Extracting risk neutral probability densities by fitting implied volatility

EUROPEAN
CENTRAL
BANK
WO R K I N G PA P E R S E R I E S
WORKING PAPER NO. 198
EXTRACTING RISK NEUTRAL
PROBABILITY DENSITIES BY
FITTING IMPLIED VOLATILITY
SMILES: SOME METHODOLOGICAL
POINTS AND AN APPLICATION
TO THE 3M EURIBOR FUTURES
OPTION PRICES
BY ALLAN BODSKOV
ANDERSEN
/
AND TOM WAGENER
December 2002
EUROPEAN
CENTRAL
BANK
WO R K I N G PA P E R S E R I E S
WORKING PAPER NO. 198
EXTRACTING RISK NEUTRAL
PROBABILITY DENSITIES BY
FITTING IMPLIED VOLATILITY
SMILES: SOME METHODOLOGICAL
POINTS AND AN APPLICATION
TO THE 3M EURIBOR FUTURES
OPTION PRICES1
BY ALLAN BODSKOV
ANDERSEN2
/
AND TOM WAGENER3
December 2002
1 The authors wish to thank seminar participants at Danmarks Nationalbank and the Aarhus School of Business, and participants in the
workshop “The measures and determinants of financial market uncertainty” at the European Central Bank premises 27-28 May 2002, for
helpful discussions and suggestions. Niels Christian Beier, Peter E. Storgaard, Nicki Sorensen,
Christian Olgaard,
and an anonymous referee
/
/
deserve special thank for comments to earlier drafts of the paper.The usual disclaimer applies. The opinions expressed herein are those of
the authors and do not necessarily represent those of the Danmarks Nationalbank nor of the European Central Bank.
2 Danmarks Nationalbank, Havnegade 5, DK-1093 Copenhagen K, email: [email protected], corresponding author
3 Danmarks Nationalbank, Havengade 5, DK-1093 Copenhagen K, email: [email protected].
© European Central Bank, 2002
Address
Postal address
Telephone
Internet
Fax
Telex
Kaiserstrasse 29
D-60311 Frankfurt am Main
Germany
Postfach 16 03 19
D-60066 Frankfurt am Main
Germany
+49 69 1344 0
http://www.ecb.int
+49 69 1344 6000
411 144 ecb d
All rights reserved.
Reproduction for educational and non-commercial purposes is permitted provided that the source is acknowledged.
The views expressed in this paper do not necessarily reflect those of the European Central Bank.
ISSN 1561-0810
Contents
Abstract
4
Non-technical summary
5
1
Introduction
7
2
The common foundation of the methods
9
3
Extracting RNDs - methodologies
10
4
Fitting the implied Black-Scholes volatility smile
4.1 Specifying the implied volatility function
4.2 Estimation of the spline
12
15
18
5
Empirical applications
5.1 Application 1: constant horizon RNDs
5.1.1 Data
5.1.2 Results
5.2 Application 2: the market reaction to the 11 September attacks
20
21
24
24
26
6
Concluding remarks
26
References
28
Appendix A
31
Figures
32
European Central Bank working paper series
43
ECB • Working Paper No 198 • December 2002
3
12345674
8/789 7 9)):1 5 549 583 4
546 5
548 3
4 234563789 47
8345 8
737
4 378
476
783453'
789 3 56'6
77 53773 7, 3 3
4683
4
547583
3 676 78, -
3
5 3 443
46789 88'7;48375 45773 8
737
, . 549 353 37
7
58 8
745 534 58 99
3 674683789 3 4 33789 5
3789 78 794 44 875
/73 5 4537 / 84
83 783
, <8 3 375378
/ 3 4 5 5
4 498
8531
/76 7
4 544753 358 3 578 68 54375 47537 38 ,
. 5 37
3687= 3 3 ><881 34'83 1474 34
378
476
, *8
3583 47?8 47
8345 8
737
54 65653 58 54
3537
376
4 3
8
737
54 3 5
543 86435783 8 5 5'
'5 5
7
, 87851 / 585
3 7563 3 34 53356
8
3 2635378 34 1474 7834
3 453
,
123 456789 <7 53731 47
8345 8
73 3753781 7834
3 453
2635378
8859 *@1 81 A%
4
ECB • Working Paper No 198 • December 2002
89
47
76 35
<8 37
54 / 58 5 5 7 4
78 7B
9)):
56'6
7 78345378 3687= 3 234563 47
8345 45773
8
737
4 3 34'83 1474 7834
3 453 4 378 476
8
7834
3 453 34
,
- 4/54 7834
3 453 24
3 543B
5459 47
8345 2'
635378 3 34 43'34 7834
3 453, - 4/54 7834
3 453
658 47 77673 4 3 7 641 4 73 658 63 7463
4 3 476
7;483 7834
3 453 47537
, 84 378 476
73
7
7 3 234563 3 / 47
8345 7
347378 98643 C#":
4 3 263 34 7834
3 453, -7
5/
5 4 357 7634
3 2635378, <8 54376541 73 5/
58 5
83 3 86435783
53356 3 58 978 3 4/54 453,
- 543 543767583
5 58 7
7834
3 78 3 C#"1 786 73
97
58 24
78 3 543B
5459 7378 35789, <8 478671
58 78
34 658 654 3 C#" /73 7
D4 /8 9
E637: 45773
5
83 3 34 543 361 58 563 5664789, 576 54
1
675 68345 58
1 5 5
/8 9453 7834
3 78 C#"
1 65
3 658 3 45 5 4 357 7634 3 543 2635378
34 8354 76 67
78
, 84 251 3 68345 58
658
234563 7845378 53 3 238 3 /76 3 543 /7 447
5 67
78 3 6589 3 7834
3 453 94 5 73 865891 4 353 5334,:
1 /7 / 7 353 3 C#"
7
37 78 73
785861 34
4
546 793 5 3 45 3765 456378 53348
3 5431 58
68345 58
5 38375 6 7845378 5
5 543 3 549
7845378 3 84789 5635 76 5789,
84 3
3 234563 C#"
4 378 476
5 8 '
471 7789 8 785 /4 C
9)4F:1 *2 58 C
9)4F: 58
48 58 >73?8494 9)40:, <8 37
54 / 24 8 3 4
47
789 5456
1 /76 68
7
3
783453789 3 77 56'
6
53773 7, -7
5456 /5
4
3 4
83 7 9)):,
ECB • Working Paper No 198 • December 2002
5
C6831 8/ 547583
3 7 78345378 3687= 5 49,
- 7;4 4 3 479785 7 9)): 45378 5/789 4
727 5
3 33 7
1 34 5/789 4 727 5
3 C#"
1 3, $4 / 35 5 6473765 7/ 8 8 3 4 54
4683 3
1 /76 68
7
3
33789 3 7 /73 5 676 78, -
676 78 7
78 5 45378 353 5/
9453 727773, $/41
73 5
743583 45/56
78 34
3 77 C#"1 786 3 C#" 78
9845 /7 2773 G78
B 97,, 88'7;48375 783
644
8789 3
3 83 783
3 676 78,: - 7773 78
78 3 C#"
7
38 8378 5
789 5 4 /73 34 3
1 6 5
33789
9845 7
347378
4 78 5765378
7B
9)): 479785
45378, - 45
8 7
3/, 874
31 4 58 6876 783 7/
3 78
83 664 5
58 7765378 8734 34 84 5351 3 54
7
3 6
8 3 47789 3 C#", 681 5 C#" 7863
/73 78
7
83 5
7834435 5
58 84789 7
347378 3 54'
3 2635378 3 83 78 3 476 3 5
3 84789 3
378 6834563,
-7
5 3 99
3 5 8/ 547583 3 7 783453789 3687=1
/76 68
7
3
76789 794 44 875
, -7
8
4
727773 3 33 7
/7 37 46789 3 C#"
, . 5
99
3 789
5 4 544753 5
4 645341 /76 78 3 375378 46
7
57 78 44 3 8
4 3 33 7
,
. 5 37
8/ 3687= 3 3 ><881 34'83 1474 34
378 476
, *8
3583 47?8 47
8345 8
737
54 65653 58
54 3537
376
4 3
8
737
54 3 5
543 86435783
8 5 5''5 5
7
, 87851 / 585
3 7563 3 34
53356
8 3 2635378 34 1474 7834
3 453
,
6
ECB • Working Paper No 198 • December 2002
459749
<8 37
54 / 58 5 5 7 4
78 7B
9)):
56'6
7 78345378 3687= 3 234563 47
8345 45773
8
737
4 3 34'83 1474 7834
3 453 4 378 476
8
7834
