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Color-blind men About \(7 \%\) of men in the United States have some form of red-green color blindness. Suppose we randomly select 4 U.S. adult males. What's the probability that at least one of them is red-green color-blind? Design and carry out a simulation to answer this question. Follow the four- step process.

Short Answer

Expert verified
The probability that at least one of four randomly selected men is colorblind is approximately 0.26.

Step by step solution

01

Understanding the Problem

We need to find the probability that at least one out of four randomly selected U.S. adult males is red-green colorblind, given that 7% of men have this form of color blindness.
02

Simulating a Single Trial

For each man, assign a random number between 0 and 1. If the number is less than 0.07, indicate he is color-blind; otherwise, he is not. Repeat this for four men to complete one trial.
03

Conducting Multiple Trials

Repeat the single trial simulation multiple times, say 1000 trials, to find a pattern. Count in how many of these trials at least one of the men is color-blind.
04

Calculating Probability from Simulation

Divide the number of successful trials (where at least one man is color-blind) by the total number of trials. This fraction represents the simulated probability of selecting at least one color-blind man in a group of four.
05

Mathematical Verification

Calculate the probability mathematically using the complement rule: First, find the probability that none of the four men is color-blind (0.93^4), then subtract this value from 1 to find the probability of at least one being color-blind. \[P( ext{at least one is color-blind}) = 1 - (0.93^4)\]

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Key Concepts

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

Color Blindness Statistics
Color blindness is a condition where an individual has difficulty distinguishing certain colors. In particular, red-green color blindness is the most common form and affects about 7% of men in the United States. This statistic is crucial when calculating probabilities related to color blindness because it provides a baseline for expected outcomes in a population.
When tackling problems involving color blindness in a random selection, understanding the percentage of affected individuals helps define expected probabilities. For example, knowing that 7% of men are affected allows us to simulate potential scenarios by assigning probability values to each trial, effectively allowing us to model a realistic outcome.
Complement Rule
The Complement Rule is a fundamental concept in probability that simplifies the process of finding probabilities. It states that the probability of an event occurring is equal to one minus the probability of the event not occurring.
In the context of our exercise, we are concerned with finding the probability that at least one man out of four is color-blind. Here, the complement is the event where none of the four men are color-blind. By calculating the probability of this complement event, we can easily find the desired probability. Using the formula:
  • If 93% of men are not color-blind, the probability that none of the four randomly selected men are color-blind is calculated as: \(0.93^4\).
  • Subtract this value from 1 to find the probability of at least one being color-blind: \[P(\text{at least one is color-blind}) = 1 - (0.93^4)\].
This is a powerful tool that often simplifies probability calculations.
Random Selection
Random selection is a method used in probability and statistics to ensure that every individual has an equal chance of being chosen. In our exercise, random selection is used to pick a group of four men to determine how many, if any, are color-blind.
This process is vital to simulate real-world conditions and eliminates bias. By using random numbers to represent the probability that a man is color-blind, we create a fair model of how often this condition might appear in any selected group. An accurate random selection process ensures the integrity of our simulation or calculations.
Probability Calculation
For probability calculation, especially in simulations, we employ repeated trials to estimate the likelihood of a specific event occurring. In the provided exercise, we simulate the selection of four men multiple times to determine the probability that at least one is color-blind.
The steps involve assigning random numbers to each man and repeating this process over many trials, such as 1000 times, to observe and count outcomes. The probability is then estimated by dividing the number of successful trials (where at least one man is color-blind) by the total number of trials performed.
  • This simulated approach is supplemented by mathematical calculation using the complement rule, ensuring comprehensive understanding and verification of results.
The result gives a probabilistic estimate, which helps in understanding scenarios that can occur by chance in real-world situations.

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