ÿþO p t i o n s T r a d i n g F o r u m
O c t o b e r 2 n d , 2 0 0 2
U n d e r s t a n d i n g V o l a t i l i t y
S h e l d o n N a t e n b e r g
C h i c a g o T r a d i n g C o .
4 4 0 S . L a S a l l e S t .
C h i c a g o , I L 6 0 6 0 5
( 3 1 2 ) 8 6 3 - 8 0 0 4
s h e l l y n a t @ a o l . c o m
e x e r c i s e p r i c e
e x e r c i s e p r i c e
e x e r c i s e p r i c e
t i m e t o e x p i r a t i o n
t i m e t o e x p i r a t i o n
t i m e t o e x p i r a t i o n
u n d e r l y i n g p r i c e
u n d e r l y i n g p r i c e
u n d e r l y i n g p r i c e
p r i c i n g t h e o r e t i c a l
p r i c i n g t h e o r e t i c a l
m o d e l v a l u e
m o d e l v a l u e
i n t e r e s t r a t e
i n t e r e s t r a t e
i n t e r e s t r a t e
v o l a t i l i t y
v o l a t i l i t y
v o l a t i l i t y
( d i v i d e n d s )
( d i v i d e n d s )
( d i v i d e n d s )
- 1 -
9 0 9 5 1 0 5 1 1 0
9 0 9 5 1 0 0 1 0 5 1 1 0
9 0 9 5 1 0 0 1 0 5 1 1 0
9 0 9 5 1 0 0 1 0 5 1 1 0
9 0 9 5 1 0 0 1 0 5 1 1 0
2 0 % 2 0 % 2 0 % 2 0 % 2 0 %
2 0 % 2 0 % 2 0 % 2 0 % 2 0 %
2 0 % 2 0 % 2 0 % 2 0 % 1 0 %
2 0 % 2 0 % 2 0 % 2 0 % 1 0 %
1 0 % 2 0 % 4 0 % 2 0 % 2 0 %
1 0 % 2 0 % 4 0 % 2 0 % 2 0 %
l o n g a n u n d e r l y i n g c o n t r a c t
1 0 % * 9 0 + & & . + 1 0 % * 1 1 0 = 1 0 0
l o n g a 1 0 0 c a l l
2 0 % * 5 + 1 0 % * 1 0 = 2 . 0 0
E x p e c t e d R e t u r n
- 2 -
T h e t h e o r e t i c a l v a l u e i s t h e p r i c e
y o u w o u l d b e w i l l i n g t o p a y t o d a y
i n o r d e r t o j u s t b r e a k e v e n .
I f t h e e x p e c t e d r e t u r n o f t h e 1 0 0 c a l l
i s 2 . 0 0 , w h a t i s i t s t h e o r e t i c a l v a l u e ?
i n t e r e s t r a t e s = 1 2 %
2 m o n t h s t o e x p i r a t i o n
2 . 0 0 - ( 2 . 0 0 x 2 % ) = 1 . 9 6
- 3 -
u n d e r l y i n g p r i c e s
p r o b a b i l i t i e s
n o r m a l
n o r m a l
d i s t r i b u t i o n
d i s t r i b u t i o n
- 4 -
M e a n w h e r e t h e
p e a k o f t h e c u r v e
i s l o c a t e d
S t a n d a r d d e v i a t i o n
h o w f a s t t h e c u r v e
s p r e a d s o u t .
A l l n o r m a l d i s t r i b u t i o n s
a r e d e f i n e d b y t h e i r m e a n
a n d t h e i r s t a n d a r d d e v i a t i o n .
- 5 -
1 0 0
1 0 0
+
+ . 2 5 e a c h d a y
+ . 2 5 e a c h d a y
+ . 2 5 e a c h d a y
v a l u e = . 0 5
9 0 d a y s t o
e x p i r a t i o n
+
+ 2 . 0 0 e a c h d a y
+ 2 . 0 0 e a c h d a y
+ 2 . 0 0 e a c h d a y
v a l u e = . 7 5
8 0 p u t 1 2 0 c a l l
8 0 p u t 1 2 0 c a l l
+
+ 1 0 . 0 0 e a c h d a y
+ 1 0 . 0 0 e a c h d a y
+ 1 0 . 0 0 e a c h d a y
o p t i o n v a l u e
o p t i o n v a l u e
v a l u e = 8 . 0 0
- 6 -
± 1 S . D . Ü
± 1 S . D . Ü
+ 1 S . D . Ü 3 4 %
m e a n
m e a n
6 8 % ( 2 / 3 )
6 8 % ( 2 / 3 )
- 1 S . D . Ü 3 4 %
± 2 S . D . Ü
± 2 S . D . Ü
+ 2 S . D . Ü 4 7 . 5 %
9 5 % ( 1 9 / 2 0 )
9 5 % ( 1 9 / 2 0 )
- 2 S . D . Ü 4 7 . 5 %
- 1 S . D . + 1 S . D .