3 453 34
,
- 4/54 7834
3 453 24
3 543B
5459 47
8345 2'
635378 3 34 43'34 7834
3 453, - 4/54 7834
3 453
658 47 77673 4 3 7 641 4 73 658 63 7463
4 3 476
7;483 7834
3 453 47537
, 84 378 476
73
7
7 3 234563 3 / 47
8345 7
347378 98643 C#":
4 3 263 34 7834
3 453, -7
5/
5 4 357 7634
3 2635378, <8 54376541 73 5/
58 5
83 3 86435783
53356 3 58 978 3 4/54 453,
- 543 543767583
5 58 7
7834
3 78 3 C#"1 786 73
97
58 24
78 3 543B
5459 7378 35789, <8 478671
58 78
34 658 654 3 C#" /73 7
D4 /8 9
E637: 45773
5
83 3 34 543 361 58 563 5664789, 576 54
1
675 68345 58
1 5 5
/8 9453 7834
3 78 C#"
1 65
3 658 3 45 5 4 357 7634 3 543 2635378
34 8354 76 67
78
, 84 251 3 68345 58
658
234563 7845378 53 3 238 3 /76 3 543 /7 447
5 67
78 3 6589 3 7834
3 453 94 5 73 865891 4 353 5334,:
1 /7 / 7 353 3 C#"
7
37 78 73
785861 34
4
546 793 5 3 45 3765 456378 53348
3 5431 58
68345 58
5 38375 6 7845378 5
5 543 3 549
7845378 3 84789 5635 76 5789,
84 3
3 234563 C#"
4 378 476
5 8 '
471 7789 8 785 /4 C
9)4F:1 *2 58 C
9)4F: 58
48 58 >73?8494 9)40:, <8 37
54 / 24 8 3 4
47
789 5456
1 /76 68
7
3
783453789 3 77 56'
6
53773 7, -7
5456 /5
4
3 4
83 7 9)):,
ECB • Working Paper No 198 • December 2002
7
C6831 8/ 547583
3 7 78345378 3687= 5 49,
- 7;4 4 3 479785 7 9)): 45378 5/789 4
727 5
3 33 7
1 34 5/789 4 727 5
3 C#"
1 3, $4 / 35 5 6473765 7/ 8 8 3 4 54
4683 3
1 /76 68
7
3
33789 3 7 /73 5 676 78, -
676 78 7
78 5 45378 353 5/
9453 727773, $/41
73 5
743583 45/56
78 34
3 77 C#"1 786 3 C#" 78
9845 /7 2773 G78
B 97,, 88'7;48375 783
644
8789 3
3 83 783
3 676 78,: - 7773 78
78 3 C#"
7
38 8378 5
789 5 4 /73 34 3
1 6 5
33789
9845 7
347378
4 78 5765378
7B
9)): 479785
45378 9
/:, - 45
8 7
3/, 874
31 4 58 6876
783 7/ 3 78
83 664 5
58 7765378 8734 34 84
5351 3 54 7
3 6
8 3 47789 3 C#", 681 5
C#" 7863 /73 78
7
83 5
7834435 5
58 84789 7
347'
378 3 543 2635378 3 83 78 3 476 3 5
3
84789 3 378 6834563,
-7
5 3 99
3 5 8/ 547583 3 7 783453789 3687=1
/76 68
7
3
76789 794 44 875
, -7
8
4
727773 3 33 7
/7 37 46789 3 C#"
, . 5
99
3 789
5 4 544753 5
4 645341 /76 78 3 375378 46
7
57 78 44 3 8
4 3 33 7
,
- 54 7
49587? 5
/
, 6378 ! 647
3 68 3'
43765 85378 78 5 3 3687=
3 234563 C#"
, -81 6378
97
5 43 58 88'25
37 4 27
3789 3687=
1 58 78 6'
378 @ / 5 8/ 547583 7B
9)): 77 56'6
53773 7 78345378 3687=, <8 6378 % 3/ 5765378
3
3687= 54 647, 874
31 / 46 68
3583 47?8 C#"
58 585'
? 543 2635378
3 43'34 1474 7834
3 4531 /76 84
845 6746
3586
/
1*
787 7 453 4534 6
, 6'
81 3 7563 3 34 53356
8 3 2635378 3 34
8
ECB • Working Paper No 198 • December 2002
83 1474 7834
3 453 7
585?, 6378 F 683578
4 686789
454
,
799
9
649
9 4 493
- 85835 7789 6 78 48 8586 34 7
68378983 657
,
68378983 657 7
58 5
3 4 6473 /
4348 8
8 3 353
8534 53 34 783 78 37, 8 3781 7,, 3 4793 3 83 3
795378 3 4 58 B84789B 5
3 78 3 341 7
6 5 68'
378983 657, - 5 3 3781 58 344 73
4761 /7 3765
8 8 3 476 3 84789 5
3 53 34 53,1 - 476
3 378 344 683578
7845378 53 3 78
34
B 45773
5
83 3 36 3 84789 5
3 476 53 353 34 53,
-7
7
3 5
76 75 78 23456378 C#"
4 378 476
,
5437654 7 58 743583 25 5 68378983 657 7
3
44/'"4 5
31 /76 5
8 873 7 8 5437654 353 664
1 58
?4 34/7
, - 476
44/'"4 5
3
54 65 353'476
1 58
3 54 4 56 353 7463 443785 /73 3 47
8345 45773
4 3 664486 353 353 9
,9, *64581 !((,: <8 5 68378 353
3 353 476
54 443785 /73 3 47
8345 8
73 86378,
H8438531 44/'"4 5
3
54 83 345 8 58 49587? 54'
3, $/41 C
9)4F: /
353 5 437 65'378
3 14'
58 3 658 3 68
3463 83376 44/'"4 5
3
1 34
357
789 5 45378 3/8 378 476
58 3 C#", 4789 3
5473459 77737
1 *2 58 C
9)4F: / 353 378
78 98451
78883 78
34
B 47
4486
1 658 476 5
7 78
34
/4 47
8345, - 8 4=7483 3 78
34
4486
7
65 88'
53753781 7,, 353 4 7
444 3 , - 476 5 65 378 3
1458 3 658 38 63 5
3 7
683 5 3 378B
1
. 8 68
74 378
3 1458 31 7,, 378
353 658 2467
53
3 378
B 53473 53 8,
ECB • Working Paper No 198 • December 2002
9
263 4348 84 47
8345731
1 2345642 1 57 89
1 2112
1 1 2112 3
22
345642 1 57 896 642 9742 8
9:
1
/4 1 7
3 378 4761 42 7
3 476 3 84789 5
3 53 37 9 1
3 274 53 3 3781 5 7
3 347 4761 7
3 47
'4 453 1 83
3 2635378
4534 /73 4
63 3 3 47
7834
31 58 322
8345 8
73 3 34 5
3 4761 6642 9,
*873785 8 6 642 98 =5378 9: 658 3 476 3 65 378,
$/41 3 4 6 642 9 7
84 8/8 74765, 48 58 >73?8'
494 9)40: 8376 353 4 5 863785 24
78 4 11 6 642 9 658 3578 9 3 5 7
683 5634: 7;483753789 9: 3/76 /73 4
63
3 3 347 4762
2 1659
1 2112 6 642 9
9!:
5 2
-7
7
3 85835 4
3 / /7 24 /1 /4 3 34539 /7
3 3578 58 74765 4583 24
78 4 1 /733 5
789 474
8/9 3 4 6 642 9
45674
83 49993
- 734534 8 3 23456378 C#"
7
37 /53 8
331 58
8 68
8
5
49 5
3 /76 3687= 7
3, *4 9))): 58
I85 58 C67894 9!(((: 5 654 5 84 3
1 3
/4 85 3 45/ 8579
686
78
, / 7
5 88'25
37
47/ 3 3 68 3
,
- 3 7 5456 7
3 63 7
3945
1 /76 658 84 4 358 5 49 54275378 3 84789 C#", -7
5456
7
8 3 7
643 37 54275378 =5378 9!:,
2
84341 $5447
8 58 &4
9)4): / 353 3 C#" 7
2563 3 7
347378
84 /76 3 84789 5
3 /
5 5437895, -441 3 C#" 7
37
444 3 5
3 =7583 5437895 5
4, *51 > 58 56&785 9))4:
4 434 7
6
78,
10
ECB • Working Paper No 198 • December 2002
J8 7773 3 63 3 C#" 7
3 5
5 676 5453476
365
376 46
3 476 8576
3 84789 5
3, 6 5
46
/7 7 5 676 4 3 8
73 86378 3 476 3
84789 5
3 53 3 34785378 531 7,, 7 3 C#", *873785 8
3 54534
3 46
58 378 476789 45 658 47 789
=5378 9:, - 54534
658 38 3478 7877?789 3
=54 7
3586 3/8 3 4 378 476
58 3 '77
476
, 56'6
7
3 7
25 37
5456 - 84'
789 5
3 476 8576
54 5
3 5664789 3 3 7
7;
78 46
93 93476 4/8758 378:1
74 1 47 478
9:
/4 8 54 3 54534
3 37531 58 7 3 688 9 -7
6765378 77
5 9845 C#"1
642 9 3 6649 9 1 2 98 2 9 98
9@:
/4 4 7
3 64483 98/8: 476 3 84789 5
3, 793 4
67653 25 7
978 78 5? 9))F:, $ 5
5 E 7;
78
4 3 84789 476 8576
58 /
353 3 C#" 7
5 98451 /76 658 4574 3 / 8/8 74765 436789
3 56'6
,
- 4 /73 5
789 676 5453476 46
4 3 84'
789 5
3B
476 8576
7
353 8 78 5 / 65
7
3 77 C#"
8/8 78 6
4, $861 4 4
234563789 C#"
3 585
3 7
4534 68
34578 78 3 676 476 8576
, -7
78483 78727773
58
353 3 C#" 5 83 5 3 6534 5 4583 534
3
543 476 535 K6783 /,
6
453 58 793 4 9845 5456 7
3 5
5 545'
3476 8
73 86378 4 3 C#" 73
, #3 353 78 44 3 476 378
4 9:1 3 365
376 46
