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Ch. 6 - Confidence Intervals
Larson - Elementary Statistics: Picturing the World 8th Edition
Larson8th EditionElementary Statistics: Picturing the WorldISBN: 9780137493470당신이 사용하는 게 아니라요?교과서 변경
모든 교과서Larson 8th EditionCh. 6 - Confidence Intervals문제 6.1.58c
6장, 문제 6.1.58c

Finite Population Correction Factor In Exercises 57 and 58, use the information below.
In this section, you studied the construction of a confidence interval to estimate a population mean. In each case, the underlying assumption was that the sample size n was small in comparison to the population size N. When n ≥ 0.05N however, the formula that determines the standard error of the mean needs to be adjusted, as shown below.
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Recall from the Section 5.4 exercises that the expression sqrt[(N-n)/(n-1)] is called a finite population correction factor. The margin of error is
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Use the finite population correction factor to construct each confidence interval for the population mean.
c. c = 0.95, xbar = 40.3, σ = 0.5, N = 300, n = 68.

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Identify the given values: confidence level (c = 0.95), sample mean (x̄ = 40.3), population standard deviation (σ = 0.5), population size (N = 300), and sample size (n = 68).
Check if the finite population correction factor is needed by verifying if n ≥ 0.05N. Calculate 0.05N = 0.05 × 300 = 15. Since n = 68 is greater than 15, the finite population correction factor is required.
Calculate the finite population correction factor using the formula: sqrt((N - n) / (N - 1)). Substitute the values: sqrt((300 - 68) / (300 - 1)).
Adjust the standard error of the mean using the formula: SE = (σ / sqrt(n)) × sqrt((N - n) / (N - 1)). Substitute the values: SE = (0.5 / sqrt(68)) × sqrt((300 - 68) / (300 - 1)).
Construct the confidence interval using the formula: x̄ ± z* × SE, where z* is the critical value for the confidence level (c = 0.95). Look up the z* value for a 95% confidence level (z* ≈ 1.96) and substitute the values into the formula: 40.3 ± 1.96 × SE.

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주요 개념

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Finite Population Correction Factor

The Finite Population Correction Factor (FPC) is used when sampling from a finite population, particularly when the sample size is a significant fraction of the total population. It adjusts the standard error of the mean to account for the reduced variability in the sample due to the limited population size. The formula is sqrt[(N-n)/(N-1)], where N is the population size and n is the sample size, ensuring more accurate confidence intervals.
추천 영상:
가이드 코스
04:48
Population Standard Deviation Known

Confidence Interval

A confidence interval is a range of values, derived from sample statistics, that is likely to contain the true population parameter with a specified level of confidence, typically expressed as a percentage (e.g., 95%). It is calculated using the sample mean, the standard error, and a critical value from the normal distribution. The width of the interval reflects the uncertainty associated with the sample estimate.
추천 영상:
가이드 코스
06:33
Introduction to Confidence Intervals

Standard Error of the Mean

The Standard Error of the Mean (SEM) quantifies the amount of variability in sample means that you would expect if you took multiple samples from the same population. It is calculated as the population standard deviation divided by the square root of the sample size (σ/√n). When the sample size is large or when using the FPC, the SEM is adjusted to provide a more accurate estimate of the population mean's variability.
추천 영상:
가이드 코스
04:52
Calculating the Mean
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