- 1 S . D . + 1 S . D .
+ 2 S . D .
+ 2 S . D .
- 2 S . D .
- 2 S . D .
- 7 -
M e a n t h e b r e a k e v e n p r i c e a t
e x p i r a t i o n f o r a t r a d e m a d e a t
t o d a y s p r i c e ( f o r w a r d p r i c e )
S t a n d a r d d e v i a t i o n v o l a t i l i t y
V o l a t i l i t y : o n e s t a n d a r d d e v i a t i o n ,
i n p e r c e n t , o v e r a o n e y e a r p e r i o d .
- 8 -
1 - y e a r f o r w a r d p r i c e = 1 0 0 . 0 0
v o l a t i l i t y = 2 0 %
O n e y e a r f r o m n o w :
" 2 / 3 c h a n c e t h e c o n t r a c t w i l l b e
b e t w e e n 8 0 a n d 1 2 0 ( 1 0 0 ± 2 0 % )
" 1 9 / 2 0 c h a n c e t h e c o n t r a c t w i l l b e
( 1 0 0 ± 2 x 2 0 % )
b e t w e e n 6 0 t o 1 4 0
" 1 / 2 0 c h a n c e t h e c o n t r a c t w i l l b e
l e s s t h a n 6 0 o r m o r e t h a n 1 4 0
- 9 -
W h a t d o e s a n a n n u a l v o l a t i l i t y t e l l
u s a b o u t m o v e m e n t o v e r s o m e o t h e r
t i m e p e r i o d ?
m o n t h l y p r i c e m o v e m e n t ?
w e e k y p r i c e m o v e m e n t ?
d a i l y p r i c e m o v e m e n t ?
v o l a t i l i t y t = v o l a t i l i t y a n n u a l x t
v o l a t i l i t y a n n u a l x v t
t
v
v
- 1 0 -
D a i l y v o l a t i l i t y ( s t a n d a r d d e v i a t i o n )
T r a d i n g d a y s i n a y e a r ? 2 5 0 2 6 0
A s s u m e 2 5 6 t r a d i n g d a y s
t = 1 / 2 5 6 =
=
t
t
t
1 / 2 5 6
1 / 2 5 6 = 1 / 1 6
v
v v
v v
v o l a t i l i t y d a i l y Ü v o l a t i l i t y a n n u a l / 1 6
- 1 1 -
v o l a t i l i t y d a i l y = 2 0 % / 1 6 = 1 ¼ %
1 6
O n e t r a d i n g d a y f r o m n o w :
" 2 / 3 c h a n c e t h e c o n t r a c t w i l l b e
2 / 3
b e t w e e n 9 8 . 7 5 a n d 1 0 1 . 2 5
( 1 0 0 ± 1 ¼ % )
" 1 9 / 2 0
1 9 / 2 0 c h a n c e t h e c o n t r a c t w i l l b e
b e t w e e n 9 7 . 5 0 a n d 1 0 2 . 5 0
( 1 0 0 ± 2 x 1 ¼ % )
- 1 2 -
W e e k l y v o l a t i l i t y :
=
=
t
t
t
t = 1 / 5 2 Ü 1 / 7 . 2
1 / 5 2
1 / 5 2
v
v v
v v
v o l a t i l i t y w e e k l y = v o l a t i l i t y a n n u a l / 7 . 2
M o n t h l y v o l a t i l i t y :
=
=
t
t
t
t = 1 / 1 2 Ü 1 / 3 . 5
1 / 1 2
1 / 1 2
v
v v
v v
v o l a t i l i t y m o n t h l y = v o l a t i l i t y a n n u a l / 3 . 5
- 1 3 -
s t o c k = 6 8 . 5 0 ; v o l a t i l i t y = 4 2 . 0 %
d a i l y s t a n d a r d d e v i a t i o n ?
Ü 6 8 . 5 0 x 4 2 % / 1 6
= 6 8 . 5 0 x 2 . 6 2 5 % Ü 1 . 8 0
w e e k l y s t a n d a r d d e v i a t i o n ?
Ü 6 8 . 5 0 x 4 2 % / 7 . 2
= 6 8 . 5 0 x 5 . 8 3 % Ü 4 . 0 0
- 1 4 -
s t o c k = 6 8 . 5 0 ; v o l a t i l i t y = 4 2 . 0 %
d a i l y s t a n d a r d d e v i a t i o n = 1 . 8 0
+ . 7 0 + 1 . 2 5 - . 9 5 - 1 . 6 0 + . 3 5
I s 4 2 % a r e a s o n a b l e v o l a t i l i t y
e s t i m a t e ?
