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Voters Suppose that in your city \(37 \%\) of the voters are registered as Democrats, \(29 \%\) as Republicans, and \(11 \%\) as members of other parties (Liberal, Right to Life, Green, etc.). Voters not aligned with any official party are termed "Independent." You are conducting a poll by calling registered voters at random. In your first three calls, what is the probability you talk to a. all Republicans? b. no Democrats? c. at least one Independent?

Short Answer

Expert verified
The probability of all Republicans is 0.024389, of no Democrats is 0.250047, and of at least one Independent is 0.543467.

Step by step solution

01

- Calculate the probability of all Republicans

The probability of each call reaching a Republican is \(29 \%\) which is 0.29 in decimal form. Since these are independent events, we multiply the probabilities: \(P(\text{all Republicans}) = P(\text{Republican 1st call}) \times P(\text{Republican 2nd call}) \times P(\text{Republican 3rd call}) = 0.29 \times 0.29 \times 0.29 = 0.024389.
02

- Calculate the probability of no Democrats

The probability of reaching a non-Democrat (either a Republican, member of another party, or an Independent) is \(100 \% - 37 \% = 63 \%\) (or 0.63 in decimal form). Thus, the probability that none of the three calls reach a Democrat is: \(P(\text{no Democrats}) = P(\text{non-Democrat 1st call}) \times P(\text{non-Democrat 2nd call}) \times P(\text{non-Democrat 3rd call}) = 0.63 \times 0.63 \times 0.63 = 0.250047.
03

- Calculate the probability of at least one Independent

The probability that at least one of the calls is to an Independent is easier calculated by subtracting the probability that none of the calls are to an Independent from 1. The probability of reaching a non-Independent on a single call is \(100 \% - 23 \% = 77 \% \) (or 0.77 in decimal form, where we got 23% by subtracting the sum of Republicans, Democrats, and other parties from 100%). Thus, \(P(\text{at least one Independent}) = 1 - P(\text{non-Independent 1st call}) \times P(\text{non-Independent 2nd call}) \times P(\text{non-Independent 3rd call}) = 1 - 0.77 \times 0.77 \times 0.77 = 1 - 0.456533 = 0.543467.

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Key Concepts

These are the key concepts you need to understand to accurately answer the question.

Probability Calculations
Probability calculations form the backbone of making predictions and assessing the likelihood of certain events happening. At its core, probability is a number between 0 and 1, where 0 indicates an impossible event, and 1 indicates a certain event.

In the voter polling example, to calculate the probability of all calls reaching Republicans, simple multiplication of individual probabilities is used because the events are independent. This is known as the multiplication rule for independent events. The calculation is straightforward: take the probability of one event and multiply it by itself as many times as the event is repeated, which in this case, is three times. Therefore, for the provided problem:
\[ P(\text{all Republicans}) = 0.29 \times 0.29 \times 0.29 = 0.024389 \]

This series of multiplications yields the combined probability of all three calls reaching Republicans, while a similar approach can be used to determine the likelihood of no Democrats being reached. Understanding how to perform these calculations allows for meaningful predictions in a wide array of real-world situations.
Independent Events
Independent events are fundamental to probability theory and essential to understanding polling and statistical analysis. Two events are said to be independent if the occurrence of one does not affect the occurrence of the other.

In our example, consecutive calls are seen as independent events: the result of one call does not influence the next. This allows us to multiply the probability of each separate event to get the overall probability for a sequence of events.
\[ P(\text{event A and event B}) = P(\text{event A}) \times P(\text{event B}) \]
If the conditions change or if events become dependent (for example, if you don't replace a voter after calling), the calculations and interpretations would change dramatically. Emphasizing the independence of events clarifies the scenario and ensures accurate probability calculations.
Statistical Analysis
Statistical analysis deals with data collection, processing, and interpretation. It helps transform raw data into useful information to support decision-making. In the domain of polling, statistical analysis includes determining sample sizes, understanding margins of error, and conducting hypothesis testing.

For the probability of reaching at least one Independent voter, we use the complementary probability approach—recognizing it's easier to calculate the chance of not reaching any Independents and subtracting this from 1. This is an example of utilizing statistical thinking to simplify complex problems.
\[ P(\text{at least one Independent}) = 1 - (0.77 \times 0.77 \times 0.77) = 0.543467 \]
In practice, such analysis might be used to infer public opinion trends from a sample or to predict election outcomes. Statistical analysis is powerful in its application to polling and can also be applied to other areas where understanding human behavior and preferences is critical.

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Most popular questions from this chapter

Sample spaces For each of the following, list the sample space and tell whether you think the events are equally likely: a. Roll two dice; record the sum of the numbers. b. A family has 3 children; record each child's sex in order of birth. c. Toss four coins; record the number of tails. d. Toss a coin 10 times; record the length of the longest run of heads.

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Stats projects In a large introductory statistics lecture hall, the professor reports that \(55 \%\) of the students enrolled have never taken a calculus course, \(32 \%\) have taken only one semester of calculus, and the rest have taken two or more semesters of calculus. The professor randomly assigns students to groups of three to work on a project for the course. What is the probability that the first groupmate you meet has studied a. two or more semesters of calculus? b. some calculus? c. no more than one semester of calculus?

Rain The weather reporter on TV makes predictions such as a \(25 \%\) chance of rain. What do you think is the meaning of such a phrase?

Slot machine A slot machine has three wheels that spin independently. Each has 10 equally likely symbols: 4 bars, 3 lemons, 2 cherries, and a bell. If you play, what is the probability that a. you get 3 lemons? b. you get no fruit symbols? c. you get 3 bells (the jackpot)? d. you get no bells? e. you get at least one bar (an automatic loser)?

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