3 84789 5
3 476 7
48583
78 3 8
353 8 3 77 C#" 37
46
7
8, $861 73
ECB • Working Paper No 198 • December 2002
11
7
7 3 46 5
647 51 263 353 3 3753 545'
34
54 83 7463 7834435 78 3 68323 3 84789 5
3
476 8576
, J38 5 7234 3/ 4 34 9845
54 4
3 C#"1 3 78 47867 54 4 67653 6765378
6 ,
76 58 -5
9))4: 5 98451 58 37
3 7
5
444 3 58 189581 545 9))4:, <3
473
786 4
3
58 4
3 73
77673, $/41 37
6
53 3 6
3 789 4534
78727 58 658 97 47
3 C#"
/73 8
745 534
7 G
7
B
58 G78
,B
88'5453476 5456 7
L3'5575 58 > 9))0:
58 L3'55751 .589 58 M54 9!((:, 5 &48 494
'
78
3 95
3: 57 7
789 5453476 4
3476378
8 8734 3
365
376 46
4 3 84789 84 3 C#", $/41 374 3687=
7
6353785 4 587891 58 73 7;4
4 3 34 3
4=74789 37 47
476 5351 58 344 73 8375 4=74
5 35
365
376 46
948789 3 378 3 84789 5
3 476,
<3 7
/43 34
789 353 3 4
86 47
54
78 9845 65
3
C#" 3 7;483 4 3 2343 3537
3765 45773 3 83
3 84789 5
3, 6547
8 3 C#" 58 3 644
8789
3753 45773 8
73 5
8 7
34765 4348
73 7
7 3
234563 58 77673 5
83 3 84789 47
54
78, 63
345383 37
7
7
8 3 6 37
54N L3'5575 58
> 9!(((: 58 I56/43 9!(((: 4 434 7
6
78,
!44
4 " #67$%793 &9644
3
. /7 58 5 5 7 4
78 7B
9)): 3687=1
/76 7
5
8 78345378 3 77 56'6
53773 7,
J4 5
76 375378 4 789 37
5456 7
73
7277731 78 3 8
353 8 5453476 5
378
5
3 8734 3 365
376 46
4 3
12
ECB • Working Paper No 198 • December 2002
84789 476 8576
84 3 C#" 73
54 86
54, - 4589 7 5
3 C#" 7
8 773 3 727773 3 863785
4 3 33 77 53773 7,
- 3543789 783 3 7 78345378 5456 7
=5378 9!:1 58
3 75 78 3 3687= 7
3 3578 58 74765 4583 24
78
4 3 65 476 86378, 84 9!: 73 7
7
353 78 44 3 46
58 C#" 3 65 476 86378 8
3 3/76 7;48375 /73 4
63
3 3 347 476, $/41 786 3 C#" 7
5 45773 8
73 86378
4 3 34 36 5 68378
5475 978 3 5765378 /
37
5475 7
3 43 8 543 7834
3 453: 73 7
745 353 3
C#" 73
5
7
3 9/4 3 58
7;48375,: 545
83781 78
78 58 978 C#" 54 54 3 7834431 58 786 3 78
54 83 58 7765378 34 4 74765 4954737
/ 7 353 3
54 9 54983
4 789 5 3687= 353 8
4
3 C#"
,
<8 44 3 3578 5 7;48375 C#" / 658 4 4 9!: 353
3 14
35 1
8
3 7;483751 58 78 ;63 3 65 476 86378 73
3 953 5
3: 34 37
7;48375 /73 4
63 3 3 347 476 78 44
3 46 5 3 C#", -7
347751 3 78 3 734534 73 7
843
58 55483 4 5
63 C#" 23456378, . /7
6 56 3 37
743583 783 /,
$/ 658 / 3578 5 K6783 3 74765 4583 24
78 4
1 <3 65883 4 7463 4 3 5431 786 926589 345:
378
54 345 /73 5 2 347 476 78345, -
78345378 7
8, J8 7773 / 3 783453 4 65 476
74631
/41 37
5
4 3 4 7K63 781 786 8 4 5
6589
78 3 78345378 658 97 47
3 4 549 6589
78 3 6'
8 44 54375 47537 58 34 3 C#", 7 9)): 37
4 4534 78987
1 85 33789 3 77 56'6
53773 7 78
35,
- 56'6
65 378 476 45 4 58 7834
3 453 34 7
ECB • Working Paper No 198 • December 2002
13
978 9
,9, $ 9)0)::
1 1 2112 2 673 9 1 5672 9
8
/4
73 1
6
6 5
9 32 2 9
4
8
9
4
72 1 73 1 9 8
9%:
9F:
629 7
3 6537 845 7
347378 863781 58 7
3 476 3 84789 5
31 4 3 4/54 7834
3 453, 18 39 3 7
78345378 3687= 7
8 3 56'6
378 476789 451 73
7
83 5
353 3 56'6
34, - 56'6
7
4 3 6843 5 3 74765 378 476
/73 978
347 476
58 37 3 53473 783 5 3 347 476
58 644
8789
537737
77 3 56'6
, <8 34 /4
1 978 58
4 378 476 1789 8 3 77673 53773 7
3 5 /76
5
3 56'6
45 46 3 4 543 476,
<3 7
654 4 =5378 9%: 353 3 56'6
5
68'
3583 77673 53773, $/41 73 7
8/ /7 5663 353 543
535 /
794 77673 537737
4 378
353 54 54 78'3'8
4 54 3''3'8, <8 5 3 3 77673 537737
59578
3 3
347 476 /73 3 53'3'8 347 49 5
5 7783 3 45378
647
5 G
7B, -7
7
/8 78 94 1 573 4 3 77673 537'
737
54 33 59578
3 3 378B
GB1 /76 7
3 54375 47537 3
65 476 86378 /73 4
63 3 3 4/54 4531
1
1
1 673 9
94:
- 5334 =5378 /
4 9%:1 58 789 353
2112 2 673 9 1 5672 9
1 2112 2 673 9 1 673 9
1 88
90:
/4 629 83
3 845 45773 8
73 86378, - 475'
378 90: 7
978 78 5872 , . /7 4348 3 3 453785 4 789
/, - / 3 77673 53773 86378 8
3 34 37
14
ECB • Working Paper No 198 • December 2002
7;48375 78 44 3 46 3 C#"
1 / /7 4 8/ 35 /73
5 45378 78 /76 3 77673 53773 86378 7
883 8 3
347 476 9,9, 1 65991 786 8 78 353 65
54 6
'4 45
5575, -7
7
8 4 4 776731 5
3 54983
6544 4 3
5 45378 78 ,
- 4
3 47537 9%: 7
3
4 4
1
1
12
1
12
1 12 672 9 2 5 9 672 9
8
5
5
9):
4 /76 3 68 47537 658 47 5
21
1 2112 672 95
2
5
5
8
4 96
7
72 3
6
4 4 2
73 72 5 9
73 4 5 9
8 9(:
5
5
5 2
5 9
/4 90: 5
8 59578, 874
31 83 353 78 3 56'6
65
/73 68
3583 77673 537731 5 34
78 3 =54 4563 78 9(:
263 3 4
3 54 ?4, $861 37
684
353 78 3 56'6
65
3 C#" 7
9845, 681 73 7
7753 55483 353 78 44
3 46 5 3 C#" 3 6473765 34 7
3 43 8 78 3 =54
4563
, 84 37
3 7;48375 3 77 53773 86378 659
8
3 34 37
7;48375 58 37
78 5 97789
5634 78 3 676 3 6765378 659
.8 3 7 8
8 78
35 3 347 476
5 34 7
8 6
'4 378 4 3 C#" 7 9(:, <8
35 3 68 44
47537 3 65 476 86378 3 63 84765,
'
%"7
4 " &9644 749
. 688 3 7
6
78 3 7 5453476 6765378
6598 7,,
/ 5
659 1 657 9 /4 7
5 634 54534
3 3753,
<8 7B
9)): 453781 657 9 /5
6
8 3 5 7 54'
576 86378, - 68 44 47537 78 37
65
7
7 5 68
3583
ECB • Working Paper No 198 • December 2002
15
58 3 C#"
/7 344 78 9845 3, $/41 3 54576
86378 7
83 4 727, *8
=831 3 8
4 5 45
85 3 /7378
3 4589 5575 958 475: 347 476
1 5834 5
3 4 3 357
3 C#"1 /4 78 9845 8 74765 45378
54
5575, #3 353 73 7
68 3 5 3
353 3 789 3
357
3 C#" 3
7 3 4978 /4 74765 45378
54 557'
5 7
5473454, 7 9)): 7 5
3 9845 357
8 3 C#"1
6453789 G78
B 53 3 5
3789 783
,
<8 44 3 74 3 45 3 58 727773 3 33 71
*551 *589 58 C74 9))4: 3 676 78 4 657 9 7754 78
74731 */
1 55879743?9 58 5458 9!(((: 5 85345 3789
676 78, <8 676 78 45378
1 657 9 68
7
3
76/7
676
86378
1 /76 54 76 53 3 83 783
84 3 687378 353 3
78 7
3/76 7;48375 53 3
783
, <8645
789 3 84 83
783
/7 74 3 31 3 53 3 6
3 78645
789 3 78
78 $/41 3 676 78 45378 83 6 /73 3 4=74'
83 353 3 77 53773 86378 3 34 37
7;48375,
- 68 47537 5 676 78 7
5 68378
76/7
7854 86'
3781 /76 7
88'7;48375 53 3 83 783
58 /76 /7 344
46 78
78 3 C#" 644
8789 3 3 83 783
3 78,
789 547
6
/76 857? 64534 /8 8435789 3
84765 375378 /7 5 3 78
7
7 78 5 3 3
C#"1 3 37
65883 4 3 4, - C#" /7 8 3 7
3 853 8 64534 7
978 6 /793 78 3 375378 464
353 73 8375 5
3 374 47537 3 78 874 7854
4 3 / 43 3 C#", $/41 37
7
5 4534 87834
3789
675 65
786 73 7
=7583 3 5789 5 789 676 86378 4
3 / 43 4 3 C#", *8
=831 3 78789 / 83 5
583789 78 34
7277731 /76 /5