H o w o f t e n d o y o u e x p e c t t o s e e
a n o c c u r r e n c e g r e a t e r t h a n o n e
s t a n d a r d d e v i a t i o n ?
- 1 5 -
+
+
8
8
8
8
n o r m a l l o g n o r m a l
n o r m a l l o g n o r m a l
d i s t r i b u t i o n d i s t r i b u t i o n
d i s t r i b u t i o n d i s t r i b u t i o n
0
0
- 1 6 -
u n d e r l y i n g p r i c e = 1 0 0
n o r m a l l o g n o r m a l
d i s t r i b u t i o n d i s t r i b u t i o n
3 . 0 0 3 . 0 0
1 1 0 c a l l
9 0 p u t 3 . 0 0 2 . 5 0
1 1 0 c a l l = 2 . 7 5 9 0 p u t = 3 . 0 0
A r e t h e o p t i o n s m i s p r i c e d ?
C o u l d t h e r e i s s o m e t h i n g w r o n g
w i t h t h e m o d e l ?
- 1 7 -
f u t u r e v o l a t i l i t y : T h e v o l a t i l i t y o f
t h e u n d e r l y i n g c o n t r a c t o v e r s o m e
p e r i o d i n t h e f u t u r e
h i s t o r i c a l v o l a t i l i t y : T h e v o l a t i l i t y
o f t h e u n d e r l y i n g c o n t r a c t o v e r
s o m e p e r i o d i n t h e p a s t
S o m e o n e s
f o r e c a s t v o l a t i l i t y :
e s t i m a t e o f f u t u r e v o l a t i l i t y
- 1 8 -
i m p l i e d v o l a t i l i t y :
d e r i v e d f r o m t h e p r i c e s o f o p t i o n s
i n t h e m a r k e t p l a c e
t h e m a r k e t p l a c e s f o r e c a s t o f
f u t u r e v o l a t i l i t y
- 1 9 -
i m p l i e d v o l a t i l i t y
i m p l i e d v o l a t i l i t y
e x e r c i s e p r i c e
e x e r c i s e p r i c e
3 . 2 5
3 1 %
? ? ?
? ? ?
t i m e t o e x p i r a t i o n
t i m e t o e x p i r a t i o n
p r i c i n g t h e o r e t i c a l
p r i c i n g t h e o r e t i c a l
u n d e r l y i n g p r i c e
u n d e r l y i n g p r i c e
m o d e l v a l u e
m o d e l v a l u e
i n t e r e s t r a t e
i n t e r e s t r a t e
2 . 5 0
2 7 %
2 7 %
v o l a t i l i t y
v o l a t i l i t y
v o l a t i l i t y
- 2 0 -
O p t i o n t r a d i n g d e c i s i o n s o f t e n
b e g i n b y c o m p a r i n g
i m p l i e d v o l a t i l i t y = p r i c e
t o
f u t u r e v o l a t i l i t y = v a l u e
h i s t o r i c a l v o l a t i l i t y
h i s t o r i c a l v o l a t i l i t y
f o r e c a s t v o l a t i l i t y
f o r e c a s t v o l a t i l i t y
- 2 1 -
V o l a t i l i t y T r a d i n g
I n i t i a l l y b u y u n d e r p r i c e d o p t i o n s o r s t r a t e g i e s , o r s e l l
o v e r p r i c e d o p t i o n s o r s t r a t e g i e s
O f f s e t t h e o p t i o n p o s i t i o n b y t a k i n g a n o p p o s i n g m a r k e t
p o s i t i o n , d e l t a n e u t r a l , i n t h e u n d e r l y i n g c o n t r a c t
P e r i o d i c a l l y b u y o r s e l l a n a p p r o p r i a t e a m o u n t o f t h e
u n d e r l y i n g c o n t r a c t t o r e m a i n d e l t a n e u t r a l o v e r t h e l i f e
o f t h e s t r a t e g y ( d y n a m i c h e d g i n g )
A t e x p i r a t i o n l i q u i d a t e t h e e n t i r e p o s i t i o n
I n t h e o r y , w h e n t h e p o s i t i o n i s c l o s e d o u t t h e t o t a l
p r o f i t ( o r l o s s ) s h o u l d b e a p p r o x i m a t e l y e q u a l t o t h e
a m o u n t b y w h i c h t h e o p t i o n s w e r e o r i g i n a l l y m i s p r i c e d .
