Math Problem Statement
The electric cooperative needs to know the mean household usage of electricity by its non-commercial customers in kWh per day. They would like the estimate to have a maximum error of 0.15 kWh. A previous study found that for an average family the standard deviation is 1.9 kWh and the mean is 16.7 kWh per day. If they are using a 98% level of confidence, how large of a sample is required to estimate the mean usage of electricity? Round your answer up to the next integer.
Solution
To calculate the required sample size for estimating the mean with a specified maximum error, we use the following formula for sample size :
Where:
- is the z-score corresponding to the desired confidence level,
- is the population standard deviation,
- is the maximum error (or margin of error) allowed.
Step-by-Step Calculation:
-
Identify the values:
- Confidence level = 98% → corresponding z-score () = 2.33
- Standard deviation () = 1.9 kWh
- Maximum error () = 0.15 kWh
-
Substitute the values into the formula:
- Simplify the expression:
- Square the result:
Since the sample size must be a whole number, and we round up, the required sample size is:
Final Answer:
The required sample size is 871.
Would you like more details or have any other questions?
Here are 5 related questions to consider:
- How does changing the confidence level affect the required sample size?
- What happens if the standard deviation is different in future studies?
- How is the z-score determined for different confidence levels?
- What if a smaller margin of error is desired?
- How can the cooperative ensure the sample is representative of the population?
Tip: When estimating means, a higher confidence level or a smaller margin of error will always increase the required sample size.
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Math Problem Analysis
Mathematical Concepts
Statistics
Sample Size Calculation
Confidence Intervals
Formulas
n = (Z * σ / E)^2
Theorems
Central Limit Theorem
Normal Distribution
Suitable Grade Level
College Level
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