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Figure 1: 1987 Crash, Realized Vs. Predicted (GARCH) Volatility
12
350
300
10
250
S&P 500
200
6
Volatility
8
150
4
100
2
50
0
10
/0
2
10
/0
5
10
/0
8
10
/1
1
10
/1
4
10
/1
7
10
/2
0
10
/2
3
10
/2
6
10
/2
9
11
/0
1
11
/0
4
11
/0
7
11
/1
0
11
/1
3
11
/1
6
11
/1
9
11
/2
2
11
/2
5
11
/2
8
12
/0
1
12
/0
4
12
/0
7
12
/1
0
0
Date
S&P 500
< Doo
Realized Volatility
Predicted Volatility
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Figure 2: Crash and Frenzy Prices
1.2
1
Price
0.8
0.6
0.4
0.2
75
72
69
66
63
60
57
54
51
48
45
42
39
36
33
30
27
24
21
18
15
9
12
6
3
0
-3
-6
-9
0
Days After Crash/Frenzy
Crash price
Frenzy Price
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Figure 3: Prices and Rational Agent Stock Ownership in a Crash
1.2
1.2
1
1
0.8
0.8
0.6
0.4
Rational Share
Crash Price
0.6
0.2
0.4
0
0.2
-0.2
75
72
69
66
63
60
57
54
51
48
45
42
39
36
33
30
27
24
21
18
15
9
12
3
6
0
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-9
0
Days After Crash/Frenzy
Crash price
Rational Share
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Figure 4: Current Consumption of the Old in a Crash
1.2
1.8
1.4
0.8
Price
1.2
0.6
1
0.4
0.8
0.2
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1.6
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0.6
81
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72
69
66
63
60
57
54
51
48
45
42
39
36
33
30
27
24
21
18
15
9
12
6
3
0
-3
-6
0.4
-9
0
Days After Crash
Price
Old Rational
Old Naive
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Figure 5: Equilibrium Crash Sizes by Proportion of Rational Agents
for Four Different Degress of Risk Aversion
Equilibrium Crash Size (As Proportion of Initial Price)
1
0.9
0.8
0.7
0.6
0.5
0.4
0.3
0.2
0.1
0.049
0.047
0.045
0.043
0.041
0.039
0.037
0.035
0.033
0.031
0.029
0.027
0.025
0.023
0.021
0.019
0.017
0.015
0.013
0.011
0.009
0.007
0.005
0.003
0.001
0
Proportion of Rational Agents
CARA=0.22696
CARA=0.11348
CARA=0.05674
CARA=0.02837
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6}hi Figure 6: Prices and Rational Agent Stock Ownership in a Crash
when Naive Traders Believe that Expected Returns are Increasing in Volatility
1.2
0.6
0.5
1
0.4
0.8
0.6
0.2
Rational Share
Crash Price
0.3
0.1
0.4
0
0.2
-0.1
75
72
69
66
63
60
57
54
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51
45
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30
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12
6
3
0
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-9
0
Days After Crash
Crash price
Rational Share
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