 2 " # " # " ,
0 > " : "" " , 1
2 " 0# 1 6 " " * " , ( 9
" 1 " ( / 0 2
0 1 , ( 5 1 " "
H ) " 0 2 0 ) , ( " ,
H " * 0 *#
Yit=Kitα(AitLitHit)1−α,
9 " # 0 2 # 1 " 0 2 2 3
" 0 * 2 " " # 0 2 * 2 " , ( (
/ " ,
/( 0 6 E 6 G 0 E 06 . 6 " " 2 ,
2 Yit # i t, K " # 6 H
" 2 3 6L 2 * "A * 0 0 " #, ;
6 : 6 " # ! 0 *# A1−α
it ,
D C ,0,6 C 4/ " D F 0
3 " 6 H, # # * #
2 3 " " *# " , " 3
2 3 2 h # 0 H = expφ(h)0 2 3 2
" 6 " 0 2 0 0 " 0 "
Yit=Kitα(AitLiteφ(hit))1−α.
: *7 " " * " " #
" 2 3 # , <
# " *# " # "
# , 6 / " 1 6 #
6 ", D 2 E 2 " - " 0 > $ 4 " G " .
6 0 6 2 0 2 3 "
, 2 " 0 2 3
" #6 6 " , 6
" 2
yit=
Yit
Lit
=Ait
Kit
Yit α
−α
eφ(hit)=A itκ
α
−α
it e
φ(hit),
2 κ , 3 0 0
lnyit = lnAit+
α
1−αlnκit+φ(hit). 9
" *7 "# * " " #
0 2 , D 1 9 * *
2 0 0 2 " 1 * 2 2 * # "
∆ lny= ∆ lnA+ α
1−α∆ lnκ+ ∆φ(h), /
2 ∆ 0 * * 2 2 " , *
6 #6 " # 0 2 2 3 # 0 *#
∆ lnA
∆ lny,
" 0 " * 2 " 0 2
0 " " " *# " # 2
* 0 # * " " # 0 2 , C 6 " 2
2 1 7 # 0 # L "#
* " 0 2 7 #, 6 " " 6 * "
0 2 6 " 0 6
α
1−α∆ lnκ
∆ lny = 0,
G 6 " " 0 1 * 2 2 2
# 0 # * " 0 2 ,
: φ(h) 3 " ,0,6 !
/ " " 0 * 2 0 0 "
" , G 6 " " 2 2 = "
E 2 " φ
φ(h) = θ
1−ψh
1−ψ. 5
) " 0 * 6 2 ψ = 0.58 " θ = 0.32, ""
2 " α " δ, " "
, α, 2 ,/ %
# L " 6 *
) # " 0 ; " ! " ) ; !) ,
D " 6 2 2 " 8( " ,
D # " 3 3 65 3 6 I6 2
5( 4 " " 0# " ; !) 8(
3, * " " " " # 3 6 0 " 00 0
6 " # , 3 3 * "
00 0 ,
2 " " 0
δ= 1−Kt+1−It
Kt
.
6 2 * " δ= 3.5% # 0 5 " ,
D " " F9 " 0 " , 2 3
" 2 * " ! D " * !D 6 , ,4 D
" " 0 " 0 " 5 # " 6
" : < #6 3 = " H ,
# " 2 " !D 0
! # C ", 2 "
3, D 1 *# K0 = I0/[(1 +g)(1 +n)−(1−δ)]6 2 K0
36 I0 1 " 6 g 0 0
" n 0 2 ,F "
2 * " 0 2 > 6 I−j = (1 +n)−j(1 +g)−jI0,
> L 2 " 0 :
: # I0, D " 2 * 2 " " 3 0
5 # " " K0 3 , D
* " 0 0 *# "7 0 1 " 8,(,
2 3 6 0 0 0 *
" * " g = ,59J, 0 2 6 n, 0 0 2
# * 2 " 6 " "
!D ,
" Ait6 2 * " yit " "
( ) " 1 " " , 6 2 "
" 6 * # 2 " ", 6 2 " #
, 2 6 2 " # # 6 # $# 6
$ 0 4 6 $ ) - * " 2 F 6 % # 6 ! ; 2 % 6 7 " = 2
,
4 " ! D " * 6 G 6 ( " ) ,
F " " E 0 " H / " G " .
6 0 ,
" 3 5 # "
* * " 8(, ) 0 " # #
2 2 2 3, . "
$ " # 0 # : 6 "
( " D " D , 2 " E
0 " # 5 2 J * 8,(,, P M gK
0 0 " * 2 * " 2 " "
" 0 , < #
κit " Hit " # # 2 * "
Ait=
yit
κ
α
−α it Hit
.
