document.write( "Question 1180015: Suppose 200 people are lined up side-by-side, each one holding a fair coin. Each person flips their coin 64 times; every time it lands heads they step 1 meter forward, each time it lands tails they step 1 meter backward. Use a normal approximation to answer the following question: after everyone finishes their 64 steps, approximately how many people will be standing between 4 and 8 meters behind the starting line? \n" ); document.write( "
Algebra.Com's Answer #850128 by CPhill(1959)![]() ![]() You can put this solution on YOUR website! Here's how to solve this problem using a normal approximation:\r \n" ); document.write( "\n" ); document.write( "**1. Define the Random Variable:**\r \n" ); document.write( "\n" ); document.write( "* Let X be the number of heads in 64 coin flips. \n" ); document.write( "* X follows a binomial distribution with n = 64 and p = 0.5. \n" ); document.write( "* Each person's final position is determined by the difference between the number of heads and tails.\r \n" ); document.write( "\n" ); document.write( "**2. Relate Position to Heads and Tails:**\r \n" ); document.write( "\n" ); document.write( "* Let H be the number of heads and T be the number of tails. \n" ); document.write( "* Final position = H - T \n" ); document.write( "* We know H + T = 64, so T = 64 - H \n" ); document.write( "* Final position = H - (64 - H) = 2H - 64\r \n" ); document.write( "\n" ); document.write( "**3. Determine the Range of Heads:**\r \n" ); document.write( "\n" ); document.write( "* We want to find the number of people between -8 and -4 meters. \n" ); document.write( "* -8 ≤ 2H - 64 ≤ -4 \n" ); document.write( "* 56 ≤ 2H ≤ 60 \n" ); document.write( "* 28 ≤ H ≤ 30\r \n" ); document.write( "\n" ); document.write( "**4. Approximate with a Normal Distribution:**\r \n" ); document.write( "\n" ); document.write( "* The binomial distribution can be approximated by a normal distribution when n is large enough. \n" ); document.write( "* Mean (μ) = np = 64 * 0.5 = 32 \n" ); document.write( "* Standard deviation (σ) = √(np(1-p)) = √(64 * 0.5 * 0.5) = √16 = 4\r \n" ); document.write( "\n" ); document.write( "**5. Calculate Z-scores:**\r \n" ); document.write( "\n" ); document.write( "* For H = 28: z1 = (28 - 32) / 4 = -1 \n" ); document.write( "* For H = 30: z2 = (30 - 32) / 4 = -0.5\r \n" ); document.write( "\n" ); document.write( "**6. Find the Probability:**\r \n" ); document.write( "\n" ); document.write( "* Use a standard normal distribution table or calculator to find the area between z1 and z2. \n" ); document.write( "* P(-1 ≤ Z ≤ -0.5) = P(Z ≤ -0.5) - P(Z ≤ -1) \n" ); document.write( "* P(Z ≤ -0.5) ≈ 0.3085 \n" ); document.write( "* P(Z ≤ -1) ≈ 0.1587 \n" ); document.write( "* P(-1 ≤ Z ≤ -0.5) ≈ 0.3085 - 0.1587 = 0.1498\r \n" ); document.write( "\n" ); document.write( "**7. Calculate the Number of People:**\r \n" ); document.write( "\n" ); document.write( "* Multiply the probability by the total number of people: 200 * 0.1498 ≈ 29.96\r \n" ); document.write( "\n" ); document.write( "**Answer:**\r \n" ); document.write( "\n" ); document.write( "Approximately 30 people will be standing between 4 and 8 meters behind the starting line. \n" ); document.write( " \n" ); document.write( " |