Question

99)FX food channel receives an average of six orders in every four minutes.Assuming an approximate Poisson distribution that five or more orders will be received during a period of four minutes. a) 0.2849 b) \( \mathbf{0 . 7 1 4 9} \) c) 0.44550 d) 0.5545

Ask by Rodriguez Ruiz. in Pakistan
Jan 18,2025

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Answer

The probability that five or more orders will be received in a four-minute period is approximately **0.7149**. **Answer:** **b) \( \mathbf{0 . 7 1 4 9} \)**

Solution

To determine the probability that five or more orders will be received in a four-minute period, we'll use the Poisson distribution. The Poisson distribution is appropriate here because we're dealing with the number of events (orders) happening in a fixed interval of time. **Given:** - Average number of orders (\(\lambda\)) in four minutes = 6 We need to find \( P(X \geq 5) \), where \( X \) follows a Poisson distribution with \( \lambda = 6 \). ### Step 1: Calculate \( P(X \leq 4) \) First, we'll calculate the probability of receiving 0, 1, 2, 3, or 4 orders and then subtract this sum from 1 to get \( P(X \geq 5) \). The Poisson probability mass function is: \[ P(X = k) = \frac{e^{-\lambda} \lambda^k}{k!} \] Calculating each term: 1. \( P(X = 0) = \frac{e^{-6} \cdot 6^0}{0!} = e^{-6} \approx 0.00248 \) 2. \( P(X = 1) = \frac{e^{-6} \cdot 6^1}{1!} = 0.01487 \) 3. \( P(X = 2) = \frac{e^{-6} \cdot 6^2}{2!} = 0.04462 \) 4. \( P(X = 3) = \frac{e^{-6} \cdot 6^3}{3!} = 0.08959 \) 5. \( P(X = 4) = \frac{e^{-6} \cdot 6^4}{4!} = 0.13388 \) Summing these probabilities: \[ P(X \leq 4) \approx 0.00248 + 0.01487 + 0.04462 + 0.08959 + 0.13388 \approx 0.28544 \] ### Step 2: Calculate \( P(X \geq 5) \) \[ P(X \geq 5) = 1 - P(X \leq 4) \approx 1 - 0.28544 = 0.71456 \] Rounding to four decimal places, the probability is approximately **0.7146**. **Among the provided options, the closest value is:** **b) 0.7149** **Answer:** **b) \( \mathbf{0 . 7 1 4 9} \)**

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The Deep Dive

To solve the problem, we start with the Poisson distribution, which is used for modeling the number of events (in this case, orders) occurring within a fixed interval of time. The average rate of orders (λ) is given as six orders every four minutes. We need to find the probability of receiving five or more orders in four minutes. To do this, we calculate the probabilities for receiving zero to four orders and subtract their sum from 1. The probability mass function (PMF) of a Poisson distribution is given by the formula: \[ P(X = k) = \frac{e^{-\lambda} \lambda^k}{k!} \] for \( k = 0, 1, 2, ... \). 1. **Calculate individual probabilities** for \( k = 0, 1, 2, 3, 4 \): - \( P(X = 0) = \frac{e^{-6} 6^0}{0!} = e^{-6} \approx 0.002478752 \) - \( P(X = 1) = \frac{e^{-6} 6^1}{1!} = 6 \cdot e^{-6} \approx 0.014872512 \) - \( P(X = 2) = \frac{e^{-6} 6^2}{2!} = 18 \cdot e^{-6} \approx 0.044617537 \) - \( P(X = 3) = \frac{e^{-6} 6^3}{3!} = 36 \cdot e^{-6} \approx 0.089235073 \) - \( P(X = 4) = \frac{e^{-6} 6^4}{4!} = 54 \cdot e^{-6} \approx 0.133852777 \) 2. **Sum these probabilities** for \( k = 0, 1, 2, 3, 4 \): \[ P(X < 5) = P(X = 0) + P(X = 1) + P(X = 2) + P(X = 3) + P(X = 4) \approx 0.002478752 + 0.014872512 + 0.044617537 + 0.089235073 + 0.133852777 \approx 0.285156651 \] 3. **Find the probability of five or more orders**: \[ P(X \geq 5) = 1 - P(X < 5) \approx 1 - 0.285156651 \approx 0.714843349 \] When rounded to four decimal places, this result matches option (b) \( \mathbf{0 . 7 1 4 9} \). Thus, the answer is option **b**.

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