8 0 " κit6 2 0 "
M gP Kit =
α κit
. 4
2 " 0 1 6 * " "
2 3 # , 2
2 E 2 " - " 0 > $ 4 " * X,
2 , ,6 Xit =κ
α
−α it e
θ
−ψh
−ψ
it 6 2 " #, 9 6 2
lnyit = lnAit+ lnXit. F
G 2 6 " 6 2 " ln(y) " 0
1 6 2 0 * 2 " " #
var(lnyit) =var(lnAit) +var(lnXit) + 2cov(lnAit,lnXit).
1 * 6 2 2 #6
3 " 0 * "6 0 2 "
# " " 0 * " ,
0 " # 6 # 6 9
0 2 3 , *
1 : # ,
0 " * * 0 , 6 2 3
" 0 "6 # , 6
0 y " ,F/ , " ,9 ,
( "6 " * 0
" , = 2 " 6 0 X " #
" " *# E 2 " - " 0 > $ 4 0 *#var(lnyit) =
cov(lnyit,lnAit) + cov(lnyit,lnXit), 6 " " 0
cov(lnAit,lnXit) < # * 2 6 var(lnAit) " var(lnXit), ) " 16 2
" ,
0,00 0,20 0,40 0,60 0,80 1,00 1,20 1,40
1960 1962 1964 1966 1968 1970 1972 1974 1976 1978 1980 1982 1984 1986 1988 1990 1992 1994 1996 1998 2000
var(ln(X)) var(ln(A)) 2*var(lnX*lnA)
0 2 3 "
5 J6 ,4 ,9 , G 6 2 * " 0 " 0 6
0 ",
* '
# (lny) (lnX) (lnA) (lnX,lnA)
,F/ ,4 ,/5 ,9
5 ,F , 9 ,/ , 5
4 , ,5 ,95 ,
45 , 9 ,5/ ,9F ,
F , ,// ,9 ,
F5 , ,/ ,94 ,
, ,9F ,// ,
5 , 5 ,9 ,5/ ,9/
,9 ,9 ,5 ,9
"6 lnA # * , =# 6 2 6
2 9 J 0 , ) 2 6
0 2 3 " * #
" 0 ", * "
2 3 2 55J 0 " #, =# "
0 " " # " 0 # 6 2
2 9 J , " * " F5 X " A "
1 # 2 3 " ,
#6 * 2 " " # #, )
6 0 0 6 0 0 , 5 , F 0 ",
" # " 0 " # 2 #
2 0 " 2 6 * *# " #6 # " "
2 # " ,
0 " 9 " # " # 6 8(6 " 0
2 3 " , ) :0 26 * 2 2
* 2 3 , ( : #6 M H(
0 " # 2 3 # , 5 R2 = 0.0005
6 2 0 M ,4 R2 = 0.47 ,
0 0 9
0 * 2 * #
" # 2 2 " 2 0 , 6 0 "6
2 0 0 " , C 6 #
" 0 6 * # " # ", 6
6 < : " E 2 "
456 # * 2 " # " 2 3
2 3, 6 0 M ,9/ R = 0.05), 00
* 0 " 2 "
- " 0 > $ 4 6 ! F 6 G " . " # " H
6 0 6 2 : " 0 " # "
* 3 " 2 3 , D : "
< "6 " 6 " #6 1 "
2 3 ,
3 =E9 " * E 2 " - " 0 > $
4 , 2 " 0 F5 " " " "
2 2 , # " 1 " 59J
2 3 " " # 0 /4J, 2
" " *# 6 2 * # , ( : #6
X " A F5 2 < 5 J " /FJ6 #
) " 1 , G 2 6 # " 2 2
" /J 1 " *# , " 6
2 " # 5FJ 2 3 " ,
" * " 0 # 2 0 2 ,
0 > # # , < 2
0 2 " 2 6 456 " 0 # "
" # " 6 2 " # # " 0 ,
2 2 0 1 ,
!