/53 3 3 676 78
57 4,
$4 / 99
3 5 3 /76 674683
3 4, - 95 7
16
ECB • Working Paper No 198 • December 2002
3 8 5 45378 /76 5
5 3 68 44 47537 /7 4'
4789 727773 78 73, . 5
4=74 5 4534 54
787
65
3765 3 84 45378
4 7 7
4534 7731 6,
94 , -
68
745378
5 3 99
3 789 5 78 43 44
875
/73 3 687378 353 3 78 7
34 37
7;48375
53 3 83 783
, <8 37
65
3 68 44 47537 7
5 7;48375
78 54576 86378
1 5 68
745 4 727 86378 358 78
7B
9)): 453781 78 /76 3 644
8789 24
78 /5
5
68
3583, 783 3 >5865
34 58 55
5
9)0F: 78789 794
44 875
38 4
3
78 G4
3789B1 7,, 58 2599453 ?79?59
53348 3 86378, -7
4 658 4563765 77853 4'
6789 3 84 83 783
, <8 4 74765 3 / / 8
353 E
3 8 83 783 9644
8789 3 1 89 /5
K6783 3 8
4 5
45
85 3, <8 6547
81 3 85345 3789 676 78 5
5 83
783 4 4 45378,
J4 444 6765378 /73 8 83 783 8 /7 9845 83
5
727 5
3 85345 676 78, <8 54376541 3 7773 3578789 5 463 3 7
37
56476 /73 4 67653781 8'
789 8 3 74495473 3 535, $/41 539 5 463 3 793 745 78 34 33789
1 6 5
33789 34 34634
7834
3 453
1
/ 54 38 83 7834
3 78 33789 77 537737
463, -7
7
3 3 563 353 345 45
1 8=5 37789 78345'5 =3
1 56 543 8
36, 54 7 3 65
5473459 75378
78 3 476 5351
97789 47
3 ,9, 89537 45773 8
737
7 5 463 3 3 77
537737
4
3 5
7
3 C#", -
1 3 98
''3 3 7'
7 53773 7 7
9845 83 58 544753 3476 3 97 8734
3 863785 41 84 3 84 83 783
, J 64
1 73 / 876 7 =3 378 476
/4 4 68
7
383 /73 8586 341 3
37
3 6 3 4 78 3 74765 33789
, 3 '
378 476 535 6 /73 8'5473459 687378
1 4 6765378 3
78 727 89 3 8
4789 5 3 4 6
463, 371 73
ECB • Working Paper No 198 • December 2002
17
7
743583 3 34
353 74789 3 3 7
83 3 578 375378 4
4 4
31 6, 3 7
6
78 5,
- 345'; 3/8 98
''3 58 64534 7
6834 5
54534 8 /, - 676 7
4 6 7754 3 3 676
3 58/73 78 5765378
48 3789, $41 547
64
'
575378 6
5 8 1 3 3 6765378 676 38
3753 47
8 5
3376
, -7
7
5
46987? 78 3 7345341 ,9, .58 58 I8
9))%:1 /4 58 G'5789B 464 4 6
789
3 544753 58/73 7
47, -7
7
8375 3 464 /
5 / 78 3 54,
5 4563765 7
345378 3 68
=86 24
78 9(:1 3 7
33 5 3 676 78 58 5 3 78 43 44
875
95
8 3 5 476 45378
: 54 /8 78 94 1
58 3 644
8789 C#"
54 /8 78 94 ! 9
6378 @,! / 97
3 375378 357
,: - 378 476
54 4 @ 47 !((1 5 53 53
/76 3 78
78 3 C#" /73 3 676 78 45378 54 5437654
7
7, - 78 43 44 875
3456
3 676 78 574
6
/7 4
4789 5 3 C#",
'
34649
9 4 3"
- 78 3/ 43 44 875
7
5 4 54
787
6765'
378, -4 54 38 54534
4 3 3/ 875
58 4 4
3476'
378
78 3 83 783 9=53789 3 58 3 4
3 34 47537
3 875
53 3 83 783:1 5789 8 72 4 54534
3 3753,
8/789 >5865
34 58 55
5
9)0F: / 3 /789 44
8'
35378 3 78
2
4
5
67 9 1 1 3 2 4 5 9
57
6 1 65 8
9:
63
/4 7
3 84 83 783
91 78 4 7835378:1 1
18
ECB • Working Paper No 198 • December 2002
91 8 8 8 9 7
3 54534 634 3 37531 58 3 7
3 83 783
3
91 89
. 3753 3 86378 78 3 /789 /5, 874
3 3 4 378
3 476
54 6843 3 65 476
789 3 3'65 5473, -934 /73
3 4 65 476
3 77 56'6
53773 4 56 476 7
38 63 84765 5
3 5 353 7877?
3 =54
7
3586 3/8 3 4 476 58 3 476 77 3 56'
6
45 9%:, 84 56 3753 77 53773 3 644
8789
5 35 7
631 7789 5 3 68863 5
35
58
77 537737
1 7 8 8
8 /4 7
3 84 4 476
,
63
#/1 3 54534
3 78 54 3478 84765 7877?789
16 9
3 =54 7
3586 3/8 3 G
4B B
58 3 33 5
978 9:1 /73 5 853 8 645341
61 8 8 8 9 1 4 3
2
2
1 16 9
63
/4
1 6 9
2
1
3
692 78
9!:
33
69 1 1 6 92
3
21 9:
- 5 948
3 4537 /793 533473 3 3 853 8 64'
534 3 33 7, J4 676 4 629 9/76 7
3 3 3 4
8/9 8/ 3 3 734534: 4=74
58 25853781 5
73 7
7;483
4 3 4 68 5
4 645341 /76 7
7 3 847'
65 5 3 68 44 47537 3 78, $/41 5
4789
64534 3 7 68 44 47537 5 78544753 78
3 68323 7 337891 786 3 983
3 7 38375 658
6 4534 3, 3 68 44 475371 64534 53 3 9'
83
3 7 7
857? 3 6 4537 3 3 5
4 78 9:1
/76 3 878534 35
783 56683 3 38
3 64, 84
251 68
74 3 86378 669 1 2 - 68 44 47537 6
7
! 4 5 8 539 7
5 3 64534 7
6 5494 854 3 432
6 6891 358 781 51 6689 /4 78 3 64 6
3 789 7854,
ECB • Working Paper No 198 • December 2002
19
<8 37
251 3 5
4 9: 7
37 ! 53 6 6898 3 7
8 (,(((4 53
6 689
- 7834435378 9: 7
353 73 5
4
3 784
457
3
6746 64 353 7
358983 3 3 863781 58 353 5
5 68 44
47537 3 6746 78 353 7
=5 3 3 68 44 47537 3
86378 78 3 358983 783, -
1 37
5
4 7
G7
5 68
7
383B1 4
78 34 /4
78547583 3 435378, 5
4 3 68 44 47537
581 3 7 /7 5/5
38 3 64 4537 4 854 3 33
3 71 /76 7
58 5473454 4
3476378 3 7
8 3 5, 8
25 3 7;486 3/8 3 3/ 5
4
64534 7
978 78
94 , - 7;486 7
55483 78 3 4793 543 3 71 /4
3 7 68 44 47537 5
4 64534 5
3 7 727 94 5 978 5 :1 539 4 37
5437654 53 3 7;486
7
83 9453, #3 353 3 5437654 65789 3 52
78 3 3 5
3 53 3 3 983
3 7 794 358 73 5635 7
,
- 54 5635 =73 51 58 86 2578 / 3 7;486
3/8 3 3/ 5
4
64534 7
784, 371 4 5 68635
783 7/ / 54 4 6435 /73 3 68
7
383 345383 3
64534, - 5
6753 77 C#"
4 3 3/ 7
54 /8 78
94 @, A78 3 773 7;486 3 7
78 94 73 6
53 8
447
353 3 644
8789 C#"
54 4537 77541 3,
(
"576 6""7649
3
<8 37
6378 / 4
83 3/ 5765378
3 3687= 5,
874
31 /789 */
3 5, 9!(((: / 3 3687= 3 234563 54'
3 2635378
3 34 34'83 1474 7834
3 453 98643
1474: 8 5 68
3583 47?8 5
7
, . 234563 3 C#"
4 3
476
3 378
8 3 1474 34, -
378
54 345 8
>88 <834853785 834
58 J378
126589 9><881,: H84 84'
5 6746
3586
3 1474 453 /
3 1*B
787 7 453
20
ECB • Working Paper No 198 • December 2002
4534 6
, $861 3 378
8 3 1474 658 3 234563
3 543B
2635378
53 1*B
34 8354 76 67
78
,
1234563789 C#"
53 5 68
3583 47?8 7
88'34775 786 26589 345
378
54 6834563
/73 2 274 53,
- 68 5765378 7
5 4 65
76 77 C#"
1 85 58
585
7
5 676 83B
7563 8 543 2635378
, <8 54376541
/ 654 C#"
4 4793 4 58 7753 534 3 563
3444
78 3 H 8 34,
('
1""7649
) *9
346
4 95+9
83
126589 345 378
54 5
8 6834563
/73 2 274 53, -
><881 345 378
8 3 1474 7834
3 453 34
274 3 374
.8
5 78 56 3 83
5461 I81 34 58 "641
644
8789 3 3 274 53
3 84789 34
6834563
, 4 /73 3 2 274 53
7
353 3 C#"
/7 8544/ 78 8 3
4/54 453 3 6
4 3 54 3 3 274 531 7 65
3 543
6
4 643578 53 3 5 3 84789 5
3 53 3 274
53 3 6
4 78 37 / 54 3 353 53, -7
54
3 7834435378
6589
78 3 C#"
5
37 5
$/ 6 658 533473 3
3 ;63 8/ 7845378 3 3 5431 58 / 6 7
4 58 ;63
37 3 53473O - 68
3583 47?8 C#" 7
58 5333 3 7
53
3 44 ;63 4 3 5334,
<8 5 5'3'5 6547
8 3 47
8345 2635378
1 3 2 2'
74 53 ;63 7
5 784 4 7 34 7
89 37 3 53473, .34
58 378 5
9
5: 4 83
3 534731 4 4 83
78
8 5
3 53473 7
;637 7868
