Financial Risk Manager Part 1

Financial Risk Manager Part 1

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During a disease outbreak, the probability of surviving after an infection is 60%. Determine the probability that at least 8 out of a group of 9 infected persons will survive.

TTanishq



Explanation:

Explanation

This is a binomial probability problem where:

  • n = 9 (number of trials/individuals)
  • p = 0.6 (probability of survival)
  • q = 0.4 (probability of not surviving)
  • X = number of survivors

We need to find P(X β‰₯ 8), which means at least 8 survivors out of 9.

Step 1: Break down the probability

P(X β‰₯ 8) = P(X = 8) + P(X = 9)

Step 2: Calculate P(X = 8)

Using the binomial formula: P(X=8)=(98)β‹…(0.6)8β‹…(0.4)1P(X = 8) = \binom{9}{8} \cdot (0.6)^8 \cdot (0.4)^1 P(X=8)=9β‹…(0.6)8β‹…(0.4)P(X = 8) = 9 \cdot (0.6)^8 \cdot (0.4)

Step 3: Calculate P(X = 9)

P(X=9)=(99)β‹…(0.6)9β‹…(0.4)0P(X = 9) = \binom{9}{9} \cdot (0.6)^9 \cdot (0.4)^0 P(X=9)=1β‹…(0.6)9β‹…1P(X = 9) = 1 \cdot (0.6)^9 \cdot 1

Step 4: Numerical calculation

  • (0.6)^8 = 0.01679616
  • (0.6)^9 = 0.010077696

P(X = 8) = 9 Γ— 0.01679616 Γ— 0.4 = 9 Γ— 0.006718464 = 0.060466176

P(X = 9) = 0.010077696

P(X β‰₯ 8) = 0.060466176 + 0.010077696 = 0.070543872 β‰ˆ 0.071

Step 5: Match with options

0.071 rounds to 0.07, which corresponds to option B.

Key points:

  • This is a binomial distribution problem
  • The events are independent (infection of one person doesn't affect others)
  • The trials are identical (same survival probability for each person)
  • The calculation uses the binomial probability formula: P(X=x)=(nx)pxqnβˆ’xP(X = x) = \binom{n}{x} p^x q^{n-x}

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