2 0 * "
0 2 1 6 6 F9 , D < / 6
0 2 3 " " "
* " #6 9 " 2 3 ,
0 2 3 2 8(N 46 4 8(N /6 F9
6 0 2 0 J ", / 0 0 0
* 0 2 * " 0 0 0 *
0 , * " 0 "
:0 2 A= 100 8(
2 3 =E/ * E 2 " - " 0 > $ 4 "6 *
" " # F5 9/J " J6 #6 2 ,
9) " * 6 " * " T F P =A −α
, G 2 6 0 2 " 6
* ! 0 *# 0 A6 2 * " " "
! 0 2 2 3 ,
* "
y60 y00 A60 A00 κ60 κ00 h60 h00
0 8(N 46 4 8(N /6 F9 5F 4 , , / , ,
# # " # " *# 56/J, 0 6
* 6 2 99J, 2
* " 0 " 2 7 6 0 6 , #
, # ,
" " " " # "
" 6 # > " " * 9, D " "
5 0 6 " 0 0 2 2 3
KC I 0 5 0 2 2 3 0 " 9, FJ
, J # 6 K % 2 I 0 / 6 0 " ,9 J
9, FJO KC " % 2 I 6 ,/ J , 4JO K( 2 % 2 I
6 , J ,/5J " K I 0 / 6
0 0 2 0 " 9, 5J ,//J # , " 2
* # * 0 " "
,
* 9 0 2
# 0 y A H κ I/Y
( ,F/J ,9 J , J ,4 J 5J
C /,9 J ,4 J , /J ,4/J J
% 2 ,4 J , /J , J ,4FJ J
C " % 2 ,F J ,/9J , 4J ,55J FJ
( 2 % 2 , J , FJ ,F9J ,/4J J
,5 J ,/ J , /J , J FJ
2&y J F/J 9J /J 59J
I/Y 0 0 0
0 0 2 ,4 J # 6 2 0 " #
" ,9 J #, * 9 2 " # 0 2 #
2 0 0 2 2 3 , D KC I6 " #
0 2 0 " ,4 J # 6 K I 0 0 2 A 2 0 ,
6 * 2 0 2 2 3 " " # 0 2 2
2 3 0 2 2 2 #
6 59J6 0 0 I/Y #6 0 6 2 0 2
, C 6 " 0 6 K I
2 1 " 0 0 2 , 6
* 2 0 2 2 3 " > , 5
* 9 2 0 " , J #6 *
2 y 0 2 9J , 6 0 2 H # 0 ,
* / % 2
# 0 y κ H A
( ,F/J ,/4J , J ,9 J
J 5/J J
C /,9 J ,/ J , /J ,4 J
J J J
% 2 ,4 J ,5 J , J , /J
J 9 J / J
C " % 2 ,44J ,94J , 4J ,/9J
J 55J /J
( 2 % 2 , J ,9 J ,F9J , FJ
9 J F J J
,5 J ,44J , /J ,/ J
9 J 4 J / J
; * *
2 3 0 2 ,
* / 0 2 " 1 0 * 2 "
, : * 2 # " *# 1 0 2
, 0 6 F J * " 0 2 2 3 * " *#
" # " # J " " # 0 2 , 4
5 * " *# E 2 " - " 0 > $ 4 " F5,
# * " , / * 2 0 2 2 3 "
,
: : " 0 = * * " ( 0 / " ! ,
4 " " *# = 6 2# 6 . , " / " * !
2 3 0 2 /J, "# " , 6 # "
0 /5 6 0 " " # 9 , ( "6
" " 0 2 " 2 0 2 2 3
" 0 2 !6 2 3 " # 2 3 6 "
G 5/J 2 3 0 2 , F
; 6 2 6 0 " 2
* " , 0 2 0 6 KC I 6 J
0 2 1 " *# " # 0 2 . * # 2
0 0 2 0 / J K % 2 I 0 6 /J
KC " % 2 I " J K( 2 % 2 I, K I6
" # / J " 2 3 , 2 " 6
2 " # , =# 3 6 0 6 "
" 6 " # * " " " # 0 2 ,
- * 9 " / 2 "
" " * 1 0 2
2 3 6 2 * " # 1 0 2 0
0 ,
) 2 # " # 0 2 " * 2
" 0 2
2 3 " " # 0 2 " * 2
0 2 "A0 2 , 8 0 / 6 2 " 2 3
0 2 2
var(∆ lny) = var(∆ lnA) +var(∆ lnX) + 2cov(∆ lnA,∆ lnX).