=8375 4 3 476
3 3781 58
86 3 2 274 53 ;63 658 5 7984, *8
=831 58
6589
78 3 C#"
3/8 3/ 68
637 5
658 533473 3 8/
7845378,3 - 6
4 78 37 3 C#"
541 58 3 894 3 37
3 53473 3 3781 3 54 3 ;63 4 3 2 274 53,
3
<984789 ;63
4 7=773 6589
36,
ECB • Working Paper No 198 • December 2002
21
$/41 / 38 /7
3 3456 6589
78 543 2635378
4 5 894
47 358 E
3 5 / 5
1 58 78 6 65
3 274 53 ;63 65883
7984,
8794 % /
3 33 77 53773 7
4 476
4 546
!((( 8 378 6834563
274789 78 I81 341 "64 !(((1 58
5461 I81 58 34 !((, -934 3
7
5 58 77
53773 456, 2631 3 456 78645
4 37 3 3
7 563 353 3 543 7
4 8643578 3 34 43 7834
3
453 3 434 5/5 78 37 73 5
3 9
,
*/
3 5, 9!(((: 99
3 3 /789 3687= 3 234563 68
3583
47?8 C#"
, - 75 7
3 783453 3/8 3/ 77 53773
7
1 3
789 3753 /73 476
4 3 5 531 3 4 '
378
/73 7;483 274 53
, - 47867 658 8 4 94 F,
.73 5 68
3583 47?8 1 51 72 83
1 / 658 68
3463 5 83376
7 /73 72 83
3 53473 783453789 3 7
4 6834563
/73 274 53
4 58 534 3 72 83
B 47?8, 58 251
78 53 47 5 83376 7 53 72 83
B 793 658 3753 7834'
53789 3 7
4 3 5635 274 53
3 34 6834563
9 83
3 53473: 58 3 "64 6834563 9793 83
3 5'
3473:1 /793789 3 7
5664789 3 374 6
8
3 3 72 83
B
47?8, J 64
1 68
3463789 5 68
3583 47?8 C#" 8 ) 546 9
5:
7
7 65
8 434 78345378 7
8 5
3 34 68'
34563 73
5
2563 72 83
3 53473, - 83376 7
658 38
78
43 78 9(: 58 3 68
3583 47?8 C#" 7
63 5
647
5,
- 7 78345378 4 37 7
5
3 5
76 375378 4 3753'
789 3 7
4 B
78
35 347
, 7
688 3 3 78345 3/8
( 58 1 /7 3 347 476 78345 5 6589 68
745 4 37,
- 37 78345378 7
8 4 68
3583 1 58 4789 3 6565378 3 3 C#" 9 84765 7;48375378: 3 B
54 7843 56 3 347
476
,
22
ECB • Working Paper No 198 • December 2002
39 73 7
/ 8/8 353 77 53773 34 34634
658
2773 88'7854737
9/76 7
5
55483 78 94 %:1 / 843
5 5 7 7854 78345378 78 3 37 578, $/41 5
/
68
74 5 34 83
B 47 81 / 5 E
3 3/ 783
78 37 97,,
3 53473 53
: 5575 4 783453781 /76 5
733 4 4
583789 3 5 7854 6765378,
J 64
1 73 / 7 3 3753 5 4 586 77 53773
34 34634 68
74789 5 94534 84 6834563
/73 534737
8 3 47?8 7463 7834
31 3 37
/ 58' 3 6'
353785 4=74831 65
!1%(( 34 34634
8
3 4'
3753
4 56 5 78 3 51 583789 3 5 335 53 %(1((( 34
34634
, -
1 3 9578 4 35789 7 88'7854737
78 3 34
34634 77 537737
783 56683 /5
E9 549785 654
3 3 5 78645
78 6353785 6
3
,
*589
4 37 78 3 68
3583 47?8 C#"
658 3 5 5494 238
533473 3 6589
78 543 2635378
, $/41 5834 3 274 53 ;63 7
786 37
3687=, #3 353 4793 4 5
6834563 274
3 78345378 4 37 7
8 3/8 6834563
/73
95 733 4 358: 34 58 72 83
3 53473, J8 3 34 581
4793 534 5 6834563 274
1 3 644
8789 78345378 6834563
/73 72 58 878 83
3 53473, -
1 78 3 5334 65
3 68
3583
47?8 C#" 7
5;63 2635378
3 878 83
B 7931 /7
78 3 44 65
73 7
5;63 2635378
8 3 72 83
B
793, 5 68
=861 3 68
3583 47?8 C#"
658 8
35 548
53473 53
, */
3 5, 9!(((: 3
3 4 3 4586 37
;63
4 3 43 34789 58 8 73 798765831 3 84765 5, <8 4
5765378 / 83 68
74 47
353 64 274 53
1 / / 658
7
4954 3 4 4,
ECB • Working Paper No 198 • December 2002
23
(''
646
- 378 476
54 45/8 4 49, . 3 3 58 65
476
, - 3 476
54 6843 3 65 476
789 3 3'65 54731
,9, $ 9)0):, J8 7
46 444 7
353 3 543 7
4 378 4 378
353 54 54 4 53'3'81 / ><881B
476
54
4 5/5
4763 58 543 476, <8 5631 38 5 =3 476 7
7
783765 3 3 378B
783485 5,
J378
353 54 3''3'8 4 793 78'3'8 54 3 3
7=7, -
3 94
5 68
7
3 5 3''3'8 6834563
5
/ 5
3
78'3'8 6834563
/4 3 347
/4 53 3 (,4% 4'
68359 783
4 3 4/54 453, J374
/4 4 4 3 94
51 58 77=7 347 476
/4 7837 3 378B
G95B1 7,,
3 4
3 47537 3 65 476 86378 /73 4
63 3 J
45378
4 /76 P95 /5
/ (,(!% /4 3,
(''
343
- 68
3583 47?8 9
72 83
B 793: C#"
54 65653 5 5
4 5 34 83
B 47 4 !( 546 3 ! I8 !((, - C#"
54
/8 78 94 4, - 7 64 78 3 ?4'58 7
3 4/54 7834
3
4531 /76 7
3 263 5 3 C#" 68
346378, - 5
78 787653
( 5 !((1 3 53 3 1*B
7834
3 453 46378 !% ,
- 4
3789 7634 7
58 2635378 G83578 6578B1 /76 97
58 74
78 3 5'3'5 5475378 78 3 77 C#"
, - 5
7634 4 5 74B
7/ 994 0: 793 97 5 334 75 3 73789
C#"
,
35383
53 3 6435783 543 2635378
54 5 7
3 475378 C#"
, #451 3 543 2635378
54 5'
47? 3 4/54 4531 3 94
4 58 0 7
3453 353 37
4/54 453
5459 658 64 4537 549 6589
78 3 84789 7
347378,
84 58 453785 783 7/1 94
7 4 58 0 54 54 51
24
ECB • Working Paper No 198 • December 2002
53 5
3 83 4 894 47
, <8
351 8 5456 7
3 547?
68345 534
3 C#"
33789 3537
376
47 4
3 C#"
, $41 3 5 5 97,, 3 7834
3 453 /73 3 79
3
45773:1 3 4/54 453 58 5 5
4 3 84789 86435783
3 543 2635378
54 /8 78 94 ),
.8 3 5 7
94534 358 3 4/54 3 84789 C#" 7
/ 3 3 31 58 37
787653
353 3 543 5
798
4537 4
45773 5
3 /4 7834
3 453
53 72 83
B 793 358 3 794
7834
3 453
, - 94 5
/
5 5
4 3 6886 3
2635378
1 4 65653 5
3 4%Q =5837 3 !%Q =5837 5
5
456378 3 4/54 453,4
- 53
78 3 94 644
8 3 3 3789 53
1*B
A48'
789 *867, H86435783 /
5 94 4
7
3861 /76 7
45
4789,
-4 54 8 6589
78 3 6886 1 /76 6 787653
54475 8/ 7845378,
-/ 786783
4 5 6
4 1 47 58 ( 5, J8 47
3 1* 3 3 7834
3 453 86589, -7
95 58 7753 /54
E 78 3 5 58 3 4/54 4531 99
3789 353 3 543 263
5 5
, - 86435783 /5
53 5 453 4 3 37891 58
3 58 78645
789 64
3 /789 38 5
, -9341 3
8789
54 68
7
383 /73 3 7834435378 353 3 543 /5
447
3
7834
3 453 67
78,
J8 ( 5 3 1* 63 73
7834
3 453 /73 !% , <8 3 46789
/ 3 4/54 453 4 5 7331 3 73 7 83 456 3 / 353
/5
8 4 47, - 4/54 453 4 68
745 78 4
8
3 3 7834
3 453 63, -
1 E9 4 3 4/54 453 73 353
3 543 /5
358 447
59578, $/41 3 5 787653
353
3 C#"
/4 / 3 3 3 78 3 5
4 3 37891 /76
4
-7
5
4 /5
6
8 65
3 476 535 5/5
64 3 7 %(Q 3
7
347378, - 4 35854 )%Q 6886 / 4 4 8 58 95/5
:
5473454 4 3 C#" 78 3 357
,
ECB • Working Paper No 198 • December 2002
25
99
3
353 3 543 7 5
798 4 45773 3 /4 7834
3 453
53 72 83
B 793, 1 86435783 4
54 78 3 5
4 3
3789, -7
793 787653 353 3 7834
3 453 63 /5
3 2383
4
8 3 543, $/41 3 5 7
4534 5371 / / 6537
53 54 7834435378
3 6589
78 37
3537
376,
-
25
7
3453 / C#"
97 5 4 357 7634 3
84789 543 2635378
358 3 7 4/54 453 5459,
('
1""7649
) 65$4 56749
49 4 %"
425 64467$3
<8 37
5765378 3 274 53 4 658 79841 786 3 585
7
68
7
3
654789 C#"
E
3 3/ 5
5543,
. 585? 3 ;63 8 3 543 2635378 3 1474 4
3 34447
3 53356
8 34, - 33 7
4 378 476
3 "64 !(( 6834563 4 ( 34 58 ! 34 54
/8 78 94 (, - 53356
5 5 4 79876583 7563, - 77673
537737
4
4 5 %'FQ 8 ( 34 3 !('!Q 8 !
