document.write( "Question 1186293: Based on historical data, your manager believes that 38% of the company's orders come from first-time customers. A random sample of 229 orders will be used to estimate the proportion of first-time-customers. What is the probability that the sample proportion is between 0.3 and 0.4?\r
\n" );
document.write( "\n" );
document.write( "Note: You should carefully round any z-values you calculate to 4 decimal places to match wamap's approach and calculations. \n" );
document.write( "
Algebra.Com's Answer #849456 by CPhill(1987)![]() ![]() You can put this solution on YOUR website! Here's how to solve this problem using the normal approximation to the binomial distribution:\r \n" ); document.write( "\n" ); document.write( "1. **Check if the normal approximation is appropriate:**\r \n" ); document.write( "\n" ); document.write( " * n * p = 229 * 0.38 = 86.82 >= 10 \n" ); document.write( " * n * (1-p) = 229 * (1 - 0.38) = 229 * 0.62 = 142.18 >= 10\r \n" ); document.write( "\n" ); document.write( " Since both conditions are met, the normal approximation is reasonable.\r \n" ); document.write( "\n" ); document.write( "2. **Calculate the mean (μ) and standard deviation (σ) of the sample proportion:**\r \n" ); document.write( "\n" ); document.write( " * μ = p = 0.38 \n" ); document.write( " * σ = sqrt[p * (1-p) / n] = sqrt[0.38 * 0.62 / 229] ≈ 0.0322\r \n" ); document.write( "\n" ); document.write( "3. **Calculate the z-scores:**\r \n" ); document.write( "\n" ); document.write( " The z-score formula for proportions is: z = (p̂ - p) / σ\r \n" ); document.write( "\n" ); document.write( " * For p̂ = 0.3: z = (0.3 - 0.38) / 0.0322 ≈ -2.4845 \n" ); document.write( " * For p̂ = 0.4: z = (0.4 - 0.38) / 0.0322 ≈ 0.6211\r \n" ); document.write( "\n" ); document.write( "4. **Find the probabilities using the z-table or calculator:**\r \n" ); document.write( "\n" ); document.write( " * P(z < -2.4845) ≈ 0.0065 (This is the area to the left of -2.4845) \n" ); document.write( " * P(z < 0.6211) ≈ 0.7327 (This is the area to the left of 0.6211)\r \n" ); document.write( "\n" ); document.write( "5. **Calculate the probability between 0.3 and 0.4:**\r \n" ); document.write( "\n" ); document.write( " P(0.3 < p̂ < 0.4) = P(z < 0.6211) - P(z < -2.4845) \n" ); document.write( " P(0.3 < p̂ < 0.4) ≈ 0.7327 - 0.0065 \n" ); document.write( " P(0.3 < p̂ < 0.4) ≈ 0.7262\r \n" ); document.write( "\n" ); document.write( "Therefore, the probability that the sample proportion is between 0.3 and 0.4 is approximately **0.7262**. \n" ); document.write( " \n" ); document.write( " |