* 5 " 0 2
2 3 , * 2 " # 0 2 " * 3
2 3 0 2 * 2 " , ( : #6 A 0 2
" J 0 2 6 2 0 2 "
# 95J " 2 3 0 2 ,
2 0 #P * " * # 2 " #
* , 2 0 " * ! # * 0 J6 2
* 3 2 "0 2 ! " " 2 "
,
F " * 2 0 * 2 3
0 2 * " " * ,
2 " , 6
J 2 3 0 2 * 2 " ,
E 2 " - " 0 > $ 4 " " # 0 2 1 * 2
F J " J 2 3 0 2 , " " *#
0 *#var(∆ lny) =cov(∆ lny,∆ lnA) +cov(∆ lny,∆ lnX), 6
" " 0 cov(∆ lnA,∆ lnX) < # * 2 6 var(∆ lnA) "
var(∆ lnX), 8 0 6 2 * A0 2 4J
y 0 2 * 2 " , ) " 16 2 " ,
* 5 ' % 2
-" (∆ lny) (∆ lnX) (∆ lnA) (∆ lnX,∆ lnA)
,5 , F , ,9
4 , 5 , , , 4
4 F , 4 , / , ,
F , , , , 5
, 5 , , F , 5
* 5 2 * 0 * 2 0 2 A
"X * 2 " , 6 * 2 0 2 A
" 2 ,5 ", 0 * "
" " " # " * κ
2 3 0 2 ,
# " " F F "
0 2 " 0 2 , 6 " ,5 4 ,
" " * " 0 2 "
"6 6 " 6 #6 "
* 6 " 0 L " " 0 #,
" : " 6 2 * 0 2
0 2 * " F " F ,
* 2 2 0 : 0 2 2" 2 F , ( : #6
0 0 2 " " , 4J F , J F ,
* 2 * " # 0 2 2
0 2 2" 2 , 6 2 A0 2 2 F , 5J
# " * 0 ,99J # 6 2 0 2
" 2 3 " " ,
* " 0 , " F # " 1 " 0
= 6 2# 6 . , " / * " # !
1 0 2 ,
E 2 " - " 0 > $ 4 * * 2 0 2 A "κ ,/ ,
( " ! 1 * "
* " * M
0 0 # 0 , ) 1
* " 0 2 " 2 " * " 0 2 " # 2 "
" 0 2 2 * " 0 2 ,
- " 3 " # 1 " 0 2 6 * "
0 2 2" 2 45 " F # , = " 6 2 "
0 2 0 1 * " 45 " 45 , < #
" 1 6 " * < ,
A 0 2 6 2 * < " K( 2 % 2 I " KC " % 2 I
" * " " #,
* % 2 *# ( * "
F F
# 0 y κ H A y κ H A
( , 4J ,59J , J , 5J , J ,/ J , J ,99J
J / J 9 J / J J 99J
C /, 9J , FJ , J 9,9 J 9,4FJ ,4 J , 9J , 5J
J 5J J FJ 4J 5/J
% 2 9,5FJ ,5 J , /J ,F5J ,F J ,/5J , FJ ,/9J
J 9 J 5 J /J 59J 9J
C " % 2 ,/4J ,/ J , /J , J , FJ ,99J , J , 5J
4J / J / J 9 J F/J /J
( 2 % 2 , J ,/5J , J , J , /J , J ,45J , J
9J / J 9 J 94/J 4 4J J
,/FJ , J , J ,4 J ,4 J ,59J , 9J 9, 4J
9J / J 95/J 9 J 5/J F5J
; * *
2 3 0 2 ,
( 0 6 " 0 " 0
1 " *# , "6 0 " * " 0 2
6 0 6 1 " *# 0 2 " # 0 2 , 7
2 0 6 * " 0
2 3 " " " , 6
" 6 2 " " * 2 "
, = 2 " " " # 0 2 "
1 " 0 : " #6 2 2 0 2 " #
00 " * " " " " # 6 " #
" 0 : #, " 6 6 " " ",
G 6 * " # 1 0
" 2 # " 0 ,
"
#! $ %
%
&
"
* *7 0 * " : " # " ,0,6
; 6 0 " ( 3 / " ) 0 6 . " - * 6
0 # , 2 # # 2 6
" " * 6 0# "
" " * 0 # 0 "
, 6 " " # 0 6 "
" 0 2 ,
" " " * " 0 0 0 * ,
D 2 *7 2 , 6 2 2 " 3 " " *
" # "6 " " 0 " # " 0
*7 , ( "6 " 0 2 0 " 2
2 " " " < , 6 2 "
45 H ) " # 2 0 *# " " 6
A 0 2 * < # 2 0 # 0 " 0 2 0
* 2 " 2 , $ 0 #
1 " 0 2 "6 2
