document.write( "Question 1195251: Manufacturer of pacemaker wants the standard deviation of the life time of the batteries to be less than 1.8 months. a sample of 20 batteries had standard deviation of 1.6 months. assume the variable is normally distributed. find the 95% confidence interval of standard deviation of batteries. based on this answer do you feel that 1.8 months is reasonable estimate? \n" ); document.write( "
Algebra.Com's Answer #848500 by proyaop(69)![]() ![]() ![]() You can put this solution on YOUR website! **1. Find the Chi-Square Values**\r \n" ); document.write( "\n" ); document.write( "* **Degrees of Freedom (df):** df = n - 1 = 20 - 1 = 19 \n" ); document.write( "* **Confidence Level:** 95% \n" ); document.write( "* **Significance Level (α):** α = 1 - 0.95 = 0.05 \n" ); document.write( "* **α/2:** 0.05 / 2 = 0.025\r \n" ); document.write( "\n" ); document.write( "* **Find Chi-Square Values:** \n" ); document.write( " * **Chi-Square Lower (χ²lower):** Look up the value in a Chi-Square distribution table for df = 19 and α/2 = 0.025. \n" ); document.write( " * χ²lower ≈ 8.907 \n" ); document.write( " * **Chi-Square Upper (χ²upper):** Look up the value in a Chi-Square distribution table for df = 19 and 1 - α/2 = 0.975. \n" ); document.write( " * χ²upper ≈ 32.852\r \n" ); document.write( "\n" ); document.write( "**2. Calculate the Confidence Interval for the Variance**\r \n" ); document.write( "\n" ); document.write( "* **Lower Limit of Variance:** (n - 1) * s² / χ²upper \n" ); document.write( " * = (20 - 1) * 1.6² / 32.852 \n" ); document.write( " * ≈ 1.47 \n" ); document.write( "* **Upper Limit of Variance:** (n - 1) * s² / χ²lower \n" ); document.write( " * = (20 - 1) * 1.6² / 8.907 \n" ); document.write( " * ≈ 5.48\r \n" ); document.write( "\n" ); document.write( "**3. Calculate the Confidence Interval for the Standard Deviation**\r \n" ); document.write( "\n" ); document.write( "* **Lower Limit of Standard Deviation:** √(Lower Limit of Variance) \n" ); document.write( " * = √1.47 \n" ); document.write( " * ≈ 1.21 months \n" ); document.write( "* **Upper Limit of Standard Deviation:** √(Upper Limit of Variance) \n" ); document.write( " * = √5.48 \n" ); document.write( " * ≈ 2.34 months\r \n" ); document.write( "\n" ); document.write( "**4. Interpretation**\r \n" ); document.write( "\n" ); document.write( "The 95% confidence interval for the standard deviation of battery lifetimes is approximately **(1.21 months, 2.34 months)**.\r \n" ); document.write( "\n" ); document.write( "**5. Evaluation of the Manufacturer's Claim**\r \n" ); document.write( "\n" ); document.write( "The manufacturer desires a standard deviation less than 1.8 months. \r \n" ); document.write( "\n" ); document.write( "* **Observation:** The upper limit of the confidence interval (2.34 months) is greater than 1.8 months.\r \n" ); document.write( "\n" ); document.write( "* **Conclusion:** Based on this sample and the 95% confidence interval, we cannot conclusively say that the standard deviation of battery lifetimes is less than 1.8 months. There is a possibility that the true population standard deviation is higher. \r \n" ); document.write( "\n" ); document.write( "**Further Considerations:**\r \n" ); document.write( "\n" ); document.write( "* This analysis assumes that the sample of batteries is truly representative of the entire population of batteries produced by the manufacturer. \n" ); document.write( "* If the manufacturer's target is critical for safety or reliability, further investigation and potentially a larger sample size may be necessary to make a more definitive conclusion.\r \n" ); document.write( "\n" ); document.write( "**Disclaimer:** \r \n" ); document.write( "\n" ); document.write( "This analysis provides a statistical interpretation. The manufacturer should consider this information alongside other factors (e.g., cost, customer expectations) when making decisions about battery production and quality control. \n" ); document.write( " \n" ); document.write( " |