34, - 7 543 3 7 4
4537 4 358 3 357
,
- 5
6753 C#"
54 /8 78 94 , - 5494 86435783 5
787653 3 73 3 7 65
5 /78789 C#", 3 3 5 371 3
C#" 65 68
745 4 / 3 3 31 353 4 45773
5
/5
5
798 3 /4 34'83 7834
3 453
, - 53356
5
3 543 6 4 8643578 5
3 / 54 3 7834
3 453 / 4
4 3 378
B 274 53 78 "64,
,
*9
7
565$3
. 47 5 7 58 5
'3'783 547583 7B
9)): 7'
7 56'6
53773 7 5456 3 234563789 C#"
, - 9'
9
3 3687= 8
4
3 58 727 C#"
78 5 3 4 54
7'
26
ECB • Working Paper No 198 • December 2002
87
45378, . 5
99
3 789 5 793 4 67653 5'
4 64534 /8 857?789 64534 78 3 375378 46
,
- 68
3583 47?8 C#" 5456 4 47
789 4 58 '
453785 783 7/ 358 3 4 68 58'6543
1 /76 83 5
/73 3 2 274 53 4, - C#"
97 5 54 4 357
7634 3 84789 543 2635378 358 3 7 4/54 453
5459,
8 743583 376 4 34 4
546 7
6547
8 3 7;483 36'
87=
3 234563 C#"
1 58 83 5
3 /53 6473478 , .
6
3 7 9)): 5456 3 73
7277731 /41 37
5
58
353 73 7
234 535 883, 8 3 535 4 3 378
543 7
38 83 3 =573 8 6 4, -7
793 65 4 4'
789 4 8 5453476 5
378
53 ,9, 84789 476 8576
4 934: 4
3476378
47 4 6876 34,
ECB • Working Paper No 198 • December 2002
27
5
73
RS L3'55751 M5678 58 84/ ., > 9))0:1 3#85453476 1
37'
5378 353'5476 "8
737
<7673 78 87858675 3 5476
31 -
I485 878586 ><<<1 8, !1 , @) T %@4,
R!S L3'55751 M5678 58 84/ ., > 9!(((:1 3#8'5453476 C7
58'5983 58 <7 C7
4
7831 I485 1683476
)@1 , ) T %,
RS L3'55751 M56781 M .589 58 845867
M54 9!((:1 3" J378
543
*4463 5476 3 5457737
83
3 H84'
789 3O31 I485 1683476
(!1 , F4 T (,
R@S 44/1 &883 9)F@:1 3- C 64737
78 3 J375 65'
378 C7
5478931 C7/ 16876 37
1 , ) T )F,
R%S 5451 784 9))4:1 3<7 C7
'8345 545773 "8
73
886378
84 J378 5476
-4 58 765378
31 58 189'
58 .4789 554 47
8 FF,
RFS 481 "95
58 C43 $, >73?8494 9)40:1 35476
353'
68378983 *57
<7673 78 J378 5476
31 I485 78
%1
, F! T F%,
R4S *551 I
U ,1 5,$, &78 *589 58 C43 >, C74 9))4:1 3<'
7 126589 C53 "7
347378
1786 84 3 J-* J378
543
31 #1C .4789 554 8, F4),
R0S *51 I8 M,1 84/ ., > 58 , *4579 56&785 9))4:1 3-
1683476
87858675 543
31 5478638 H874
73 54
1 54786'
381 #/ I4
,
R)S */
1 C941 #75
55879743?9 58 I5
5458 9!(((:1
3C683 "83
78 1234563789 <845378 84 J378 54'
3
31 58 18958 V5434 3781 84541 , %( T F(,
28
ECB • Working Paper No 198 • December 2002
R(S *64581 I8 $, 9!((:1 3
3 547678931 5478638 H874
73 54
1
54786381 #/ I4
,
RS *41 #7 9))):1 3-
3789 -687=
4 1
3753789 <7 C#"
84 3 5476
1458'
3 J378
31 58 18958 .4789
554,
R!S *21 I81 58 38 C
9)4F:1 3- P55378 J378
4
34'8537 365
376 546
1 I485 87858675 16876
1
, @% T FF,
RS "41 A454 9)%):1 3-4 P531 I8 .7 58 8
1 #/
M4,
R@S $5447
81 I, 765 58 "57 &4
9)4):1 35437895
58 47'
3459 78 3747 64737
31 I485 16876 -4 !(1 ,
0 T @(0,
R%S $5891 *7' 58 C43 $, >73?8494 9)00:1 3885378
4
87858675 16876
31 548376 $51 189/ *7;
1 #/ I4
,
RFS $1 I8 *, 9)0):1 3J378
1 834
1 58 J34 "47537
31 548'
376 $51 H4 5 C741 #/ I4
,
R4S I56/431 I8
*54
38 9!(((:1 3C64789 C7
4
78 84 J'
378 5476
58 C57? C348
31 - C7/ 87858675 37
1
, @ T @%,
R0S I851 1476 58 765 C67894 9!(((:1 3C5789 3 7 -
59 *8 3
.76 <84 C7
#345 "8
737
31
I485 <834853785 8 58 878586 )1 , 00% T )%,
R)S >5865
341 534 58 &
337
55
5
9)0F:1 3*4 58 456
873378931 6576 54
1 >88,
ECB • Working Paper No 198 • December 2002
29
R!(S 5?1 58 , 9))F:1 3H
789 J378 5476
3 1
3753 C579883
5457737
78 3 1458 8354 3 - *5
34789'
5431 I485 <834853785 8 58 878586 %1 , 44 T 4@0,
R!S 761 .,C, 58 *,5, -5
9))4:1 3C64789 58 3B
<7
5"8 84 J378 5476
8 765378 3 *4 J7 "4789 3 A
*47
31 I485 87858675 58 V58373537 85
7
!9:1 , ) T
%,
R!!S C
1 38 9)4F:1 3J378
58 1K678631 V5434 I485 16876
)(1 , 4% T 0),
R!S 71 "57 9)):1 38
54577331 C<& F1 , T 4,
R!@S .581 ,5, 58 ,*, I8
9))%:1 3&48 378931 *558 W
$51 >88,
30
ECB • Working Paper No 198 • December 2002
1""
1'
/ 90:1 /76 7
446 4 4 6887861
2112 2 673 9 1 5672 9
1 2112 2 673 9 1 673 9
1 8
. 37
/789 353 673 9 1 5672 9
4
5672 9 1 5673 1 9 9
4 1
3
1 5 4 21 1 93 1 2 4
3 1
1
1 5 4 21 1 93 1 2 123 2 1 5673 9291 1 4
3 1 2 7 2 3
9@:
9%:
9F:
94:
#/1 465 353 73 7
978 4 /76
6
6 5
9 32 2 9
4
8
73 1
9
90:
4
3 1
1 291 1 2 73 2 5
9):
<8
43 37
78 94:
5
1 673 98
5672 9 1 5673 9
9!(:
9!:
/76 7
3 74 4
3,
ECB • Working Paper No 198 • December 2002
31
8794 -/ 3
7 53773 7
#3 - 7 64 7
5 3 676 78 /73 4 83 783
, - 5
78 7
5 78 43 44 875
/73 8 83 783, "535 54 476
1474 34
378
/73 274 78 34 !((1 =3 8 ><881 8 @ 47 !((,
46 49,
32
ECB • Working Paper No 198 • December 2002
8794 ! <7 C#"
#3 - 7 58 5
C#" 644
8 3 31 4
6371 7 58 5
7 78 94 ,
ECB • Working Paper No 198 • December 2002
33
8794 <7 53773 7
#3 - 7 78 7
3 3753 7 789 3 68 44 47537 5
3
853 5
4 4 64534, - 5
78 7
3753 789 3 5
4 78 9:
"535 54 476
1474 34
378
/73 274 78 34 !((1 =3 8
><881 8 @ 47 !((,
46 49,
34
ECB • Working Paper No 198 • December 2002
8794 @ <7673 C#"
#3 - 7 58 5
C#"
644
8 3 31 4
6371 7 58 5
7 78 94 ,
ECB • Working Paper No 198 • December 2002