0 2 7 #,
D " " " 0 6 2 " " ) " 1, #
D 6 ( 6 0 3 0 6 ) 0 6 C "" 6 (
) 6 H ) 6 $ * " ( * ( ) , 9 : 0
D 6 2 1 ! 0 " (
* 06 0 2 % 6 $# " 3 # K( I " 8 " E 0" ,
* 0 K 0 I 3 0 0 6 2 8()6 ; 2 Q "6
) 6 " "6 #6 $ " , ) 0 ( 0 6 E 6 G 0
E 06 . 6 " " 2 , 5 " 6 #6 1
2 0 " F H ) 6 2 " $ ** 3
# H 0 0 , $ * 0 # / " ( * (
4, * 4 0 " 0 2 * *# "
0 0 2 A= 100 8( ,
" # # 0 0 0 , D
* ) 0 6 0 6 1 " 1 " # 0 2
9 " * " ( * ( # 6 2 " "
" # J * 2 " , D A )
0 2 # 99J " K 0 ( 3 0I 6 *#
" " 4 J, * 0 H ) " ( *
( 0 6 2 " " # J " 9 J6 #, "
* " " " # H ) " 45,
" # H ) 6 456 2 * "
" " , " " 4 J A 8(6 2
45 " " F J, =# " #6 2 6 " 3 "
/5J, /
* 4 ) 0 " 0 2
# 0 ∆y60−00 A1960 A1975 A2000 ∆A60−00 κ1960 κ2000 ∆κ60−00
0 3 0 4J F 9 5 J ,5 ,45 J
D / J 4 9J 9,/9 9, 9 5J
( 4J 5 F J ,9/ 9, J
) 0 9 J 4 55 F J , F 9,9 5 J
C "" / J F 4 9 J ,F , J
( ) J 5F 5F J , 4 ,4 4 J
H ) / J 4 9 J , 4 , J
$ * F4J /5 9 /FJ ,4 ,99 /J
( * ( ) J / 9 / 9 J ,F ,94 J
D 1 $ ** 6 0
" "6 2 ( ) 1 0 * 00 *
#, ) 0 " ( * ( 1 "
κ J, 2 0 6
K 0 ( 3 0I " D 6 2 " 0 2 #
0 *# " " , : " * 2 "
2 > " *# 2 " " 6 2 3 0 0 0
" ,
) 0 : 6
6 " *# 0 " 6 5 " " * #
/ H ) 2 " # "
= > 6 C 1 6 ) 0 6 $ * 6 ! 6 ' > " $ , ( : #6 0 H
) $ 6 A2 4 6 4 45 " 4 ,
5! 0 * " # ; ) 6 2
# " " " 3, 6
P MgK # * 0 0 6 * " " 0 M #
# 0 * 2 " 6 0 0 2 " * 2 J " J6
2 1 ( * ( $ 6 2 " # 0
9 J , 0 / M gP K " 0
0 "6 0 " 0 4 ,
0,00 0,05 0,10 0,15 0,20 0,25 0,30 0,35 0,40
1960 1962 1964 1966 1968 1970 1972 1974 1976 1978 1980 1982 1984 1986 1988 1990 1992 1994 1996 1998 2000
World Average English (Speaking) Western Europe Asian Tigers Latin America
* F > 0 2 " 1 0 , " 0#
1 # * /, : 0 6 "
0 2 2 3 " A 0 2 , * " #
2 3 0 2 # 0 ) 0 6 * *
" 6 2 2 * 2, ) 1 6 H
) " ( * ( ) 1 " " # 0 "6
2 2 *# * 0 2 ,
0 0 # , # 6P MgK2 "
* ,
* F % 2 6 $ " - 0 %
# 0 y κ H A
0 3 0 ,F J , J ,5 J , J
J FJ /J
D , 4J , J ,4 J , 9J
J 99J 54J
( 9,99J ,/ J , 5J , FJ
J 94J 5 J
) 0 5, /J ,4FJ , J 9, /J
5J J /J
C "" , J , 4J , FJ ,/5J
4J 49J J
( ) ,/ J , 5J ,9 J , /J
9 J 55J J
H ) ,F4J ,9FJ , 9J ,/5J
//J 4J 5 J
$ * ,5FJ , 5J ,F/J , J
J 59J 9J
( * ( ) ,54J ,F J , /J , J
/ J F J J
; * *
2 3 0 2 ,
"
#! '
0 2 " " H ) " *
0 1 " " " # * 2
" 6 " < # 0 2 2 # " , 1
$ 6 2 " 0 : A, "6 " #
* % 2 H )
# 0 y κ H A
H ) 0 ,F4J ,9FJ , 9J ,/5J
