How to Solve Probability Foundations — General probability — product-rule counting Questions on Exam P

Exam P Topic: Probability Foundations — General probability — product-rule counting Verified Procedural Question
Sample Practice Problem ID: #Z67CV
Each of 4 independently sampled components is type \(A\), \(B\), or \(C\) with probabilities 0.5, 0.3, and 0.2. Let \(N_A,N_B,N_C\) be the respective type counts. Calculate the probability that the number of type \(C\) components exceeds the number of type \(A\) components by at least 2.
(A)0.0112
(B)0.0244
(C)0.0325
(D)0.0488
(E)0.0163
📖 Worked Solution & Strategy
The counts \((N_A, N_B, N_C)\) follow a \(\operatorname{Multinomial}(4; 0.5, 0.3, 0.2)\) distribution with mass function \(\Pr(N_A=i, N_B=j, N_C=k) = \frac{4!}{i!j!k!}(0.5)^i(0.3)^j(0.2)^k\) for \(i+j+k=4\). The condition \(N_C \ge N_A + 2\) is satisfied by the valid count triples \((N_A,N_B,N_C) \in \{ (0,0,4), (0,1,3), (0,2,2), (1,0,3) \}\). Summing the multinomial probabilities over these specific triples gives \(0.0488\). The evaluated result is \(0.0488\), which matches the correct option.
Therefore, the result is \(0.0488\), so the correct answer is option (D).

Final Answer: Option (D)

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