35
8794 % P53773 456
#3 - 53773 456 7
63 4 476
1474 34
378
/73 274 78 I81 34 58 "64 !(((1 58 5461 I8 58 34
!((1 =3 8 ><881 8 546 !(((,
46 49,
36
ECB • Working Paper No 198 • December 2002
t=0
t = 5 months
t = 6 months
t = 8 months
8794 F *8
346378 68
3583 47?8 7
#3 - 4 78345378 783
54 8 4 7
345378, - 5765378 !%(( 78345378 783
,
ECB • Working Paper No 198 • December 2002
37
8794 4 *8
3583 47?83 C#"
#3 - 7 78 78 3 ?4'58 7
3 4/54 7834
3 453, - 5
78
787653
( 5 !((1 3 53 3 1*B
7834
3 453 46378 !% ,
38
ECB • Working Paper No 198 • December 2002
8794 0 *8
3583 47?83 C#"
#3 - 7 78 78 3 ?4'58 7
3 4/54 7834
3 453, - 5
78
787653
( 5 !((1 3 53 3 1*B
7834
3 453 46378 !% ,
ECB • Working Paper No 198 • December 2002
39
4,8
24
4,6
22
4,4
20
4,2
18
4
16
3,8
14
3,6
12
10
3,4
21-03-2001 29 March
11 April
Forward
26 April
Modal
10 May
23 May
7 June
21 June
2001
Confidence level, (.75 qt.-.25 qt.) in pct. of forward (right axis)
8794 ) 3537
376
47 4 3 C#"
#3 - 78
644
8
3 3 3789 53
1*B
A48789 *867
40
ECB • Working Paper No 198 • December 2002
Confidence level
Interest rate expectation, %
Forward, modal and confidence levels derived from the RNDs
8794 ( <7 53773 7
#3 "535 54 476
1474 34
378
/73 274 78 "64 !((1
=3 8 ><881 8 ( 58 ! 34 !((,
46 49,
ECB • Working Paper No 198 • December 2002
41
8794 <7 C#"
#3 <7 C#"
644
8789 3 3 7
78 94 (, - 43765 78
787653 3 4/54 7834
3 453
,
42
ECB • Working Paper No 198 • December 2002
(XURSHDQ&HQWUDO%DQNZRUNLQJSDSHUVHULHV
)RUDFRPSOHWHOLVWRI:RUNLQJ3DSHUVSXEOLVKHGE\WKH(&%SOHDVHYLVLWWKH(&%·VZHEVLWH
KWWSZZZHFELQW
´)LQDQFLDOIULFWLRQVDQGWKHPRQHWDU\WUDQVPLVVLRQPHFKDQLVPWKHRU\HYLGHQFHDQGSROLF\
LPSOLFDWLRQVµE\&%HDQ-/DUVHQDQG.1LNRORY-DQXDU\
´0RQHWDU\WUDQVPLVVLRQLQWKHHXURDUHDZKHUHGRZHVWDQG"µE\,$QJHORQL$.DVK\DS
%0RMRQ'7HUOL]]HVH-DQXDU\
´0RQHWDU\SROLF\UXOHVPDFURHFRQRPLFVWDELOLW\DQGLQIODWLRQDYLHZIURPWKHWUHQFKHVµ
E\$2USKDQLGHV'HFHPEHU
´5HQWLQGLFHVIRUKRXVLQJLQ:HVW*HUPDQ\WRµE\-+RIIPDQQDQG&.XU]
-DQXDU\
´+HGRQLFKRXVHSULFHVZLWKRXWFKDUDFWHULVWLFVWKHFDVHRIQHZPXOWLXQLWKRXVLQJµE\
2%RYHUDQG39HOLOOD-DQXDU\
´'XUDEOHJRRGVSULFHLQGH[HVDQGTXDOLW\FKDQJHDQDSSOLFDWLRQWRDXWRPRELOHSULFHVLQ
,WDO\µE\*07RPDW-DQXDU\
´0RQHWDU\SROLF\DQGWKHVWRFNPDUNHWLQWKHHXURDUHDµE\1&DVVRODDQG&0RUDQD
-DQXDU\
´/HDUQLQJVWDELOLW\LQHFRQRPLFVZLWKKHWHURJHQRXVDJHQWVµE\6+RQNDSRKMDDQG.0LWUD
-DQXDU\
´1DWXUDOUDWHGRXEWVµE\$%H\HUDQG5($)DUPHU)HEUXDU\
´1HZWHFKQRORJLHVDQGSURGXFWLYLW\JURZWKLQWKHHXURDUHDµE\)9LMVHODDUDQG5$OEHUV
)HEUXDU\
´$QDO\VLQJDQGFRPELQLQJPXOWLSOHFUHGLWDVVHVVPHQWVRIILQDQFLDOLQVWLWXWLRQVµE\(7DEDNLV
DQG$9LQFL)HEUXDU\
´0RQHWDU\SROLF\H[SHFWDWLRQVDQGFRPPLWPHQWµE\*:(YDQVDQG6+RQNDSRKMD
)HEUXDU\
´'XUDWLRQYROXPHDQGYRODWLOLW\LPSDFWRIWUDGHVµE\60DQJDQHOOL)HEUXDU\
´2SWLPDOFRQWUDFWVLQDG\QDPLFFRVWO\VWDWHYHULILFDWLRQPRGHOµE\&0RQQHWDQG
(4XLQWLQ)HEUXDU\
´3HUIRUPDQFHRIPRQHWDU\SROLF\ZLWKLQWHUQDOFHQWUDOEDQNIRUHFDVWLQJµE\6+RQNDSRKMD
DQG.0LWUD)HEUXDU\
´2SHQQHVVLPSHUIHFWH[FKDQJHUDWHSDVVWKURXJKDQGPRQHWDU\SROLF\µE\)6PHWVDQG
5:RXWHUV)HEUXDU\
ECB • Working Paper No 198 • December 2002
43
´1RQVWDQGDUGFHQWUDOEDQNORVVIXQFWLRQVVNHZHGULVNVDQGFHUWDLQW\HTXLYDOHQFHµE\
$DO1RZDLKLDQG/6WUDFFD0DUFK
´+DUPRQL]HGLQGH[HVRIFRQVXPHUSULFHVWKHLUFRQFHSWXDOIRXQGDWLRQVµE\('LHZHUW
0DUFK
´0HDVXUHPHQWELDVLQWKH+,&3ZKDWGRZHNQRZDQGZKDWGRZHQHHGWRNQRZ"µE\
0$:\QQHDQG'5RGUtJXH]3DOHQ]XHOD0DUFK
´,QIODWLRQG\QDPLFVDQGGXDOLQIODWLRQLQDFFHVVLRQFRXQWULHVD´QHZ.H\QHVLDQµ
SHUVSHFWLYHµE\2$UUDWLEHO'5RGUtJXH]3DOHQ]XHODDQG&7KLPDQQ0DUFK
´&DQFRQILGHQFHLQGLFDWRUVEHXVHIXOWRSUHGLFWVKRUWWHUPUHDO*'3JURZWK"µE\
$0RXURXJDQHDQG05RPD0DUFK
´7KHFRVWRISULYDWHWUDQVSRUWDWLRQLQWKH1HWKHUODQGVµE\%%RGHDQG
-9DQ'DOHQ0DUFK
´7KHRSWLPDOPL[RIWD[HVRQPRQH\FRQVXPSWLRQDQGLQFRPHµE\)'H)LRUHDQG
37HOHV$SULO
´5HWDLOEDQNLQWHUHVWUDWHSDVVWKURXJKWKHQHZHYLGHQFHDWWKHHXURDUHDOHYHOµE\
*GH%RQGW$SULO
´(TXLOLEULXPELGGLQJLQWKHHXURV\VWHP·VRSHQPDUNHWRSHUDWLRQVµE\8%LQGVHLO$SULO
´1HZµYLHZVRQWKHRSWLPXPFXUUHQF\DUHDWKHRU\ZKDWLV(08WHOOLQJXV"µE\
)30RQJHOOL$SULO
´2QFXUUHQF\FULVHVDQGFRQWDJLRQµE\0)UDW]VFKHU$SULO
´3ULFHVHWWLQJDQGWKHVWHDG\VWDWHHIIHFWVRILQIODWLRQµE\0&DVDUHV0D\
´$VVHWSULFHVDQGILVFDOEDODQFHVµE\)(VFKHQEDFKDQG/6FKXNQHFKW0D\
´0RGHOOLQJWKHGDLO\EDQNQRWHVLQFLUFXODWLRQLQWKHFRQWH[WRIWKHOLTXLGLW\PDQDJHPHQWRI
WKH(XURSHDQ&HQWUDO%DQNµE\$&DEUHUR*&DPED0HQGH]$+LUVFKDQG)1LHWR
0D\
´$QRQSDUDPHWULFPHWKRGIRUYDOXLQJQHZJRRGVµE\,&UDZIRUG0D\
´$IDLOXUHLQWKHPHDVXUHPHQWRILQIODWLRQUHVXOWVIURPDKHGRQLFDQGPDWFKHGH[SHULPHQW
XVLQJVFDQQHUGDWDµE\06LOYHUDQG6+HUDYL0D\
´7RZDUGVDQHZHDUO\ZDUQLQJV\VWHPRIILQDQFLDOFULVHVµE\0)UDW]VFKHUDQG0%XVVLHUH
0D\
´&RPSHWLWLRQDQGVWDELOLW\²ZKDW·VVSHFLDODERXWEDQNLQJ"µE\(&DUOHWWLDQG3+DUWPDQQ
0D\
44
ECB • Working Paper No 198 • December 2002
´7LPHWREXLOGDSSURDFKLQDVWLFN\SULFHVWULFN\ZDJHRSWLPL]LQJPRQHWDU\PRGHOE\
0&DVDUHV0D\
´7KHIXQFWLRQDOIRUPRI\LHOGFXUYHVµE\9%URXVVHDX0D\