- 2 2 -
V o l a t i l i t y T r a d i n g R i s k s
Y o u m a y h a v e i n c o r r e c t l y
e s t i m a t e d t h e f u t u r e v o l a t i l i t y
T h e m o d e l m a y b e w r o n g
- 2 3 -
S P X H i s t o r i c a l V o l a t i l i t y
J a n u a r y 1 9 9 0 - A u g u s t 2 0 0 2
3 5 %
5 0 - d a y v o l a t i l i t y
2 5 0 - d a y v o l a t i l i t y
3 0 %
2 5 %
2 0 %
1 5 %
1 0 %
5 %
J a n - 9 0 J a n - 9 1 J a n - 9 2 J a n - 9 3 J a n - 9 4 J a n - 9 5 J a n - 9 6 J a n - 9 7 J a n - 9 8 J a n - 9 9 J a n - 0 0 J a n - 0 1 J a n - 0 2
- 2 4 -
V o l a t i l i t y c h a r a c t e r i s t i c s
s e r i a l c o r r e l a t i o n i n t h e a b s e n c e o f
o t h e r d a t a , t h e b e s t v o l a t i l i t y g u e s s o v e r
t h e n e x t t i m e p e r i o d i s t h e v o l a t i l i t y w h i c h
o c c u r r e d o v e r t h e p r e v i o u s t i m e p e r i o d .
m e a n r e v e r s i o n v o l a t i l i t y t e n d s t o
r e t u r n t o i t s h i s t o r i c a l a v e r a g e
m o m e n t u m a t r e n d i n v o l a t i l i t y i s
l i k e l y t o c o n t i n u e
- 2 5 -
V o l a t i l i t y C o n e s
4 0
3 8
3 6
3 4
3 2
3 0
2 8
2 6
2 4
2 2
2 0
0 3 6 9 1 2 1 5 1 8 2 1 2 4 2 7 3 0 3 3 3 6
t i m e t o e x p i r a t i o n ( m o n t h s )
- 2 6 -
i m p l i e d v o l a t i l i t y ( % )
V o l a t i l i t y F o r e c a s t i n g M e t h o d s
( g e n e r a l i z e d ) a u t o -
( G ) A R C H
r e g r e s s i v e c o n d i t i o n a l
h e t e r o s c e d a s t i c i t y
( V ) A R I M A ( v e c t o r ) a u t o -
r e g r e s s i v e i n t e g r a t e d
m o v i n g a v e r a g e
- 2 7 -
S P X D a i l y P r i c e C h a n g e s : J a n u a r y 1 9 9 0 - A u g u s t 2 0 0 2
2 5 0
2 2 5
n u m b e r o f d a y s : 3 1 8 6
b i g g e s t u p m o v e : + 5 . 7 3 % ( 2 4 J u l y 2 0 0 2 )
2 0 0
b i g g e s t d o w n m o v e : - 6 . 8 7 % ( 2 7 O c t o b e r 1 9 9 7 )
m e a n : + . 0 3 6 4 %
s t a n d a r d d e v i a t i o n : 1 . 0 2 1 7 %
v o l a t i l i t y : 1 6 . 2 4 %
1 7 5
s k e w n e s s : - . 0 2 6 3
k u r t o s i s : + 3 . 9 0 7 2
1 5 0
1 2 5
1 0 0
7 5
5 0
2 5
0
- 7 % - 6 % - 5 % - 4 % - 3 % - 2 % - 1 % 0 % 1 % 2 % 3 % 4 % 5 %
d a i l y p r i c e c h a n g e ( n e a r e s t 1 / 8 p e r c e n t )
- 2 8 -
n u m b e r o f o c c u r r e n c e s
V o l a t i l i t y S k e w :
T h e t e n d e n c y o f o p t i o n s a t
d i f f e r e n t e x e r c i s e p r i c e s t o t r a d e
a t d i f f e r e n t i m p l i e d v o l a t i l i t i e s
A c o n s e q u e n c e o f
h o w p e o p l e u s e o p t i o n s
w e a k n e s s e s i n t h e p r i c i n g m o d e l
- 2 9 -
S P X J u n e I m p l i e d V o l a t i l i t i e s - 2 2 F e b r u a r y 2 0 0 2
3 8
3 6
3 4
3 2
3 0
2 8
2 6
2 4
2 2
2 0
1 8
1 6
1 4
7 5 0 8 0 0 8 5 0 9 0 0 9 5 0 1 0 0 0 1 0 5 0 1 1 0 0 1 1 5 0 1 2 0 0 1 2 5 0 1 3 0 0 1 3 5 0 1 4 0 0
- 3 0 -
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