//J 4J 5 J
) 0 ,4 J ,9 J , 5J ,5 J
5 J J 4 J
= > ,4 J ,/5J ,4FJ ,/FJ
J / J FJ
$ , J ,/ J , J , J
R J 95J F4J
$ * ,F9J , 4J ,45J , J
FJ J J
$ - , 4J , J , 5J ,FFJ
99J 4J 9 J
" ,/5J , J , J , 4J
FJ 49J J
C 1 ,59J ,59J ,/4J ,/FJ
95J 4J 9 J
! 0 # ,F4J ,/ J ,F J ,9 J
J /J 5 J
8 0 # , 5J ,/ J , J ,45J
//J 5J F J
' > ,FFJ , 9J , 9J , 5J
/J 9 J 5/J
; * *
2 3 0 2 ,
C 6 " # " 2 * " # 2 " "
6 # 0 6 2 0 "
A 0 2 , " " A *# 9,95J # , 2 0 " " A
*# ,4/J # 0 , 4 0 5 * 2 A "
) 0 " " # H ) 4 " F
3 4 6 0 : " 2 0 : L "
L 0 6 0 " - " 3 , * " " * F
" 0 2 2" 2 " " 6 0 " # ,
4 2 " # " H ) 6A *# 9,94J # 0
6 0 0 " 8( " # * 3 , )
6 " * $ ,
0 20 40 60 80 100 120 140 160 180 200
1960 1962 1964 1966 1968 1970 1972 1974 1976 1978 1980 1982 1984 1986 1988 1990 1992 1994 1996 1998 2000
Latin America USA Brazil Mexico Argentina Chile
0 5 ! " # H ) 6 8(6 S
* 6 H ) 1 " # 0 2 "
" " 0 : # 0 A" " ,
C 6 1 κ "6 6 " 0 "
# , = > 6 6 8,(,
" 5J 2 " 1 6 0 = > P #6 F
2 " * 0 , # 1 >> " *# H
" L 2 " #
, 0 " "" 2 3 6
2 " # " 3 # # 0 "
2 ,
# # 1 " 0 0 2
0 # " 0 F "
0 2 2 # "6 6 # " "
0 : " #6 , G 6 2 0
6 2 ", 2 " 6 0 2 0 2
F * = > 2 " " 8,(,
( #6 H #> " C 4 " 6 0 2 "2 "
0 2 2" 2 6 0 2 H ) *
" # " 0 " 0
0 " " " # 2 0, 6
# * A 2 0 0 2
0 # * * ",
"
#!
#
!
* 2 0 2 " ) 0 , *
0 2 2 # " # , D
1 ( E 6 0 1 " * "
# 0 2 0 5 J,9 ! " # 0 2 2 # 0 G 0 E 0
" ( 0 6 * 0 F J 2 3 0 2 ,
* % 2 ) 0
# 0 y κ H A
) 0 0 5, /J ,4FJ , J 9, /J
5J J /J
G 0 E 0 5,5 J , /J , J 5, 4J
J J J
. /, /J ,/ J ,/ J , FJ
9 J J 5/J
( E 5, 4J , FJ ,4 J ,9 J
/J 9 J //J
( 0 /, J , J ,F9J 9, 4J
J 4J F J
2 , J , 9J ,/ J 9,/5J
J 9J 54J
" /,/ J , J ,4 J ,/5J
J J 5 J
; * *
2 3 0 2 ,
9 : * " *# E 2 " - " 0 > $ 4 " # ""
2 "# *# T 0 5 6 2 2 " ) 0 G 0 E 06 ( 0 6
2 " E 0 2 # 0 , ) " *# E 2 " - " 0 >
$ 6 " # " T 0 " * " # 0 2
# " " *# " #6 2 " E 2 " - " 0 > $ " , 0
0 * 2 A ) 0 " 0 0 ,
:0 2 6 " 2 " H ) 6 " # "
0 2 0 # 45,9
0 20 40 60 80 100 120 140 160 180 200
1960 1962 1964 1966 1968 1970 1972 1974 1976 1978 1980 1982 1984 1986 1988 1990 1992 1994 1996 1998 2000
Asian Tigers USA Taiwan Hong Kong Korea Singapore
0 ! " # ) 0 6 8(6 S
(
0 1 " 0 2 "
, " " # "
< " , E 2 " - " 0 > $
4 6 ! F 6 G " . " # " H 6 6
2 " * 3 2 3 " " *#
" # " , " " F5 " , D 2 "
45 " 6 # " " 6 2
