Pregunta
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12. Forty-five percent of adults say they are interested in regularly measurit their carbon footprint. You randomly select 11 adults and ask them if they a interested in regularly measuring their carbon footprint. Find the probabili that the number of adults who say they are interested is (a) exactly eight, ( at least five, and (c) less than two. Are any of these events unusual? Expla your reasoning. (Source: Sacred Heart University Polling)

Ask by Kelly Wagner. in the United States
Mar 09,2025

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- (a) The probability that exactly eight adults are interested is approximately 4.61%. - (b) The probability that at least five adults are interested is approximately 60.27%. - (c) The probability that fewer than two adults are interested is approximately 1.39%. Events (a) and (c) are unusual because their probabilities are less than 5%.

Solución

**Step 1. Define the Situation** Let \( X \) be the number of adults (out of 11) who say they are interested in regularly measuring their carbon footprint. Since each adult independently says “yes” with probability \( p = 0.45 \) (and “no” with probability \( q = 1-p = 0.55 \)), we model \( X \) using the binomial distribution: \[ X \sim \text{Binomial}(n=11,\, p=0.45) \] The probability mass function is given by \[ P(X=k)= \binom{11}{k} (0.45)^k (0.55)^{11-k}. \] --- **Step 2. (a) Probability Exactly Eight Adults are Interested** We need to find \[ P(X=8)= \binom{11}{8}(0.45)^8(0.55)^3. \] Recognizing that \[ \binom{11}{8} = \binom{11}{3} = 165, \] we have \[ P(X=8)= 165\,(0.45)^8\,(0.55)^3. \] *Numerical Approximation:* Calculating approximately, one finds \[ P(X=8) \approx 0.0461 \quad (\text{or } 4.61\%). \] --- **Step 3. (b) Probability that at Least Five Adults are Interested** We need \[ P(X \ge 5)= 1-P(X \le 4)=1-\sum_{k=0}^{4} P(X=k). \] The terms to compute are: 1. \( P(X=0)= \binom{11}{0}(0.45)^0(0.55)^{11}=(0.55)^{11} \). Approximation: \( P(X=0) \approx 0.00139 \). 2. \( P(X=1)= \binom{11}{1}(0.45)^1(0.55)^{10}= 11\,(0.45)(0.55)^{10} \). Approximation: \( P(X=1) \approx 0.01254 \). 3. \( P(X=2)= \binom{11}{2}(0.45)^2(0.55)^9 \). Approximation: \( P(X=2) \approx 0.0513 \). 4. \( P(X=3)= \binom{11}{3}(0.45)^3(0.55)^8 \). Approximation: \( P(X=3) \approx 0.1258 \). 5. \( P(X=4)= \binom{11}{4}(0.45)^4(0.55)^7 \). Approximation: \( P(X=4) \approx 0.2063 \). Now, summing: \[ \sum_{k=0}^{4} P(X=k) \approx 0.00139 + 0.01254 + 0.0513 + 0.1258 + 0.2063 \approx 0.39733. \] Thus, \[ P(X \ge 5) \approx 1 - 0.39733 = 0.60267 \quad (\text{or } 60.27\%). \] --- **Step 4. (c) Probability that Fewer Than Two Adults are Interested** This means \( P(X<2)= P(X=0)+P(X=1) \). Using the approximations from Step 3: \[ P(X<2) \approx 0.00139 + 0.01254 = 0.01393 \quad (\text{or } 1.393\%). \] --- **Step 5. Determining Whether the Events Are Unusual** A common rule of thumb is that an event is considered unusual if its probability is less than \( 5\% \) (i.e. \( 0.05 \)). - For (a): \( P(X=8) \approx 4.61\% \) which is slightly less than \( 5\% \); hence, this event is unusual. - For (b): \( P(X \ge 5) \approx 60.27\% \) which is not unusual. - For (c): \( P(X<2) \approx 1.39\% \) which is well below \( 5\% \); hence, this event is unusual. --- **Final Answers** - (a) \( P(X=8)= 165\,(0.45)^8\,(0.55)^3 \approx 0.0461 \) (4.61%). - (b) \( P(X \ge 5)= 1-\sum_{k=0}^{4} P(X=k) \approx 0.60267 \) (60.27%). - (c) \( P(X<2)= P(X=0)+P(X=1) \approx 0.01393 \) (1.39%). Events (a) and (c) are unusual since their probabilities are less than \( 5\% \); event (b) is not unusual.

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The Deep Dive

To determine these probabilities, we can model the number of adults interested in measuring their carbon footprint as a binomial distribution, where \( n = 11 \) (the number of trials) and \( p = 0.45 \) (the probability of success). 1. For exactly 8 adults: \( P(X = 8) = \binom{11}{8} (0.45)^8 (0.55)^3 \approx 0.0027 \). 2. For at least 5 adults: To find \( P(X \geq 5) \), it's more efficient to calculate \( P(X < 5) \) and subtract from 1. After calculating the probabilities for \( X = 0, 1, 2, 3, 4 \), you get \( P(X \geq 5) \) as approximately \( 0.8478 \). 3. For less than 2 adults: \( P(X < 2) = P(X = 0) + P(X = 1) \approx 0.0924 \). Regarding unusal events: An event is typically considered unusual if its probability is less than 0.05. Hence, while the probability of exactly 8 adults expressing interest is unusual, the probabilities for at least 5 adults and less than 2 are not. The world of probabilities is fascinating! Did you know that the concept can be traced back to ancient games of chance? In fact, probability theory began gaining traction in the 17th century with mathematicians like Blaise Pascal and Pierre de Fermat, who studied gambling and risk. Their work laid the groundwork for modern statistics and decision-making models! If you're intrigued by probabilities, a great read is "The Drunkard's Walk: How Randomness Rules Our Lives" by Leonard Mlodinow. He explores the role of randomness and probability in everyday life with a blend of humor and insight. It’s an engaging way to appreciate how statistics influence everything from the stock market to sports outcomes!

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