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Suppose that we know from experience that α = 4 for a certain financial variable and we observe that P(v > 20) = 0.01. Apply the Power Law and find the probability that v > 10.
A
22
B
16,000
C
20
D
0.16
Explanation:
The Power Law states that for many financial variables, the probability that the variable exceeds a certain value x is given by:
Where:
Step 1: Find the constant K
We are given:
Using the Power Law formula:
0.01 = K \times 20^{-4}$$ $0.01` = K \times \frac{1}{20^4}$$
$0.01 = K \times \frac{1}{160,000}K = 0.01 \times 160,000 = 1,600$$
Step 2: Calculate
Now using the same formula with :
Step 3: Interpretation
The probability that the financial variable exceeds 10 is 0.16 or 16%. This makes sense because:
$2^4 = 16$$0.16 / 0.01 = 16$, which confirms the power law relationshipKey Insight: The Power Law shows that extreme events (large values of v) become increasingly rare according to a specific mathematical pattern. In this case, with , the probability decays rapidly as the threshold increases.