" " " # 2 " * # # , #
45 " # " 2 " ,
" # " 2 "
" " 0
" " # ,
9 * " *# $ " = 2 " - " 3 , ; 6 2 6
0 6 0 " " " 0 " "
, P MgK ) 0 2
8(,
0 2 " 1 2 "
" # 1 " *# # 0 " * " " #
2 0 2 0 ", ) 0 1 "
" 0 " " 6 1 0 2 2 #
" " # 0 2 , G 6 0 0 0 2 " 2 # "
6 1 " *# " #,
" # 1 0 " 2 3
" # 0 : " 1 ,
0 H ) 6 6 # 1 " *# 0 : "
" #6 2 ) 0 KC I # " # , ) 0
2 2 * K ! I ,0,6 ! " ! 6 ) 0 6
. " - * # " 3 0 *
2 " 2 # " " KA” # 0 " "
3 0 ! 1 0 * , "# " #
* # 6 0 " " 0 "
1 ,
" 6 " " # 1 0
" " 0 2 2 3 6
0 2 " 2 " " *
2 "69 , 6 * 3
0 2 2 3 * 2 " , ( "6 456
2 " # , "6 6
" # 2 # " "
6 6 2 2 0
" " *# 0 2 " , 00
0 2 " 6 * # " : " 3 "
" #6 # * 2 3 " ,99
& %
U V ) ! ) & ** , K $ 0
$ ) 0 6I
5 9 / ,
9 0 6 # " H ,
99 1 ! " ! / , - 0
" = " ! + " G " " 1 9 ,
U V ) ! ) & ** K- %
0 # " C 3 0 C " D " * I
6 4 9 /,
U9V + ' $ , ) & # ** KG 2 ) $
" ! " # % 2 W6I C 6 - 6
" - = 3 ) ,
U/V + $ $ - ** , K) C " $ ) "
- ( 3 0,I D 3 0 ! !% 6 , // ,
U5V + & ) . ' *** K " )
8 " " 6I ;= - D 3 0 ! X4 ,
U V + ! ) // K - G $
" )0 0 $ $ # ,I6
6 , 9/6 0 /9 49,
U4V + $ 0 *** K ( 0 $ % 2 W6I
6 5 F9,
UFV + $ + ! //( K % 2 )
) ) 6I 6 95 9,
U V 1 , . ** , K H " 0 $ P ( 0 (
! # - F F6I 6 . 95 54,
U V 1 , . 2 ' ,3 $ //4, KG H ) P !
-% 2 = 0W6I 6 /9 F4 9 ,
U V 1 , . & ' ** , K P ) ( # > "
" % 2 C " 6I! " 6 5 44 ,
U V 1 0 5 6 // , K " 2 6 6 "
! % 2 ) 0 ; 2 D " ) ' 2 G
8 " ( 6I ;= - G ! X ,
U 9V 7 $ $ - 7 8 ** , K # #
; * ! 0 T 0P ! ; * D " ! 6I
&& 0 , 0 ,* & & < &2 3 0 & /, ,
U /V 7 + //4 K C 8( ; ) 6I
( # $ = 6 . #,
U 5V ** K% 0 ( - 0 ( # 6 8 "
6 " $ ** 0 G# 6I 6
/5F /4 ,
U V 9 & 1 ) /// KD # " ( $ ! " C C
D 3 W6I 6 * #6 /
F9 ,
U 4V 9 % + # : ** , KC # - 0 $ - " = 0
I, C ,
U FV 9 & + ** " ! # 6 , ,
$ $ 8 # ! # ,
U V 0 & & ' // K$ " 6
6 " % 2 6I$ $ % # 6
/ 5 ,
U V 0 $ ) & ; 3< //4 K ; - % 2
G % W6I & '(() " , = (,
= 3 " . ., - * 06 $ * "0 6 C) C ! 6 49 9,
U V ' & 1 ) //*, KD # P $ 2 - ! $ W6I
F C # ,
U V //" K " * '+,- '((,6I ! $ ,
U 9V 5 2 //" K % 2 ; ,I
45 9 ,
U /V 5 2 & . // K) $ *
% 2 ,I 4 C # / 4 /94,
U 5V ) /4 % . / . .; =
- 6 " * " *# $ * 8 # ! ,
U V 2 ! //*, . $ . 6
U 4V $ 1 $ // , K= 0# )" "
I, 6 F 9 ,
U FV $ 1 $ ***, 6 C ! ,
U V $ 1 //= K; " " ! " # #6I
6 9 5 5 55 ,
U9 V $ ! ' *** K # # $ $8 $ "6 "6
; $ 6I 6 5 / 9 4 9 ,
