Binomial Distribution
Study guide: Exam P-1
The Binomial Distribution X \sim \text{Bin}(n, p) models the number of successes in n independent Bernoulli trials, each with probability of success p.
- Requires trials to be independent, each trial to have exactly two outcomes, and
pto be constant across trials
P(X = k) = \binom{n}{k} p^k (1-p)^{n-k}
k = 0, 1, \ldots, n
E[X] = npand\text{Var}(X) = np(1-p)
Number of Claims in a Group Policy A group of 10 policyholders each independently file a claim with probability 0.3. Find the probability that exactly 4 file claims.
Answer
X \sim \text{Bin}(10, 0.3), so:P(X = 4) = \binom{10}{4}(0.3)^4(0.7)^6 = 210 \times 0.0081 \times 0.117649 \approx 0.2001