´7KH6SDQLVKEORFNRIWKH(6&%PXOWLFRXQWU\PRGHOµE\$(VWUDGDDQG$:LOOPDQ0D\
´(TXLW\DQGERQGPDUNHWVLJQDOVDVOHDGLQJLQGLFDWRUVRIEDQNIUDJLOLW\µE\5*URSS
-9HVDODDQG*9XOSHV-XQH
´*LQIODWLRQIRUHFDVWVµE\)&DQRYD-XQH
´6KRUWWHUPPRQLWRULQJRIILVFDOSROLF\GLVFLSOLQHµE\*&DPED0HQGH]DQG$/DPR-XQH
´(XURDUHDSURGXFWLRQIXQFWLRQDQGSRWHQWLDORXWSXWDVXSSO\VLGHV\VWHPDSSURDFKµE\
$:LOOPDQ-XQH
´7KHHXUREORFWKHGROODUEORFDQGWKH\HQEORFKRZPXFKPRQHWDU\SROLF\LQGHSHQGHQFH
FDQH[FKDQJHUDWHIOH[LELOLW\EX\LQDQLQWHUGHSHQGHQWZRUOG"µE\0)UDW]VFKHU-XQH
´<RXWKXQHPSOR\PHQWLQWKH2(&'GHPRJUDSKLFVKLIWVODERXUPDUNHWLQVWLWXWLRQVDQG
PDFURHFRQRPLFVKRFNVµE\-)-LPHQRDQG'5RGULJXH]3DOHQ]XHOD-XQH
´,GHQWLI\LQJHQGRJHQRXVILVFDOSROLF\UXOHVIRUPDFURHFRQRPLFPRGHOVµE\--3HUH]
DQG3+LHEHUW-XO\
´%LGGLQJDQGSHUIRUPDQFHLQUHSRDXFWLRQVHYLGHQFHIURP(&%RSHQPDUNHWRSHUDWLRQVµ
E\.*1\ERUJ8%LQGVHLODQG,$6WUHEXODHY-XO\
´4XDQWLI\LQJ(PERGLHG7HFKQRORJLFDO&KDQJHµE\36DNHOODULVDQG'-:LOVRQ-XO\
´2SWLPDOSXEOLFPRQH\µE\&0RQQHW-XO\
´0RGHOXQFHUWDLQW\DQGWKHHTXLOLEULXPYDOXHRIWKHUHDOHIIHFWLYHHXURH[FKDQJHUDWHµE\
&'HWNHQ$'LHSSH-+HQU\&0DULQDQG)6PHWV-XO\
´7KHRSWLPDODOORFDWLRQRIULVNVXQGHUSURVSHFWWKHRU\µE\/6WUDFFD-XO\
´3XEOLFGHEWDV\PPHWULHVWKHHIIHFWRQWD[HVDQGVSHQGLQJLQWKH(XURSHDQ8QLRQµE\
6.URJVWUXS$XJXVW
´7KHUDWLRQDOLW\RIFRQVXPHUV·LQIODWLRQH[SHFWDWLRQVVXUYH\EDVHGHYLGHQFHIRUWKHHXUR
DUHDµE\0)RUVHOOVDQG*.HQQ\$XJXVW
´(XURDUHDFRUSRUDWHGHEWVHFXULWLHVPDUNHWILUVWHPSLULFDOHYLGHQFHµE\*GH%RQGW
$XJXVW
ECB • Working Paper No 198 • December 2002
45
´7KHLQGXVWU\HIIHFWVRIPRQHWDU\SROLF\LQWKHHXURDUHDµE\*3HHUVPDQDQG)6PHWV
$XJXVW
´0RQHWDU\DQGILVFDOSROLF\LQWHUDFWLRQVLQDPLFURIRXQGHGPRGHORIDPRQHWDU\XQLRQµE\
50:-%HHWVPDDQG+-HQVHQ$XJXVW
´,GHQWLI\LQJWKHHIIHFWVRIPRQHWDU\SROLF\VKRFNVRQH[FKDQJHUDWHVXVLQJKLJKIUHTXHQF\
GDWDE\-)DXVW-+5RJHUV(6ZDQVRQDQG-+:ULJKW$XJXVW
´(VWLPDWLQJWKHHIIHFWVRIILVFDOSROLF\LQ2(&'FRXQWULHVµE\53HURWWL$XJXVW
´0RGHOLQJPRGHOXQFHUWDLQW\µE\$2QDWVNLDQG1:LOOLDPV$XJXVW
´:KDWPHDVXUHRILQIODWLRQVKRXOGDFHQWUDOEDQNWDUJHW"µE\*0DQNLZDQG55HLV
$XJXVW
´$QHVWLPDWHGVWRFKDVWLFG\QDPLFJHQHUDOHTXLOLEULXPPRGHORIWKHHXURDUHDµE\)6PHWV
DQG5:RXWHUV$XJXVW
´&RQVWUXFWLQJTXDOLW\DGMXVWHGSULFHLQGLFHVDFRPSDULVRQRIKHGRQLFDQGGLVFUHWHFKRLFH
PRGHOVµE\1-RQNHU6HSWHPEHU
´2SHQQHVVDQGHTXLOLEULXPGHWHUPLQDF\XQGHULQWHUHVWUDWHUXOHVµE\)GH)LRUHDQG
=/LX6HSWHPEHU
´,QWHUQDWLRQDOPRQHWDU\SROLF\FRRUGLQDWLRQDQGILQDQFLDOPDUNHWLQWHJUDWLRQµE\
$6XWKHUODQG6HSWHPEHU
´0RQHWDU\SROLF\DQGWKHILQDQFLDODFFHOHUDWRULQDPRQHWDU\XQLRQµE\6*LOFKULVW
-2+DLUDXOWDQG+.HPSI6HSWHPEHU
´0DFURHFRQRPLFVRILQWHUQDWLRQDOSULFHGLVFULPLQDWLRQµE\*&RUVHWWLDQG/'HGROD
6HSWHPEHU
´$WKHRU\RIWKHFXUUHQF\GHQRPLQDWLRQRILQWHUQDWLRQDOWUDGHµE\3%DFFKHWWDDQG
(YDQ:LQFRRS6HSWHPEHU
´,QIODWLRQSHUVLVWHQFHDQGRSWLPDOPRQHWDU\SROLF\LQWKHHXURDUHDµE\3%HQLJQRDQG
-'/ySH]6DOLGR6HSWHPEHU
´2SWLPDOPRQHWDU\SROLF\ZLWKGXUDEOHDQGQRQGXUDEOHJRRGVµE\&-(UFHJDQG
$7/HYLQ6HSWHPEHU
´5HJLRQDOLQIODWLRQLQDFXUUHQF\XQLRQILVFDOSROLF\YVIXQGDPHQWDOVµE\0'XDUWHDQG
$/:ROPDQ6HSWHPEHU
´,QIODWLRQG\QDPLFVDQGLQWHUQDWLRQDOOLQNDJHVDPRGHORIWKH8QLWHG6WDWHVWKHHXURDUHD
DQG-DSDQµE\*&RHQHQDQG9:LHODQG6HSWHPEHU
´7KHLQIRUPDWLRQFRQWHQWRIUHDOWLPHRXWSXWJDSHVWLPDWHVDQDSSOLFDWLRQWRWKHHXUR
DUHDµE\*5QVWOHU6HSWHPEHU
46
ECB • Working Paper No 198 • December 2002
´0RQHWDU\SROLF\LQDZRUOGZLWKGLIIHUHQWILQDQFLDOV\VWHPVµE\()DLD2FWREHU
´(IILFLHQWSULFLQJRIODUJHYDOXHLQWHUEDQNSD\PHQWV\VWHPVµE\&+ROWKDXVHQDQG
-&5RFKHW2FWREHU
´(XURSHDQLQWHJUDWLRQZKDWOHVVRQVIRURWKHUUHJLRQV"7KHFDVHRI/DWLQ$PHULFDµE\
('RUUXFFL6)LUSR0)UDW]VFKHUDQG)30RQJHOOL2FWREHU
´8VLQJPRQH\PDUNHWUDWHVWRDVVHVVWKHDOWHUQDWLYHVRIIL[HGYVYDULDEOHUDWHWHQGHUVWKH
OHVVRQIURPGDWDIRU*HUPDQ\µE\00DQQD2FWREHU
´$ILVFDOWKHRU\RIVRYHUHLJQULVNµE\08ULEH2FWREHU
´6KRXOGFHQWUDOEDQNVUHDOO\EHIOH[LEOH"µE\+3*UQHU2FWREHU
´'HEWUHGXFWLRQDQGDXWRPDWLFVWDELOLVDWLRQµE\3+LHEHUW--3pUH]DQG05RVWDJQR
2FWREHU
´0RQHWDU\SROLF\DQGWKH]HURERXQGWRLQWHUHVWUDWHVDUHYLHZµE\7<DWHV2FWREHU
´7KHILVFDOFRVWVRIILQDQFLDOLQVWDELOLW\UHYLVLWHGµE\/6FKXNQHFKWDQG)(VFKHQEDFK
1RYHPEHU
´,VWKH(XURSHDQ&HQWUDO%DQNDQGWKH8QLWHG6WDWHV)HGHUDO5HVHUYHSUHGLFWDEOH"µE\
*3HUH]4XLURVDQG-6LFLOLD1RYHPEHU
´6XVWDLQDELOLW\RISXEOLFILQDQFHVDQGDXWRPDWLFVWDELOLVDWLRQXQGHUDUXOHRIEXGJHWDU\
GLVFLSOLQHµE\-0DUtQ1RYHPEHU
´6HQVLWLYLW\DQDO\VLVRIYRODWLOLW\DQHZWRROIRUULVNPDQDJHPHQWµE\60DQJDQHOOL9&HFL
DQG:9HFFKLDWR1RYHPEHU
´,QVDPSOHRURXWRIVDPSOHWHVWVRISUHGLFWDELOLW\ZKLFKRQHVKRXOGZHXVH"µE\$,QRXH
DQG/.LOLDQ1RYHPEHU
´%RRWVWUDSSLQJDXWRUHJUHVVLRQVZLWKFRQGLWLRQDOKHWHURVNHGDVWLFLW\RIXQNQRZQIRUPµE\
6*RQoDOYHVDQG/.LOLDQ1RYHPEHU
´$PRGHORIWKH(XURV\VWHP·VRSHUDWLRQDOIUDPHZRUNIRUPRQHWDU\SROLF\LPSOHPHQWDWLRQµ
E\&(ZHUKDUW1RYHPEHU
´([WUDFWLQJULVNQHXWUDOSUREDELOLW\GHQVLWLHVE\ILWWLQJLPSOLHGYRODWLOLW\VPLOHVVRPH
PHWKRGRORJLFDOSRLQWVDQGDQDSSOLFDWLRQWRWKH0(XULERUIXWXUHVRSWLRQSULFHVµE\
$%$QGHUVHQDQG7:DJHQHU'HFHPEHU
ECB • Working Paper No 198 • December 2002
47