U9 V $ ! ' ** KD G ) " % W6I ! "
6 5 9 9 4 9 ,
U9 V $ ! // K- " ) % * 8 " 6I
" 0 6 9 5 9/9,
U99V & 5 /// KD " " ) % 2 % W 1 ( 3 6 ( $ L 6
" % 2 $ 6I 6 / / 9F5 / ,
U9/V . & ) /=( KD 0 " # "
0 6I 1 # 2 # 6 6 " , #
) " - " H # ", ; G ", $ 5 5 ,
U95V > //" K # # ; * $ 0 (
-) % 2 1 6I 6 / F ,
4
:
'
%
,
&
1 ! ? 5 @ "6 8 " E 0" 6 8()6 ) 6 $ " 6 ( ) 6
; 2 Q ",
. 1 ) 6 #6 "6 = 0 6 6 ; 2 #6 "6 36
% #6 ; " 6 (2 " 6 (2 > ",
! 1 $# 6 ! 0 6 ( 6 % 6 3 #,
# 2 6 G 0 E 06 E 6 ( 0 6 "6 . ,
1 (# 6 6 6 6 . " ,
! C 6 C # 6 " 6 ! 3 6 " 6 ; 6 ! ; 2 % 6
= 0 " 6 ! 6 7 ,
' - * 6 ! 6 $ 6 = > 6 C 1 6 " 6 % 6
8 0 #6 ! 0 #6 $ * 6 ) 0 6 ( " 6 $ - 6 G " 6 = 6 ! 6
' > 6 ; 0 ,
= * " 6 " " Y * 0 6 % # 6 . ,
< ! % = 2 6 H 6 C 2 6 Q * *2 6 80 " 6 > 6 E # 6
% 6 $ 6 0 6 ( 0 6 C > * < 6 Q * 6 ; 0 6 $ ) - * 6
$ 0 ,
+
!
!
<
%
0
0) 2 " 1 6 # " 2
36 2 " " 6 # " *
* " 8(, 6 6 2 * "
" 0 : 6 2 2 0
* " 2 ", ) 6 0 " #
# 2 2 2 3 " A * "
, . " $ "
# 0 # : 6 "
( " D " D , 2 " E0
0 " # 5 2 J * 8(,
MgP K 0 0 " * 2
* " 2 " " " 0
, * ), " "
3,
* ), ' 6 E0
# (lny) (lnX) (lnA) (lnX,lnA)
,F/ , ,/ , F
5 ,F ,54 ,/ , F
4 , ,5/ ,95 , 9
45 , 9 ,5 ,9F , 9
F , ,/9 ,9 , 4
F5 , ,/ ,94 ,
, ,94 ,// ,9
5 , 5 ,9 ,5/ ,9/
,9 ,9 ,5F ,94
3 5 2 " 0
" # 5 2 J
* 8(,
" 1 , 1 6
" 2 2 2 2 " "
E0. 4 6 # " 2 "
* ,
* ), % 2 E0
y κ H A
( ,F/J , J , J , 4J
9 J 5/J J
C /,9 J ,F J , /J ,99J
J J 59J
% 2 ,4 J ,F J , J ,F J
9 J 9 J 9 J
C " % 2 ,44J ,5 J , 4J ,9 J
FJ 55J 4J
( 2 % 2 , J ,99J ,F9J , J
9/J F J J
,5 J , 9J , /J ,54J
54J 4 J /99J
; * *
* ), 0 2 " 2
3, 2 E06 * A 2 3
0 2 J6 " J6 2 * " " "
3, " * /, 6
* A # 2 0 2 2 3 ,
!
A
0
&
3<
? //4@B 7
" 0 6 E 2 " - " 0 > $ 4 2 0
" 0 2 3
var(lnyit) =covar(lnyit,lnAit) +covar(lnyit,lnXit)
0 6 0 0 ln(X) "
ln(A), * ),9 " 0
*
* ),9 ' H
# covar(lny,lnX)var(lny) covar(lnvar(lny,lny)A)
, / ,95
5 , ,9F
4 , ,9F
45 ,5F ,/
F ,5 ,/4
F5 ,5 ,/4
,/4 ,5
5 ,/ ,54
,/ ,5F
* ),9 : 1 , 6
" " # 2 3 " ,
D " # # 95J 6
* 5FJ ,
" 0 6 E 2 " - " 0 > $ 4 2 0
" 0 2 2 3
var(∆ lnyit) =covar(∆ lnyit,∆ lnAit) +covar(∆ lnyit,∆ lnXit)
0 6 0 0 ∆ ln(X) "
∆ ln(A), * ),/ " 0
*
* ),/ ' % 2
-" covar(∆ lnvar(∆ lny,∆ lny) X) covar(∆ lnvar(∆ lny,∆ lny) A)
, 9 , 4
4 , ,
4 F , ,
F , 5 , 5
, ,
* ),/ : 1 , 6 " # 0 2
4J 2 3 0 2 * 2 , * "
" " ,